CINXE.COM

<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width,initial-scale=1"/><meta name="robots" content="max-image-preview:large"/><title>Multicloud, DevSecOps, AI Pose Challenges for Federal Government</title><meta name="description" content="The federal government faces a number of challenges implementing multicloud strategies, DevSecOps, and AI, a new survey finds."/><meta property="og:title" content="Multicloud, DevSecOps, AI Pose Challenges for Federal Government"/><meta property="og:description" content="The federal government faces a number of challenges implementing multicloud strategies, DevSecOps, and AI, a new survey finds."/><meta property="og:url" content="https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"/><meta property="og:type" content="article"/><meta property="og:image" content="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf5ff205b9853faa4/6617ff49766f327c1bc23080/multicloud_0.jpg?disable=upscale&width=1200&height=630&fit=crop"/><meta property="oc:keywords" content="Hybrid Cloud, Cloud Computing"/><link rel="canonical" href="https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"/><script type="application/ld+json">{"@context":"https://schema.org","@type":"Article","datePublished":"2023-02-21T20:21:00.000Z","dateModified":"2024-06-04T09:41:27.688Z","headline":"Multicloud, DevSecOps, AI Pose Challenges for Federal Government","mainEntityOfPage":"https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government","image":{"@type":"ImageObject","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf5ff205b9853faa4/6617ff49766f327c1bc23080/multicloud_0.jpg","caption":"","creditText":"Alamy"},"author":[{"@type":"Person","name":"Nathan Eddy","image":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd76bf4740a6e8198/6658946837ce132abb475f63/nathan-eddy-pic.webp","url":"https://www.itprotoday.com/author/nathan-eddy"}]}</script><script type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://www.itprotoday.com"},{"@type":"ListItem","position":2,"name":"Hybrid Cloud","item":"https://www.itprotoday.com/cloud-computing/hybrid-cloud"}]}</script><link rel="preload" href="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf5ff205b9853faa4/6617ff49766f327c1bc23080/multicloud_0.jpg?width=1280&auto=webp&quality=10&format=jpg&disable=upscale&blur=40" as="image"/><meta property="twitter:card" content="summary"/><script type="text/javascript">window.NREUM||(NREUM={});NREUM.info = {"agent":"","beacon":"bam.eu01.nr-data.net","errorBeacon":"bam.eu01.nr-data.net","licenseKey":"NRJS-26ae6a3b09493bbcc87","applicationID":"514059305","agentToken":null,"applicationTime":15.479309,"transactionName":"MhBSZQoZWEEDU0ZaXgtac0QLDFlfTR9aSlMXHFQcGxRZRwYfX0ZdERxTXRcNUh8GVURAVAYaQEJVGV8fEl9BVhwGHVFdFB1YVQdDH1VeF1hWVBwdRFMOHVVcRwAHXlwdFkI=","queueTime":0,"ttGuid":"b47d6045bc56fc1f"}; (window.NREUM||(NREUM={})).init={privacy:{cookies_enabled:true},ajax:{deny_list:["bam.eu01.nr-data.net"]},distributed_tracing:{enabled:true}};(window.NREUM||(NREUM={})).loader_config={agentID:"538480682",accountID:"3936348",trustKey:"3288925",xpid:"Vw8EV1VXABAFVVVSAggEVlE=",licenseKey:"NRJS-26ae6a3b09493bbcc87",applicationID:"514059305"};;/*! For license information please see nr-loader-spa-1.274.0.min.js.LICENSE.txt */ (()=>{var e,t,r={8122:(e,t,r)=>{"use strict";r.d(t,{a:()=>i});var n=r(944);function i(e,t){try{if(!e||"object"!=typeof e)return(0,n.R)(3);if(!t||"object"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors(t)),o=0===Object.keys(r).length?e:r;for(let a in o)if(void 0!==e[a])try{if(null===e[a]){r[a]=null;continue}Array.isArray(e[a])&&Array.isArray(t[a])?r[a]=Array.from(new Set([...e[a],...t[a]])):"object"==typeof e[a]&&"object"==typeof t[a]?r[a]=i(e[a],t[a]):r[a]=e[a]}catch(e){(0,n.R)(1,e)}return r}catch(e){(0,n.R)(2,e)}}},2555:(e,t,r)=>{"use strict";r.d(t,{Vp:()=>c,fn:()=>s,x1:()=>u});var n=r(384),i=r(8122);const o={beacon:n.NT.beacon,errorBeacon:n.NT.errorBeacon,licenseKey:void 0,applicationID:void 0,sa:void 0,queueTime:void 0,applicationTime:void 0,ttGuid:void 0,user:void 0,account:void 0,product:void 0,extra:void 0,jsAttributes:{},userAttributes:void 0,atts:void 0,transactionName:void 0,tNamePlain:void 0},a={};function s(e){try{const t=c(e);return!!t.licenseKey&&!!t.errorBeacon&&!!t.applicationID}catch(e){return!1}}function c(e){if(!e)throw new Error("All info objects require an agent identifier!");if(!a[e])throw new Error("Info for ".concat(e," was never set"));return a[e]}function u(e,t){if(!e)throw new Error("All info objects require an agent identifier!");a[e]=(0,i.a)(t,o);const r=(0,n.nY)(e);r&&(r.info=a[e])}},9417:(e,t,r)=>{"use strict";r.d(t,{D0:()=>h,gD:()=>g,xN:()=>p});var n=r(993);const i=e=>{if(!e||"string"!=typeof e)return!1;try{document.createDocumentFragment().querySelector(e)}catch{return!1}return!0};var o=r(2614),a=r(944),s=r(384),c=r(8122);const u="[data-nr-mask]",d=()=>{const e={mask_selector:"*",block_selector:"[data-nr-block]",mask_input_options:{color:!1,date:!1,"datetime-local":!1,email:!1,month:!1,number:!1,range:!1,search:!1,tel:!1,text:!1,time:!1,url:!1,week:!1,textarea:!1,select:!1,password:!0}};return{ajax:{deny_list:void 0,block_internal:!0,enabled:!0,harvestTimeSeconds:10,autoStart:!0},distributed_tracing:{enabled:void 0,exclude_newrelic_header:void 0,cors_use_newrelic_header:void 0,cors_use_tracecontext_headers:void 0,allowed_origins:void 0},feature_flags:[],generic_events:{enabled:!0,harvestTimeSeconds:30,autoStart:!0},harvest:{tooManyRequestsDelay:60},jserrors:{enabled:!0,harvestTimeSeconds:10,autoStart:!0},logging:{enabled:!0,harvestTimeSeconds:10,autoStart:!0,level:n.p_.INFO},metrics:{enabled:!0,autoStart:!0},obfuscate:void 0,page_action:{enabled:!0},page_view_event:{enabled:!0,autoStart:!0},page_view_timing:{enabled:!0,harvestTimeSeconds:30,autoStart:!0},performance:{capture_marks:!1,capture_measures:!1},privacy:{cookies_enabled:!0},proxy:{assets:void 0,beacon:void 0},session:{expiresMs:o.wk,inactiveMs:o.BB},session_replay:{autoStart:!0,enabled:!1,harvestTimeSeconds:60,preload:!1,sampling_rate:10,error_sampling_rate:100,collect_fonts:!1,inline_images:!1,fix_stylesheets:!0,mask_all_inputs:!0,get mask_text_selector(){return e.mask_selector},set mask_text_selector(t){i(t)?e.mask_selector="".concat(t,",").concat(u):""===t||null===t?e.mask_selector=u:(0,a.R)(5,t)},get block_class(){return"nr-block"},get ignore_class(){return"nr-ignore"},get mask_text_class(){return"nr-mask"},get block_selector(){return e.block_selector},set block_selector(t){i(t)?e.block_selector+=",".concat(t):""!==t&&(0,a.R)(6,t)},get mask_input_options(){return e.mask_input_options},set mask_input_options(t){t&&"object"==typeof t?e.mask_input_options={...t,password:!0}:(0,a.R)(7,t)}},session_trace:{enabled:!0,harvestTimeSeconds:10,autoStart:!0},soft_navigations:{enabled:!0,harvestTimeSeconds:10,autoStart:!0},spa:{enabled:!0,harvestTimeSeconds:10,autoStart:!0},ssl:void 0,user_actions:{enabled:!0}}},l={},f="All configuration objects require an agent identifier!";function h(e){if(!e)throw new Error(f);if(!l[e])throw new Error("Configuration for ".concat(e," was never set"));return l[e]}function p(e,t){if(!e)throw new Error(f);l[e]=(0,c.a)(t,d());const r=(0,s.nY)(e);r&&(r.init=l[e])}function g(e,t){if(!e)throw new Error(f);var r=h(e);if(r){for(var n=t.split("."),i=0;i<n.length-1;i++)if("object"!=typeof(r=r[n[i]]))return;r=r[n[n.length-1]]}return r}},5603:(e,t,r)=>{"use strict";r.d(t,{a:()=>c,o:()=>s});var n=r(384),i=r(8122);const o={accountID:void 0,trustKey:void 0,agentID:void 0,licenseKey:void 0,applicationID:void 0,xpid:void 0},a={};function s(e){if(!e)throw new Error("All loader-config objects require an agent identifier!");if(!a[e])throw new Error("LoaderConfig for ".concat(e," was never set"));return a[e]}function c(e,t){if(!e)throw new Error("All loader-config objects require an agent identifier!");a[e]=(0,i.a)(t,o);const r=(0,n.nY)(e);r&&(r.loader_config=a[e])}},3371:(e,t,r)=>{"use strict";r.d(t,{V:()=>f,f:()=>l});var n=r(8122),i=r(384),o=r(6154),a=r(9324);let s=0;const c={buildEnv:a.F3,distMethod:a.Xs,version:a.xv,originTime:o.WN},u={customTransaction:void 0,disabled:!1,isolatedBacklog:!1,loaderType:void 0,maxBytes:3e4,onerror:void 0,ptid:void 0,releaseIds:{},appMetadata:{},session:void 0,denyList:void 0,timeKeeper:void 0,obfuscator:void 0},d={};function l(e){if(!e)throw new Error("All runtime objects require an agent identifier!");if(!d[e])throw new Error("Runtime for ".concat(e," was never set"));return d[e]}function f(e,t){if(!e)throw new Error("All runtime objects require an agent identifier!");d[e]={...(0,n.a)(t,u),...c},Object.hasOwnProperty.call(d[e],"harvestCount")||Object.defineProperty(d[e],"harvestCount",{get:()=>++s});const r=(0,i.nY)(e);r&&(r.runtime=d[e])}},9324:(e,t,r)=>{"use strict";r.d(t,{F3:()=>i,Xs:()=>o,Yq:()=>a,xv:()=>n});const n="1.274.0",i="PROD",o="CDN",a="^2.0.0-alpha.17"},6154:(e,t,r)=>{"use strict";r.d(t,{A4:()=>s,OF:()=>d,RI:()=>i,WN:()=>h,bv:()=>o,gm:()=>a,lR:()=>f,m:()=>u,mw:()=>c,sb:()=>l});var n=r(1863);const i="undefined"!=typeof window&&!!window.document,o="undefined"!=typeof WorkerGlobalScope&&("undefined"!=typeof self&&self instanceof WorkerGlobalScope&&self.navigator instanceof WorkerNavigator||"undefined"!=typeof globalThis&&globalThis instanceof WorkerGlobalScope&&globalThis.navigator instanceof WorkerNavigator),a=i?window:"undefined"!=typeof WorkerGlobalScope&&("undefined"!=typeof self&&self instanceof WorkerGlobalScope&&self||"undefined"!=typeof globalThis&&globalThis instanceof WorkerGlobalScope&&globalThis),s="complete"===a?.document?.readyState,c=Boolean("hidden"===a?.document?.visibilityState),u=""+a?.location,d=/iPad|iPhone|iPod/.test(a.navigator?.userAgent),l=d&&"undefined"==typeof SharedWorker,f=(()=>{const e=a.navigator?.userAgent?.match(/Firefox[/\s](\d+\.\d+)/);return Array.isArray(e)&&e.length>=2?+e[1]:0})(),h=Date.now()-(0,n.t)()},7295:(e,t,r)=>{"use strict";r.d(t,{Xv:()=>a,gX:()=>i,iW:()=>o});var n=[];function i(e){if(!e||o(e))return!1;if(0===n.length)return!0;for(var t=0;t<n.length;t++){var r=n[t];if("*"===r.hostname)return!1;if(s(r.hostname,e.hostname)&&c(r.pathname,e.pathname))return!1}return!0}function o(e){return void 0===e.hostname}function a(e){if(n=[],e&&e.length)for(var t=0;t<e.length;t++){let r=e[t];if(!r)continue;0===r.indexOf("http://")?r=r.substring(7):0===r.indexOf("https://")&&(r=r.substring(8));const i=r.indexOf("/");let o,a;i>0?(o=r.substring(0,i),a=r.substring(i)):(o=r,a="");let[s]=o.split(":");n.push({hostname:s,pathname:a})}}function s(e,t){return!(e.length>t.length)&&t.indexOf(e)===t.length-e.length}function c(e,t){return 0===e.indexOf("/")&&(e=e.substring(1)),0===t.indexOf("/")&&(t=t.substring(1)),""===e||e===t}},1687:(e,t,r)=>{"use strict";r.d(t,{Ak:()=>c,Ze:()=>l,x3:()=>u});var n=r(7836),i=r(3606),o=r(860),a=r(2646);const s={};function c(e,t){const r={staged:!1,priority:o.P3[t]||0};d(e),s[e].get(t)||s[e].set(t,r)}function u(e,t){e&&s[e]&&(s[e].get(t)&&s[e].delete(t),h(e,t,!1),s[e].size&&f(e))}function d(e){if(!e)throw new Error("agentIdentifier required");s[e]||(s[e]=new Map)}function l(e="",t="feature",r=!1){if(d(e),!e||!s[e].get(t)||r)return h(e,t);s[e].get(t).staged=!0,f(e)}function f(e){const t=Array.from(s[e]);t.every((([e,t])=>t.staged))&&(t.sort(((e,t)=>e[1].priority-t[1].priority)),t.forEach((([t])=>{s[e].delete(t),h(e,t)})))}function h(e,t,r=!0){const o=e?n.ee.get(e):n.ee,s=i.i.handlers;if(!o.aborted&&o.backlog&&s){if(r){const e=o.backlog[t],r=s[t];if(r){for(let t=0;e&&t<e.length;++t)p(e[t],r);Object.entries(r).forEach((([e,t])=>{Object.values(t||{}).forEach((t=>{t[0]?.on&&t[0]?.context()instanceof a.y&&t[0].on(e,t[1])}))}))}}o.isolatedBacklog||delete s[t],o.backlog[t]=null,o.emit("drain-"+t,[])}}function p(e,t){var r=e[1];Object.values(t[r]||{}).forEach((t=>{var r=e[0];if(t[0]===r){var n=t[1],i=e[3],o=e[2];n.apply(i,o)}}))}},7836:(e,t,r)=>{"use strict";r.d(t,{P:()=>c,ee:()=>u});var n=r(384),i=r(8990),o=r(3371),a=r(2646),s=r(5607);const c="nr@context:".concat(s.W),u=function e(t,r){var n={},s={},d={},l=!1;try{l=16===r.length&&(0,o.f)(r).isolatedBacklog}catch(e){}var f={on:p,addEventListener:p,removeEventListener:function(e,t){var r=n[e];if(!r)return;for(var i=0;i<r.length;i++)r[i]===t&&r.splice(i,1)},emit:function(e,r,n,i,o){!1!==o&&(o=!0);if(u.aborted&&!i)return;t&&o&&t.emit(e,r,n);for(var a=h(n),c=g(e),d=c.length,l=0;l<d;l++)c[l].apply(a,r);var p=v()[s[e]];p&&p.push([f,e,r,a]);return a},get:m,listeners:g,context:h,buffer:function(e,t){const r=v();if(t=t||"feature",f.aborted)return;Object.entries(e||{}).forEach((([e,n])=>{s[n]=t,t in r||(r[t]=[])}))},abort:function(){f._aborted=!0,Object.keys(f.backlog).forEach((e=>{delete f.backlog[e]}))},isBuffering:function(e){return!!v()[s[e]]},debugId:r,backlog:l?{}:t&&"object"==typeof t.backlog?t.backlog:{},isolatedBacklog:l};return Object.defineProperty(f,"aborted",{get:()=>{let e=f._aborted||!1;return e||(t&&(e=t.aborted),e)}}),f;function h(e){return e&&e instanceof a.y?e:e?(0,i.I)(e,c,(()=>new a.y(c))):new a.y(c)}function p(e,t){n[e]=g(e).concat(t)}function g(e){return n[e]||[]}function m(t){return d[t]=d[t]||e(f,t)}function v(){return f.backlog}}(void 0,"globalEE"),d=(0,n.Zm)();d.ee||(d.ee=u)},2646:(e,t,r)=>{"use strict";r.d(t,{y:()=>n});class n{constructor(e){this.contextId=e}}},9908:(e,t,r)=>{"use strict";r.d(t,{d:()=>n,p:()=>i});var n=r(7836).ee.get("handle");function i(e,t,r,i,o){o?(o.buffer([e],i),o.emit(e,t,r)):(n.buffer([e],i),n.emit(e,t,r))}},3606:(e,t,r)=>{"use strict";r.d(t,{i:()=>o});var n=r(9908);o.on=a;var i=o.handlers={};function o(e,t,r,o){a(o||n.d,i,e,t,r)}function a(e,t,r,i,o){o||(o="feature"),e||(e=n.d);var a=t[o]=t[o]||{};(a[r]=a[r]||[]).push([e,i])}},3878:(e,t,r)=>{"use strict";function n(e,t){return{capture:e,passive:!1,signal:t}}function i(e,t,r=!1,i){window.addEventListener(e,t,n(r,i))}function o(e,t,r=!1,i){document.addEventListener(e,t,n(r,i))}r.d(t,{DD:()=>o,jT:()=>n,sp:()=>i})},5607:(e,t,r)=>{"use strict";r.d(t,{W:()=>n});const n=(0,r(9566).bz)()},9566:(e,t,r)=>{"use strict";r.d(t,{LA:()=>s,ZF:()=>c,bz:()=>a,el:()=>u});var n=r(6154);const i="xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx";function o(e,t){return e?15&e[t]:16*Math.random()|0}function a(){const e=n.gm?.crypto||n.gm?.msCrypto;let t,r=0;return e&&e.getRandomValues&&(t=e.getRandomValues(new Uint8Array(30))),i.split("").map((e=>"x"===e?o(t,r++).toString(16):"y"===e?(3&o()|8).toString(16):e)).join("")}function s(e){const t=n.gm?.crypto||n.gm?.msCrypto;let r,i=0;t&&t.getRandomValues&&(r=t.getRandomValues(new Uint8Array(e)));const a=[];for(var s=0;s<e;s++)a.push(o(r,i++).toString(16));return a.join("")}function c(){return s(16)}function u(){return s(32)}},2614:(e,t,r)=>{"use strict";r.d(t,{BB:()=>a,H3:()=>n,g:()=>u,iL:()=>c,tS:()=>s,uh:()=>i,wk:()=>o});const n="NRBA",i="SESSION",o=144e5,a=18e5,s={STARTED:"session-started",PAUSE:"session-pause",RESET:"session-reset",RESUME:"session-resume",UPDATE:"session-update"},c={SAME_TAB:"same-tab",CROSS_TAB:"cross-tab"},u={OFF:0,FULL:1,ERROR:2}},1863:(e,t,r)=>{"use strict";function n(){return Math.floor(performance.now())}r.d(t,{t:()=>n})},7485:(e,t,r)=>{"use strict";r.d(t,{D:()=>i});var n=r(6154);function i(e){if(0===(e||"").indexOf("data:"))return{protocol:"data"};try{const t=new URL(e,location.href),r={port:t.port,hostname:t.hostname,pathname:t.pathname,search:t.search,protocol:t.protocol.slice(0,t.protocol.indexOf(":")),sameOrigin:t.protocol===n.gm?.location?.protocol&&t.host===n.gm?.location?.host};return r.port&&""!==r.port||("http:"===t.protocol&&(r.port="80"),"https:"===t.protocol&&(r.port="443")),r.pathname&&""!==r.pathname?r.pathname.startsWith("/")||(r.pathname="/".concat(r.pathname)):r.pathname="/",r}catch(e){return{}}}},944:(e,t,r)=>{"use strict";function n(e,t){"function"==typeof console.debug&&console.debug("New Relic Warning: https://github.com/newrelic/newrelic-browser-agent/blob/main/docs/warning-codes.md#".concat(e),t)}r.d(t,{R:()=>n})},5284:(e,t,r)=>{"use strict";r.d(t,{t:()=>c,B:()=>s});var n=r(7836),i=r(6154);const o="newrelic";const a=new Set,s={};function c(e,t){const r=n.ee.get(t);s[t]??={},e&&"object"==typeof e&&(a.has(t)||(r.emit("rumresp",[e]),s[t]=e,a.add(t),function(e={}){try{i.gm.dispatchEvent(new CustomEvent(o,{detail:e}))}catch(e){}}({loaded:!0})))}},8990:(e,t,r)=>{"use strict";r.d(t,{I:()=>i});var n=Object.prototype.hasOwnProperty;function i(e,t,r){if(n.call(e,t))return e[t];var i=r();if(Object.defineProperty&&Object.keys)try{return Object.defineProperty(e,t,{value:i,writable:!0,enumerable:!1}),i}catch(e){}return e[t]=i,i}},6389:(e,t,r)=>{"use strict";function n(e,t=500,r={}){const n=r?.leading||!1;let i;return(...r)=>{n&&void 0===i&&(e.apply(this,r),i=setTimeout((()=>{i=clearTimeout(i)}),t)),n||(clearTimeout(i),i=setTimeout((()=>{e.apply(this,r)}),t))}}function i(e){let t=!1;return(...r)=>{t||(t=!0,e.apply(this,r))}}r.d(t,{J:()=>i,s:()=>n})},3304:(e,t,r)=>{"use strict";r.d(t,{A:()=>o});var n=r(7836);const i=()=>{const e=new WeakSet;return(t,r)=>{if("object"==typeof r&&null!==r){if(e.has(r))return;e.add(r)}return r}};function o(e){try{return JSON.stringify(e,i())??""}catch(e){try{n.ee.emit("internal-error",[e])}catch(e){}return""}}},5289:(e,t,r)=>{"use strict";r.d(t,{GG:()=>o,sB:()=>a});var n=r(3878);function i(){return"undefined"==typeof document||"complete"===document.readyState}function o(e,t){if(i())return e();(0,n.sp)("load",e,t)}function a(e){if(i())return e();(0,n.DD)("DOMContentLoaded",e)}},384:(e,t,r)=>{"use strict";r.d(t,{NT:()=>o,US:()=>d,Zm:()=>a,bQ:()=>c,dV:()=>s,nY:()=>u,pV:()=>l});var n=r(6154),i=r(1863);const o={beacon:"bam.nr-data.net",errorBeacon:"bam.nr-data.net"};function a(){return n.gm.NREUM||(n.gm.NREUM={}),void 0===n.gm.newrelic&&(n.gm.newrelic=n.gm.NREUM),n.gm.NREUM}function s(){let e=a();return e.o||(e.o={ST:n.gm.setTimeout,SI:n.gm.setImmediate,CT:n.gm.clearTimeout,XHR:n.gm.XMLHttpRequest,REQ:n.gm.Request,EV:n.gm.Event,PR:n.gm.Promise,MO:n.gm.MutationObserver,FETCH:n.gm.fetch,WS:n.gm.WebSocket}),e}function c(e,t){let r=a();r.initializedAgents??={},t.initializedAt={ms:(0,i.t)(),date:new Date},r.initializedAgents[e]=t}function u(e){let t=a();return t.initializedAgents?.[e]}function d(e,t){a()[e]=t}function l(){return function(){let e=a();const t=e.info||{};e.info={beacon:o.beacon,errorBeacon:o.errorBeacon,...t}}(),function(){let e=a();const t=e.init||{};e.init={...t}}(),s(),function(){let e=a();const t=e.loader_config||{};e.loader_config={...t}}(),a()}},2843:(e,t,r)=>{"use strict";r.d(t,{u:()=>i});var n=r(3878);function i(e,t=!1,r,i){(0,n.DD)("visibilitychange",(function(){if(t)return void("hidden"===document.visibilityState&&e());e(document.visibilityState)}),r,i)}},8139:(e,t,r)=>{"use strict";r.d(t,{u:()=>f});var n=r(7836),i=r(3434),o=r(8990),a=r(6154);const s={},c=a.gm.XMLHttpRequest,u="addEventListener",d="removeEventListener",l="nr@wrapped:".concat(n.P);function f(e){var t=function(e){return(e||n.ee).get("events")}(e);if(s[t.debugId]++)return t;s[t.debugId]=1;var r=(0,i.YM)(t,!0);function f(e){r.inPlace(e,[u,d],"-",p)}function p(e,t){return e[1]}return"getPrototypeOf"in Object&&(a.RI&&h(document,f),h(a.gm,f),h(c.prototype,f)),t.on(u+"-start",(function(e,t){var n=e[1];if(null!==n&&("function"==typeof n||"object"==typeof n)){var i=(0,o.I)(n,l,(function(){var e={object:function(){if("function"!=typeof n.handleEvent)return;return n.handleEvent.apply(n,arguments)},function:n}[typeof n];return e?r(e,"fn-",null,e.name||"anonymous"):n}));this.wrapped=e[1]=i}})),t.on(d+"-start",(function(e){e[1]=this.wrapped||e[1]})),t}function h(e,t,...r){let n=e;for(;"object"==typeof n&&!Object.prototype.hasOwnProperty.call(n,u);)n=Object.getPrototypeOf(n);n&&t(n,...r)}},3434:(e,t,r)=>{"use strict";r.d(t,{Jt:()=>o,YM:()=>c});var n=r(7836),i=r(5607);const o="nr@original:".concat(i.W);var a=Object.prototype.hasOwnProperty,s=!1;function c(e,t){return e||(e=n.ee),r.inPlace=function(e,t,n,i,o){n||(n="");const a="-"===n.charAt(0);for(let s=0;s<t.length;s++){const c=t[s],u=e[c];d(u)||(e[c]=r(u,a?c+n:n,i,c,o))}},r.flag=o,r;function r(t,r,n,s,c){return d(t)?t:(r||(r=""),nrWrapper[o]=t,function(e,t,r){if(Object.defineProperty&&Object.keys)try{return Object.keys(e).forEach((function(r){Object.defineProperty(t,r,{get:function(){return e[r]},set:function(t){return e[r]=t,t}})})),t}catch(e){u([e],r)}for(var n in e)a.call(e,n)&&(t[n]=e[n])}(t,nrWrapper,e),nrWrapper);function nrWrapper(){var o,a,d,l;try{a=this,o=[...arguments],d="function"==typeof n?n(o,a):n||{}}catch(t){u([t,"",[o,a,s],d],e)}i(r+"start",[o,a,s],d,c);try{return l=t.apply(a,o)}catch(e){throw i(r+"err",[o,a,e],d,c),e}finally{i(r+"end",[o,a,l],d,c)}}}function i(r,n,i,o){if(!s||t){var a=s;s=!0;try{e.emit(r,n,i,t,o)}catch(t){u([t,r,n,i],e)}s=a}}}function u(e,t){t||(t=n.ee);try{t.emit("internal-error",e)}catch(e){}}function d(e){return!(e&&"function"==typeof e&&e.apply&&!e[o])}},9300:(e,t,r)=>{"use strict";r.d(t,{T:()=>n});const n=r(860).K7.ajax},3333:(e,t,r)=>{"use strict";r.d(t,{TZ:()=>n,Zp:()=>i,mq:()=>s,nf:()=>a,qN:()=>o});const n=r(860).K7.genericEvents,i=["auxclick","click","copy","keydown","paste","scrollend"],o=["focus","blur"],a=4,s=1e3},6774:(e,t,r)=>{"use strict";r.d(t,{T:()=>n});const n=r(860).K7.jserrors},993:(e,t,r)=>{"use strict";r.d(t,{ET:()=>o,TZ:()=>a,p_:()=>i});var n=r(860);const i={ERROR:"ERROR",WARN:"WARN",INFO:"INFO",DEBUG:"DEBUG",TRACE:"TRACE"},o="log",a=n.K7.logging},3785:(e,t,r)=>{"use strict";r.d(t,{R:()=>c,b:()=>u});var n=r(9908),i=r(1863),o=r(860),a=r(3969),s=r(993);function c(e,t,r={},c=s.p_.INFO){(0,n.p)(a.xV,["API/logging/".concat(c.toLowerCase(),"/called")],void 0,o.K7.metrics,e),(0,n.p)(s.ET,[(0,i.t)(),t,r,c],void 0,o.K7.logging,e)}function u(e){return"string"==typeof e&&Object.values(s.p_).some((t=>t===e.toUpperCase().trim()))}},3969:(e,t,r)=>{"use strict";r.d(t,{TZ:()=>n,XG:()=>s,rs:()=>i,xV:()=>a,z_:()=>o});const n=r(860).K7.metrics,i="sm",o="cm",a="storeSupportabilityMetrics",s="storeEventMetrics"},6630:(e,t,r)=>{"use strict";r.d(t,{T:()=>n});const n=r(860).K7.pageViewEvent},782:(e,t,r)=>{"use strict";r.d(t,{T:()=>n});const n=r(860).K7.pageViewTiming},6344:(e,t,r)=>{"use strict";r.d(t,{BB:()=>d,G4:()=>o,Qb:()=>l,TZ:()=>i,Ug:()=>a,_s:()=>s,bc:()=>u,yP:()=>c});var n=r(2614);const i=r(860).K7.sessionReplay,o={RECORD:"recordReplay",PAUSE:"pauseReplay",REPLAY_RUNNING:"replayRunning",ERROR_DURING_REPLAY:"errorDuringReplay"},a=.12,s={DomContentLoaded:0,Load:1,FullSnapshot:2,IncrementalSnapshot:3,Meta:4,Custom:5},c={[n.g.ERROR]:15e3,[n.g.FULL]:3e5,[n.g.OFF]:0},u={RESET:{message:"Session was reset",sm:"Reset"},IMPORT:{message:"Recorder failed to import",sm:"Import"},TOO_MANY:{message:"429: Too Many Requests",sm:"Too-Many"},TOO_BIG:{message:"Payload was too large",sm:"Too-Big"},CROSS_TAB:{message:"Session Entity was set to OFF on another tab",sm:"Cross-Tab"},ENTITLEMENTS:{message:"Session Replay is not allowed and will not be started",sm:"Entitlement"}},d=5e3,l={API:"api"}},5270:(e,t,r)=>{"use strict";r.d(t,{Aw:()=>c,CT:()=>u,SR:()=>s});var n=r(384),i=r(9417),o=r(7767),a=r(6154);function s(e){return!!(0,n.dV)().o.MO&&(0,o.V)(e)&&!0===(0,i.gD)(e,"session_trace.enabled")}function c(e){return!0===(0,i.gD)(e,"session_replay.preload")&&s(e)}function u(e,t){const r=t.correctAbsoluteTimestamp(e);return{originalTimestamp:e,correctedTimestamp:r,timestampDiff:e-r,originTime:a.WN,correctedOriginTime:t.correctedOriginTime,originTimeDiff:Math.floor(a.WN-t.correctedOriginTime)}}},3738:(e,t,r)=>{"use strict";r.d(t,{He:()=>i,Kp:()=>s,Lc:()=>u,Rz:()=>d,TZ:()=>n,bD:()=>o,d3:()=>a,jx:()=>l,uP:()=>c});const n=r(860).K7.sessionTrace,i="bstResource",o="resource",a="-start",s="-end",c="fn"+a,u="fn"+s,d="pushState",l=1e3},3962:(e,t,r)=>{"use strict";r.d(t,{AM:()=>o,O2:()=>s,Qu:()=>c,TZ:()=>a,ih:()=>u,tC:()=>i});var n=r(860);const i=["click","keydown","submit"],o="api",a=n.K7.softNav,s={INITIAL_PAGE_LOAD:"",ROUTE_CHANGE:1,UNSPECIFIED:2},c={INTERACTION:1,AJAX:2,CUSTOM_END:3,CUSTOM_TRACER:4},u={IP:"in progress",FIN:"finished",CAN:"cancelled"}},7378:(e,t,r)=>{"use strict";r.d(t,{$p:()=>x,BR:()=>b,Kp:()=>R,L3:()=>y,Lc:()=>c,NC:()=>o,SG:()=>d,TZ:()=>i,U6:()=>p,UT:()=>m,d3:()=>w,dT:()=>f,e5:()=>A,gx:()=>v,l9:()=>l,oW:()=>h,op:()=>g,rw:()=>u,tH:()=>E,uP:()=>s,wW:()=>T,xq:()=>a});var n=r(384);const i=r(860).K7.spa,o=["click","submit","keypress","keydown","keyup","change"],a=999,s="fn-start",c="fn-end",u="cb-start",d="api-ixn-",l="remaining",f="interaction",h="spaNode",p="jsonpNode",g="fetch-start",m="fetch-done",v="fetch-body-",b="jsonp-end",y=(0,n.dV)().o.ST,w="-start",R="-end",x="-body",T="cb"+R,A="jsTime",E="fetch"},4234:(e,t,r)=>{"use strict";r.d(t,{W:()=>o});var n=r(7836),i=r(1687);class o{constructor(e,t){this.agentIdentifier=e,this.ee=n.ee.get(e),this.featureName=t,this.blocked=!1}deregisterDrain(){(0,i.x3)(this.agentIdentifier,this.featureName)}}},7767:(e,t,r)=>{"use strict";r.d(t,{V:()=>o});var n=r(9417),i=r(6154);const o=e=>i.RI&&!0===(0,n.gD)(e,"privacy.cookies_enabled")},425:(e,t,r)=>{"use strict";r.d(t,{j:()=>j});var n=r(860),i=r(2555),o=r(3371),a=r(9908),s=r(7836),c=r(1687),u=r(5289),d=r(6154),l=r(944),f=r(3969),h=r(384),p=r(6344);const g=["setErrorHandler","finished","addToTrace","addRelease","addPageAction","setCurrentRouteName","setPageViewName","setCustomAttribute","interaction","noticeError","setUserId","setApplicationVersion","start",p.G4.RECORD,p.G4.PAUSE,"log","wrapLogger"],m=["setErrorHandler","finished","addToTrace","addRelease"];var v=r(1863),b=r(2614),y=r(993),w=r(3785),R=r(2646),x=r(3434);function T(e,t,r,n){if("object"!=typeof t||!t||"string"!=typeof r||!r||"function"!=typeof t[r])return(0,l.R)(29);const i=function(e){return(e||s.ee).get("logger")}(e),o=(0,x.YM)(i),a=new R.y(s.P);return a.level=n.level,a.customAttributes=n.customAttributes,o.inPlace(t,[r],"wrap-logger-",a),i}function A(){const e=(0,h.pV)();g.forEach((t=>{e[t]=(...r)=>function(t,...r){let n=[];return Object.values(e.initializedAgents).forEach((e=>{e&&e.api?e.exposed&&e.api[t]&&n.push(e.api[t](...r)):(0,l.R)(38,t)})),n.length>1?n:n[0]}(t,...r)}))}const E={};var S=r(9417),N=r(5603),O=r(5284);const _=e=>{const t=e.startsWith("http");e+="/",r.p=t?e:"https://"+e};let I=!1;function j(e,t={},g,R){let{init:x,info:j,loader_config:P,runtime:C={},exposed:k=!0}=t;C.loaderType=g;const L=(0,h.pV)();j||(x=L.init,j=L.info,P=L.loader_config),(0,S.xN)(e.agentIdentifier,x||{}),(0,N.a)(e.agentIdentifier,P||{}),j.jsAttributes??={},d.bv&&(j.jsAttributes.isWorker=!0),(0,i.x1)(e.agentIdentifier,j);const H=(0,S.D0)(e.agentIdentifier),D=[j.beacon,j.errorBeacon];I||(H.proxy.assets&&(_(H.proxy.assets),D.push(H.proxy.assets)),H.proxy.beacon&&D.push(H.proxy.beacon),A(),(0,h.US)("activatedFeatures",O.B),e.runSoftNavOverSpa&&=!0===H.soft_navigations.enabled&&H.feature_flags.includes("soft_nav")),C.denyList=[...H.ajax.deny_list||[],...H.ajax.block_internal?D:[]],C.ptid=e.agentIdentifier,(0,o.V)(e.agentIdentifier,C),e.ee=s.ee.get(e.agentIdentifier),void 0===e.api&&(e.api=function(e,t,h=!1){t||(0,c.Ak)(e,"api");const g={};var R=s.ee.get(e),x=R.get("tracer");E[e]=b.g.OFF,R.on(p.G4.REPLAY_RUNNING,(t=>{E[e]=t}));var A="api-",S=A+"ixn-";function N(t,r,n,o){const a=(0,i.Vp)(e);return null===r?delete a.jsAttributes[t]:(0,i.x1)(e,{...a,jsAttributes:{...a.jsAttributes,[t]:r}}),I(A,n,!0,o||null===r?"session":void 0)(t,r)}function O(){}g.log=function(e,{customAttributes:t={},level:r=y.p_.INFO}={}){(0,a.p)(f.xV,["API/log/called"],void 0,n.K7.metrics,R),(0,w.R)(R,e,t,r)},g.wrapLogger=(e,t,{customAttributes:r={},level:i=y.p_.INFO}={})=>{(0,a.p)(f.xV,["API/wrapLogger/called"],void 0,n.K7.metrics,R),T(R,e,t,{customAttributes:r,level:i})},m.forEach((e=>{g[e]=I(A,e,!0,"api")})),g.addPageAction=I(A,"addPageAction",!0,n.K7.genericEvents),g.setPageViewName=function(t,r){if("string"==typeof t)return"/"!==t.charAt(0)&&(t="/"+t),(0,o.f)(e).customTransaction=(r||"http://custom.transaction")+t,I(A,"setPageViewName",!0)()},g.setCustomAttribute=function(e,t,r=!1){if("string"==typeof e){if(["string","number","boolean"].includes(typeof t)||null===t)return N(e,t,"setCustomAttribute",r);(0,l.R)(40,typeof t)}else(0,l.R)(39,typeof e)},g.setUserId=function(e){if("string"==typeof e||null===e)return N("enduser.id",e,"setUserId",!0);(0,l.R)(41,typeof e)},g.setApplicationVersion=function(e){if("string"==typeof e||null===e)return N("application.version",e,"setApplicationVersion",!1);(0,l.R)(42,typeof e)},g.start=()=>{try{(0,a.p)(f.xV,["API/start/called"],void 0,n.K7.metrics,R),R.emit("manual-start-all")}catch(e){(0,l.R)(23,e)}},g[p.G4.RECORD]=function(){(0,a.p)(f.xV,["API/recordReplay/called"],void 0,n.K7.metrics,R),(0,a.p)(p.G4.RECORD,[],void 0,n.K7.sessionReplay,R)},g[p.G4.PAUSE]=function(){(0,a.p)(f.xV,["API/pauseReplay/called"],void 0,n.K7.metrics,R),(0,a.p)(p.G4.PAUSE,[],void 0,n.K7.sessionReplay,R)},g.interaction=function(e){return(new O).get("object"==typeof e?e:{})};const _=O.prototype={createTracer:function(e,t){var r={},i=this,o="function"==typeof t;return(0,a.p)(f.xV,["API/createTracer/called"],void 0,n.K7.metrics,R),h||(0,a.p)(S+"tracer",[(0,v.t)(),e,r],i,n.K7.spa,R),function(){if(x.emit((o?"":"no-")+"fn-start",[(0,v.t)(),i,o],r),o)try{return t.apply(this,arguments)}catch(e){const t="string"==typeof e?new Error(e):e;throw x.emit("fn-err",[arguments,this,t],r),t}finally{x.emit("fn-end",[(0,v.t)()],r)}}}};function I(e,t,r,i){return function(){return(0,a.p)(f.xV,["API/"+t+"/called"],void 0,n.K7.metrics,R),i&&(0,a.p)(e+t,[(0,v.t)(),...arguments],r?null:this,i,R),r?void 0:this}}function j(){r.e(478).then(r.bind(r,8778)).then((({setAPI:t})=>{t(e),(0,c.Ze)(e,"api")})).catch((e=>{(0,l.R)(27,e),R.abort()}))}return["actionText","setName","setAttribute","save","ignore","onEnd","getContext","end","get"].forEach((e=>{_[e]=I(S,e,void 0,h?n.K7.softNav:n.K7.spa)})),g.setCurrentRouteName=h?I(S,"routeName",void 0,n.K7.softNav):I(A,"routeName",!0,n.K7.spa),g.noticeError=function(t,r){"string"==typeof t&&(t=new Error(t)),(0,a.p)(f.xV,["API/noticeError/called"],void 0,n.K7.metrics,R),(0,a.p)("err",[t,(0,v.t)(),!1,r,!!E[e]],void 0,n.K7.jserrors,R)},d.RI?(0,u.GG)((()=>j()),!0):j(),g}(e.agentIdentifier,R,e.runSoftNavOverSpa)),void 0===e.exposed&&(e.exposed=k),I=!0}},8374:(e,t,r)=>{r.nc=(()=>{try{return document?.currentScript?.nonce}catch(e){}return""})()},860:(e,t,r)=>{"use strict";r.d(t,{$J:()=>o,K7:()=>n,P3:()=>i});const n={ajax:"ajax",genericEvents:"generic_events",jserrors:"jserrors",logging:"logging",metrics:"metrics",pageAction:"page_action",pageViewEvent:"page_view_event",pageViewTiming:"page_view_timing",sessionReplay:"session_replay",sessionTrace:"session_trace",softNav:"soft_navigations",spa:"spa"},i={[n.pageViewEvent]:1,[n.pageViewTiming]:2,[n.metrics]:3,[n.jserrors]:4,[n.spa]:5,[n.ajax]:6,[n.sessionTrace]:7,[n.softNav]:8,[n.sessionReplay]:9,[n.logging]:10,[n.genericEvents]:11},o={[n.pageViewTiming]:"events",[n.ajax]:"events",[n.spa]:"events",[n.softNav]:"events",[n.metrics]:"jserrors",[n.jserrors]:"jserrors",[n.sessionTrace]:"browser/blobs",[n.sessionReplay]:"browser/blobs",[n.logging]:"browser/logs",[n.genericEvents]:"ins"}}},n={};function i(e){var t=n[e];if(void 0!==t)return t.exports;var o=n[e]={exports:{}};return r[e](o,o.exports,i),o.exports}i.m=r,i.d=(e,t)=>{for(var r in t)i.o(t,r)&&!i.o(e,r)&&Object.defineProperty(e,r,{enumerable:!0,get:t[r]})},i.f={},i.e=e=>Promise.all(Object.keys(i.f).reduce(((t,r)=>(i.f[r](e,t),t)),[])),i.u=e=>({212:"nr-spa-compressor",249:"nr-spa-recorder",478:"nr-spa"}[e]+"-1.274.0.min.js"),i.o=(e,t)=>Object.prototype.hasOwnProperty.call(e,t),e={},t="NRBA-1.274.0.PROD:",i.l=(r,n,o,a)=>{if(e[r])e[r].push(n);else{var s,c;if(void 0!==o)for(var u=document.getElementsByTagName("script"),d=0;d<u.length;d++){var l=u[d];if(l.getAttribute("src")==r||l.getAttribute("data-webpack")==t+o){s=l;break}}if(!s){c=!0;var f={478:"sha512-1vUqEfJPB8Pihje9mv5CfYgkitO1FWcS+UQb84DbXqP8oYctRv4/lzl/MzNLPlRhcY1WVDBGL20I8vm6s2VV7g==",249:"sha512-Y/BeZAh6VSTmUtUNmS5XdyKxL92s30Fyyj8xVW76HSPxcKItL4+x2+kGMZc8pMJnUpZDz1L4eftZQAJh3D8NnA==",212:"sha512-Gn2tQ3qog5Yhrx/gRutkSTYPp+7nkKFt4/mIXg99LxcNpMDAYJZDBYmAACdoHNM86+iq1F3cBcQotFNzjIX8bw=="};(s=document.createElement("script")).charset="utf-8",s.timeout=120,i.nc&&s.setAttribute("nonce",i.nc),s.setAttribute("data-webpack",t+o),s.src=r,0!==s.src.indexOf(window.location.origin+"/")&&(s.crossOrigin="anonymous"),f[a]&&(s.integrity=f[a])}e[r]=[n];var h=(t,n)=>{s.onerror=s.onload=null,clearTimeout(p);var i=e[r];if(delete e[r],s.parentNode&&s.parentNode.removeChild(s),i&&i.forEach((e=>e(n))),t)return t(n)},p=setTimeout(h.bind(null,void 0,{type:"timeout",target:s}),12e4);s.onerror=h.bind(null,s.onerror),s.onload=h.bind(null,s.onload),c&&document.head.appendChild(s)}},i.r=e=>{"undefined"!=typeof Symbol&&Symbol.toStringTag&&Object.defineProperty(e,Symbol.toStringTag,{value:"Module"}),Object.defineProperty(e,"__esModule",{value:!0})},i.p="https://js-agent.newrelic.com/",(()=>{var e={38:0,788:0};i.f.j=(t,r)=>{var n=i.o(e,t)?e[t]:void 0;if(0!==n)if(n)r.push(n[2]);else{var o=new Promise(((r,i)=>n=e[t]=[r,i]));r.push(n[2]=o);var a=i.p+i.u(t),s=new Error;i.l(a,(r=>{if(i.o(e,t)&&(0!==(n=e[t])&&(e[t]=void 0),n)){var o=r&&("load"===r.type?"missing":r.type),a=r&&r.target&&r.target.src;s.message="Loading chunk "+t+" failed.\n("+o+": "+a+")",s.name="ChunkLoadError",s.type=o,s.request=a,n[1](s)}}),"chunk-"+t,t)}};var t=(t,r)=>{var n,o,[a,s,c]=r,u=0;if(a.some((t=>0!==e[t]))){for(n in s)i.o(s,n)&&(i.m[n]=s[n]);if(c)c(i)}for(t&&t(r);u<a.length;u++)o=a[u],i.o(e,o)&&e[o]&&e[o][0](),e[o]=0},r=self["webpackChunk:NRBA-1.274.0.PROD"]=self["webpackChunk:NRBA-1.274.0.PROD"]||[];r.forEach(t.bind(null,0)),r.push=t.bind(null,r.push.bind(r))})(),(()=>{"use strict";i(8374);var e=i(944),t=i(6344),r=i(9566);class n{agentIdentifier;constructor(e=(0,r.LA)(16)){this.agentIdentifier=e}#e(t,...r){if("function"==typeof this.api?.[t])return this.api[t](...r);(0,e.R)(35,t)}addPageAction(e,t){return this.#e("addPageAction",e,t)}setPageViewName(e,t){return this.#e("setPageViewName",e,t)}setCustomAttribute(e,t,r){return this.#e("setCustomAttribute",e,t,r)}noticeError(e,t){return this.#e("noticeError",e,t)}setUserId(e){return this.#e("setUserId",e)}setApplicationVersion(e){return this.#e("setApplicationVersion",e)}setErrorHandler(e){return this.#e("setErrorHandler",e)}addRelease(e,t){return this.#e("addRelease",e,t)}log(e,t){return this.#e("log",e,t)}}class o extends n{#e(t,...r){if("function"==typeof this.api?.[t])return this.api[t](...r);(0,e.R)(35,t)}start(){return this.#e("start")}finished(e){return this.#e("finished",e)}recordReplay(){return this.#e(t.G4.RECORD)}pauseReplay(){return this.#e(t.G4.PAUSE)}addToTrace(e){return this.#e("addToTrace",e)}setCurrentRouteName(e){return this.#e("setCurrentRouteName",e)}interaction(){return this.#e("interaction")}wrapLogger(e,t,r){return this.#e("wrapLogger",e,t,r)}}var a=i(860),s=i(9417);const c=Object.values(a.K7);function u(e){const t={};return c.forEach((r=>{t[r]=function(e,t){return!0===(0,s.gD)(t,"".concat(e,".enabled"))}(r,e)})),t}var d=i(425);var l=i(1687),f=i(4234),h=i(5289),p=i(6154),g=i(5270),m=i(7767),v=i(6389);class b extends f.W{constructor(e,t,r=!0){super(e.agentIdentifier,t),this.auto=r,this.abortHandler=void 0,this.featAggregate=void 0,this.onAggregateImported=void 0,!1===e.init[this.featureName].autoStart&&(this.auto=!1),this.auto?(0,l.Ak)(e.agentIdentifier,t):this.ee.on("manual-start-all",(0,v.J)((()=>{(0,l.Ak)(e.agentIdentifier,this.featureName),this.auto=!0,this.importAggregator(e)})))}importAggregator(t,r={}){if(this.featAggregate||!this.auto)return;let n;this.onAggregateImported=new Promise((e=>{n=e}));const o=async()=>{let o;try{if((0,m.V)(this.agentIdentifier)){const{setupAgentSession:e}=await i.e(478).then(i.bind(i,6526));o=e(t)}}catch(t){(0,e.R)(20,t),this.ee.emit("internal-error",[t]),this.featureName===a.K7.sessionReplay&&this.abortHandler?.()}try{if(t.sharedAggregator)await t.sharedAggregator;else{t.sharedAggregator=i.e(478).then(i.bind(i,9337));const{EventAggregator:e}=await t.sharedAggregator;t.sharedAggregator=new e}if(!this.#t(this.featureName,o))return(0,l.Ze)(this.agentIdentifier,this.featureName),void n(!1);const{lazyFeatureLoader:e}=await i.e(478).then(i.bind(i,6103)),{Aggregate:a}=await e(this.featureName,"aggregate");this.featAggregate=new a(t,r),n(!0)}catch(t){(0,e.R)(34,t),this.abortHandler?.(),(0,l.Ze)(this.agentIdentifier,this.featureName,!0),n(!1),this.ee&&this.ee.abort()}};p.RI?(0,h.GG)((()=>o()),!0):o()}#t(e,t){switch(e){case a.K7.sessionReplay:return(0,g.SR)(this.agentIdentifier)&&!!t;case a.K7.sessionTrace:return!!t;default:return!0}}}var y=i(6630);class w extends b{static featureName=y.T;constructor(e,t=!0){super(e,y.T,t),this.importAggregator(e)}}var R=i(384);var x=i(9908),T=i(2843),A=i(3878),E=i(782),S=i(1863);class N extends b{static featureName=E.T;constructor(e,t=!0){super(e,E.T,t),p.RI&&((0,T.u)((()=>(0,x.p)("docHidden",[(0,S.t)()],void 0,E.T,this.ee)),!0),(0,A.sp)("pagehide",(()=>(0,x.p)("winPagehide",[(0,S.t)()],void 0,E.T,this.ee))),this.importAggregator(e))}}var O=i(3969);class _ extends b{static featureName=O.TZ;constructor(e,t=!0){super(e,O.TZ,t),this.importAggregator(e)}}var I=i(6774),j=i(3304);class P{constructor(e,t,r,n,i){this.name="UncaughtError",this.message="string"==typeof e?e:(0,j.A)(e),this.sourceURL=t,this.line=r,this.column=n,this.__newrelic=i}}function C(e){return H(e)?e:new P(void 0!==e?.message?e.message:e,e?.filename||e?.sourceURL,e?.lineno||e?.line,e?.colno||e?.col,e?.__newrelic)}function k(e){const t="Unhandled Promise Rejection";if(!e?.reason)return;if(H(e.reason))try{return e.reason.message=t+": "+e.reason.message,C(e.reason)}catch(t){return C(e.reason)}const r=C(e.reason);return r.message=t+": "+r?.message,r}function L(e){if(e.error instanceof SyntaxError&&!/:\d+$/.test(e.error.stack?.trim())){const t=new P(e.message,e.filename,e.lineno,e.colno,e.error.__newrelic);return t.name=SyntaxError.name,t}return H(e.error)?e.error:C(e)}function H(e){return e instanceof Error&&!!e.stack}class D extends b{static featureName=I.T;#r=!1;constructor(e,r=!0){super(e,I.T,r);try{this.removeOnAbort=new AbortController}catch(e){}this.ee.on("internal-error",(e=>{this.abortHandler&&(0,x.p)("ierr",[C(e),(0,S.t)(),!0,{},this.#r],void 0,this.featureName,this.ee)})),this.ee.on(t.G4.REPLAY_RUNNING,(e=>{this.#r=e})),p.gm.addEventListener("unhandledrejection",(e=>{this.abortHandler&&(0,x.p)("err",[k(e),(0,S.t)(),!1,{unhandledPromiseRejection:1},this.#r],void 0,this.featureName,this.ee)}),(0,A.jT)(!1,this.removeOnAbort?.signal)),p.gm.addEventListener("error",(e=>{this.abortHandler&&(0,x.p)("err",[L(e),(0,S.t)(),!1,{},this.#r],void 0,this.featureName,this.ee)}),(0,A.jT)(!1,this.removeOnAbort?.signal)),this.abortHandler=this.#n,this.importAggregator(e)}#n(){this.removeOnAbort?.abort(),this.abortHandler=void 0}}var M=i(8990);let K=1;const U="nr@id";function V(e){const t=typeof e;return!e||"object"!==t&&"function"!==t?-1:e===p.gm?0:(0,M.I)(e,U,(function(){return K++}))}function G(e){if("string"==typeof e&&e.length)return e.length;if("object"==typeof e){if("undefined"!=typeof ArrayBuffer&&e instanceof ArrayBuffer&&e.byteLength)return e.byteLength;if("undefined"!=typeof Blob&&e instanceof Blob&&e.size)return e.size;if(!("undefined"!=typeof FormData&&e instanceof FormData))try{return(0,j.A)(e).length}catch(e){return}}}var F=i(8139),B=i(7836),W=i(3434);const z={},q=["open","send"];function Z(t){var r=t||B.ee;const n=function(e){return(e||B.ee).get("xhr")}(r);if(z[n.debugId]++)return n;z[n.debugId]=1,(0,F.u)(r);var i=(0,W.YM)(n),o=p.gm.XMLHttpRequest,a=p.gm.MutationObserver,s=p.gm.Promise,c=p.gm.setInterval,u="readystatechange",d=["onload","onerror","onabort","onloadstart","onloadend","onprogress","ontimeout"],l=[],f=p.gm.XMLHttpRequest=function(t){const r=new o(t),a=n.context(r);try{n.emit("new-xhr",[r],a),r.addEventListener(u,(s=a,function(){var e=this;e.readyState>3&&!s.resolved&&(s.resolved=!0,n.emit("xhr-resolved",[],e)),i.inPlace(e,d,"fn-",y)}),(0,A.jT)(!1))}catch(t){(0,e.R)(15,t);try{n.emit("internal-error",[t])}catch(e){}}var s;return r};function h(e,t){i.inPlace(t,["onreadystatechange"],"fn-",y)}if(function(e,t){for(var r in e)t[r]=e[r]}(o,f),f.prototype=o.prototype,i.inPlace(f.prototype,q,"-xhr-",y),n.on("send-xhr-start",(function(e,t){h(e,t),function(e){l.push(e),a&&(g?g.then(b):c?c(b):(m=-m,v.data=m))}(t)})),n.on("open-xhr-start",h),a){var g=s&&s.resolve();if(!c&&!s){var m=1,v=document.createTextNode(m);new a(b).observe(v,{characterData:!0})}}else r.on("fn-end",(function(e){e[0]&&e[0].type===u||b()}));function b(){for(var e=0;e<l.length;e++)h(0,l[e]);l.length&&(l=[])}function y(e,t){return t}return n}var Y="fetch-",X=Y+"body-",J=["arrayBuffer","blob","json","text","formData"],Q=p.gm.Request,ee=p.gm.Response,te="prototype";const re={};function ne(e){const t=function(e){return(e||B.ee).get("fetch")}(e);if(!(Q&&ee&&p.gm.fetch))return t;if(re[t.debugId]++)return t;function r(e,r,n){var i=e[r];"function"==typeof i&&(e[r]=function(){var e,r=[...arguments],o={};t.emit(n+"before-start",[r],o),o[B.P]&&o[B.P].dt&&(e=o[B.P].dt);var a=i.apply(this,r);return t.emit(n+"start",[r,e],a),a.then((function(e){return t.emit(n+"end",[null,e],a),e}),(function(e){throw t.emit(n+"end",[e],a),e}))})}return re[t.debugId]=1,J.forEach((e=>{r(Q[te],e,X),r(ee[te],e,X)})),r(p.gm,"fetch",Y),t.on(Y+"end",(function(e,r){var n=this;if(r){var i=r.headers.get("content-length");null!==i&&(n.rxSize=i),t.emit(Y+"done",[null,r],n)}else t.emit(Y+"done",[e],n)})),t}var ie=i(7485),oe=i(5603);class ae{constructor(e){this.agentIdentifier=e}generateTracePayload(e){if(!this.shouldGenerateTrace(e))return null;var t=(0,oe.o)(this.agentIdentifier);if(!t)return null;var n=(t.accountID||"").toString()||null,i=(t.agentID||"").toString()||null,o=(t.trustKey||"").toString()||null;if(!n||!i)return null;var a=(0,r.ZF)(),s=(0,r.el)(),c=Date.now(),u={spanId:a,traceId:s,timestamp:c};return(e.sameOrigin||this.isAllowedOrigin(e)&&this.useTraceContextHeadersForCors())&&(u.traceContextParentHeader=this.generateTraceContextParentHeader(a,s),u.traceContextStateHeader=this.generateTraceContextStateHeader(a,c,n,i,o)),(e.sameOrigin&&!this.excludeNewrelicHeader()||!e.sameOrigin&&this.isAllowedOrigin(e)&&this.useNewrelicHeaderForCors())&&(u.newrelicHeader=this.generateTraceHeader(a,s,c,n,i,o)),u}generateTraceContextParentHeader(e,t){return"00-"+t+"-"+e+"-01"}generateTraceContextStateHeader(e,t,r,n,i){return i+"@nr=0-1-"+r+"-"+n+"-"+e+"----"+t}generateTraceHeader(e,t,r,n,i,o){if(!("function"==typeof p.gm?.btoa))return null;var a={v:[0,1],d:{ty:"Browser",ac:n,ap:i,id:e,tr:t,ti:r}};return o&&n!==o&&(a.d.tk=o),btoa((0,j.A)(a))}shouldGenerateTrace(e){return this.isDtEnabled()&&this.isAllowedOrigin(e)}isAllowedOrigin(e){var t=!1,r={};if((0,s.gD)(this.agentIdentifier,"distributed_tracing")&&(r=(0,s.D0)(this.agentIdentifier).distributed_tracing),e.sameOrigin)t=!0;else if(r.allowed_origins instanceof Array)for(var n=0;n<r.allowed_origins.length;n++){var i=(0,ie.D)(r.allowed_origins[n]);if(e.hostname===i.hostname&&e.protocol===i.protocol&&e.port===i.port){t=!0;break}}return t}isDtEnabled(){var e=(0,s.gD)(this.agentIdentifier,"distributed_tracing");return!!e&&!!e.enabled}excludeNewrelicHeader(){var e=(0,s.gD)(this.agentIdentifier,"distributed_tracing");return!!e&&!!e.exclude_newrelic_header}useNewrelicHeaderForCors(){var e=(0,s.gD)(this.agentIdentifier,"distributed_tracing");return!!e&&!1!==e.cors_use_newrelic_header}useTraceContextHeadersForCors(){var e=(0,s.gD)(this.agentIdentifier,"distributed_tracing");return!!e&&!!e.cors_use_tracecontext_headers}}var se=i(9300),ce=i(7295),ue=["load","error","abort","timeout"],de=ue.length,le=(0,R.dV)().o.REQ,fe=(0,R.dV)().o.XHR;class he extends b{static featureName=se.T;constructor(e,t=!0){super(e,se.T,t),this.dt=new ae(e.agentIdentifier),this.handler=(e,t,r,n)=>(0,x.p)(e,t,r,n,this.ee);try{const e={xmlhttprequest:"xhr",fetch:"fetch",beacon:"beacon"};p.gm?.performance?.getEntriesByType("resource").forEach((t=>{if(t.initiatorType in e&&0!==t.responseStatus){const r={status:t.responseStatus},n={rxSize:t.transferSize,duration:Math.floor(t.duration),cbTime:0};pe(r,t.name),this.handler("xhr",[r,n,t.startTime,t.responseEnd,e[t.initiatorType]],void 0,a.K7.ajax)}}))}catch(e){}ne(this.ee),Z(this.ee),function(e,t,r,n){function i(e){var t=this;t.totalCbs=0,t.called=0,t.cbTime=0,t.end=R,t.ended=!1,t.xhrGuids={},t.lastSize=null,t.loadCaptureCalled=!1,t.params=this.params||{},t.metrics=this.metrics||{},e.addEventListener("load",(function(r){T(t,e)}),(0,A.jT)(!1)),p.lR||e.addEventListener("progress",(function(e){t.lastSize=e.loaded}),(0,A.jT)(!1))}function o(e){this.params={method:e[0]},pe(this,e[1]),this.metrics={}}function s(t,r){e.loader_config.xpid&&this.sameOrigin&&r.setRequestHeader("X-NewRelic-ID",e.loader_config.xpid);var i=n.generateTracePayload(this.parsedOrigin);if(i){var o=!1;i.newrelicHeader&&(r.setRequestHeader("newrelic",i.newrelicHeader),o=!0),i.traceContextParentHeader&&(r.setRequestHeader("traceparent",i.traceContextParentHeader),i.traceContextStateHeader&&r.setRequestHeader("tracestate",i.traceContextStateHeader),o=!0),o&&(this.dt=i)}}function c(e,r){var n=this.metrics,i=e[0],o=this;if(n&&i){var a=G(i);a&&(n.txSize=a)}this.startTime=(0,S.t)(),this.body=i,this.listener=function(e){try{"abort"!==e.type||o.loadCaptureCalled||(o.params.aborted=!0),("load"!==e.type||o.called===o.totalCbs&&(o.onloadCalled||"function"!=typeof r.onload)&&"function"==typeof o.end)&&o.end(r)}catch(e){try{t.emit("internal-error",[e])}catch(e){}}};for(var s=0;s<de;s++)r.addEventListener(ue[s],this.listener,(0,A.jT)(!1))}function u(e,t,r){this.cbTime+=e,t?this.onloadCalled=!0:this.called+=1,this.called!==this.totalCbs||!this.onloadCalled&&"function"==typeof r.onload||"function"!=typeof this.end||this.end(r)}function d(e,t){var r=""+V(e)+!!t;this.xhrGuids&&!this.xhrGuids[r]&&(this.xhrGuids[r]=!0,this.totalCbs+=1)}function l(e,t){var r=""+V(e)+!!t;this.xhrGuids&&this.xhrGuids[r]&&(delete this.xhrGuids[r],this.totalCbs-=1)}function f(){this.endTime=(0,S.t)()}function h(e,r){r instanceof fe&&"load"===e[0]&&t.emit("xhr-load-added",[e[1],e[2]],r)}function g(e,r){r instanceof fe&&"load"===e[0]&&t.emit("xhr-load-removed",[e[1],e[2]],r)}function m(e,t,r){t instanceof fe&&("onload"===r&&(this.onload=!0),("load"===(e[0]&&e[0].type)||this.onload)&&(this.xhrCbStart=(0,S.t)()))}function v(e,r){this.xhrCbStart&&t.emit("xhr-cb-time",[(0,S.t)()-this.xhrCbStart,this.onload,r],r)}function b(e){var t,r=e[1]||{};if("string"==typeof e[0]?0===(t=e[0]).length&&p.RI&&(t=""+p.gm.location.href):e[0]&&e[0].url?t=e[0].url:p.gm?.URL&&e[0]&&e[0]instanceof URL?t=e[0].href:"function"==typeof e[0].toString&&(t=e[0].toString()),"string"==typeof t&&0!==t.length){t&&(this.parsedOrigin=(0,ie.D)(t),this.sameOrigin=this.parsedOrigin.sameOrigin);var i=n.generateTracePayload(this.parsedOrigin);if(i&&(i.newrelicHeader||i.traceContextParentHeader))if(e[0]&&e[0].headers)s(e[0].headers,i)&&(this.dt=i);else{var o={};for(var a in r)o[a]=r[a];o.headers=new Headers(r.headers||{}),s(o.headers,i)&&(this.dt=i),e.length>1?e[1]=o:e.push(o)}}function s(e,t){var r=!1;return t.newrelicHeader&&(e.set("newrelic",t.newrelicHeader),r=!0),t.traceContextParentHeader&&(e.set("traceparent",t.traceContextParentHeader),t.traceContextStateHeader&&e.set("tracestate",t.traceContextStateHeader),r=!0),r}}function y(e,t){this.params={},this.metrics={},this.startTime=(0,S.t)(),this.dt=t,e.length>=1&&(this.target=e[0]),e.length>=2&&(this.opts=e[1]);var r,n=this.opts||{},i=this.target;"string"==typeof i?r=i:"object"==typeof i&&i instanceof le?r=i.url:p.gm?.URL&&"object"==typeof i&&i instanceof URL&&(r=i.href),pe(this,r);var o=(""+(i&&i instanceof le&&i.method||n.method||"GET")).toUpperCase();this.params.method=o,this.body=n.body,this.txSize=G(n.body)||0}function w(e,t){if(this.endTime=(0,S.t)(),this.params||(this.params={}),(0,ce.iW)(this.params))return;let n;this.params.status=t?t.status:0,"string"==typeof this.rxSize&&this.rxSize.length>0&&(n=+this.rxSize);const i={txSize:this.txSize,rxSize:n,duration:(0,S.t)()-this.startTime};r("xhr",[this.params,i,this.startTime,this.endTime,"fetch"],this,a.K7.ajax)}function R(e){const t=this.params,n=this.metrics;if(!this.ended){this.ended=!0;for(let t=0;t<de;t++)e.removeEventListener(ue[t],this.listener,!1);t.aborted||(0,ce.iW)(t)||(n.duration=(0,S.t)()-this.startTime,this.loadCazptureCalled||4!==e.readyState?null==t.status&&(t.status=0):T(this,e),n.cbTime=this.cbTime,r("xhr",[t,n,this.startTime,this.endTime,"xhr"],this,a.K7.ajax))}}function T(e,r){e.params.status=r.status;var n=function(e,t){var r=e.responseType;return"json"===r&&null!==t?t:"arraybuffer"===r||"blob"===r||"json"===r?G(e.response):"text"===r||""===r||void 0===r?G(e.responseText):void 0}(r,e.lastSize);if(n&&(e.metrics.rxSize=n),e.sameOrigin){var i=r.getResponseHeader("X-NewRelic-App-Data");i&&((0,x.p)(O.rs,["Ajax/CrossApplicationTracing/Header/Seen"],void 0,a.K7.metrics,t),e.params.cat=i.split(", ").pop())}e.loadCaptureCalled=!0}t.on("new-xhr",i),t.on("open-xhr-start",o),t.on("open-xhr-end",s),t.on("send-xhr-start",c),t.on("xhr-cb-time",u),t.on("xhr-load-added",d),t.on("xhr-load-removed",l),t.on("xhr-resolved",f),t.on("addEventListener-end",h),t.on("removeEventListener-end",g),t.on("fn-end",v),t.on("fetch-before-start",b),t.on("fetch-start",y),t.on("fn-start",m),t.on("fetch-done",w)}(e,this.ee,this.handler,this.dt),this.importAggregator(e)}}function pe(e,t){var r=(0,ie.D)(t),n=e.params||e;n.hostname=r.hostname,n.port=r.port,n.protocol=r.protocol,n.host=r.hostname+":"+r.port,n.pathname=r.pathname,e.parsedOrigin=r,e.sameOrigin=r.sameOrigin}const ge={},me=["pushState","replaceState"];function ve(e){const t=function(e){return(e||B.ee).get("history")}(e);return!p.RI||ge[t.debugId]++||(ge[t.debugId]=1,(0,W.YM)(t).inPlace(window.history,me,"-")),t}var be=i(3738);const{He:ye,bD:we,d3:Re,Kp:xe,TZ:Te,Lc:Ae,uP:Ee,Rz:Se}=be;class Ne extends b{static featureName=Te;constructor(e,t=!0){super(e,Te,t);if(!(0,m.V)(this.agentIdentifier))return void this.deregisterDrain();const r=this.ee;let n;ve(r),this.eventsEE=(0,F.u)(r),this.eventsEE.on(Ee,(function(e,t){this.bstStart=(0,S.t)()})),this.eventsEE.on(Ae,(function(e,t){(0,x.p)("bst",[e[0],t,this.bstStart,(0,S.t)()],void 0,a.K7.sessionTrace,r)})),r.on(Se+Re,(function(e){this.time=(0,S.t)(),this.startPath=location.pathname+location.hash})),r.on(Se+xe,(function(e){(0,x.p)("bstHist",[location.pathname+location.hash,this.startPath,this.time],void 0,a.K7.sessionTrace,r)}));try{n=new PerformanceObserver((e=>{const t=e.getEntries();(0,x.p)(ye,[t],void 0,a.K7.sessionTrace,r)})),n.observe({type:we,buffered:!0})}catch(e){}this.importAggregator(e,{resourceObserver:n})}}var Oe=i(2614);class _e extends b{static featureName=t.TZ;#i;#o;constructor(e,r=!0){let n;super(e,t.TZ,r),this.replayRunning=!1,this.#o=e;try{n=JSON.parse(localStorage.getItem("".concat(Oe.H3,"_").concat(Oe.uh)))}catch(e){}(0,g.SR)(e.agentIdentifier)&&this.ee.on(t.G4.RECORD,(()=>this.#a())),this.#s(n)?(this.#i=n?.sessionReplayMode,this.#c()):this.importAggregator(e),this.ee.on("err",(e=>{this.replayRunning&&(this.errorNoticed=!0,(0,x.p)(t.G4.ERROR_DURING_REPLAY,[e],void 0,this.featureName,this.ee))})),this.ee.on(t.G4.REPLAY_RUNNING,(e=>{this.replayRunning=e}))}#s(e){return e&&(e.sessionReplayMode===Oe.g.FULL||e.sessionReplayMode===Oe.g.ERROR)||(0,g.Aw)(this.agentIdentifier)}#u=!1;async#c(e){if(!this.#u){this.#u=!0;try{const{Recorder:t}=await Promise.all([i.e(478),i.e(249)]).then(i.bind(i,8589));this.recorder??=new t({mode:this.#i,agentIdentifier:this.agentIdentifier,trigger:e,ee:this.ee}),this.recorder.startRecording(),this.abortHandler=this.recorder.stopRecording}catch(e){}this.importAggregator(this.#o,{recorder:this.recorder,errorNoticed:this.errorNoticed})}}#a(){this.featAggregate?this.featAggregate.mode!==Oe.g.FULL&&this.featAggregate.initializeRecording(Oe.g.FULL,!0):(this.#i=Oe.g.FULL,this.#c(t.Qb.API),this.recorder&&this.recorder.parent.mode!==Oe.g.FULL&&(this.recorder.parent.mode=Oe.g.FULL,this.recorder.stopRecording(),this.recorder.startRecording(),this.abortHandler=this.recorder.stopRecording))}}var Ie=i(3962);class je extends b{static featureName=Ie.TZ;constructor(e,t=!0){if(super(e,Ie.TZ,t),!p.RI||!(0,R.dV)().o.MO)return;const r=ve(this.ee);Ie.tC.forEach((e=>{(0,A.sp)(e,(e=>{a(e)}),!0)}));const n=()=>(0,x.p)("newURL",[(0,S.t)(),""+window.location],void 0,this.featureName,this.ee);r.on("pushState-end",n),r.on("replaceState-end",n);try{this.removeOnAbort=new AbortController}catch(e){}(0,A.sp)("popstate",(e=>(0,x.p)("newURL",[e.timeStamp,""+window.location],void 0,this.featureName,this.ee)),!0,this.removeOnAbort?.signal);let i=!1;const o=new((0,R.dV)().o.MO)(((e,t)=>{i||(i=!0,requestAnimationFrame((()=>{(0,x.p)("newDom",[(0,S.t)()],void 0,this.featureName,this.ee),i=!1})))})),a=(0,v.s)((e=>{(0,x.p)("newUIEvent",[e],void 0,this.featureName,this.ee),o.observe(document.body,{attributes:!0,childList:!0,subtree:!0,characterData:!0})}),100,{leading:!0});this.abortHandler=function(){this.removeOnAbort?.abort(),o.disconnect(),this.abortHandler=void 0},this.importAggregator(e,{domObserver:o})}}var Pe=i(7378);const Ce={},ke=["appendChild","insertBefore","replaceChild"];function Le(e){const t=function(e){return(e||B.ee).get("jsonp")}(e);if(!p.RI||Ce[t.debugId])return t;Ce[t.debugId]=!0;var r=(0,W.YM)(t),n=/[?&](?:callback|cb)=([^&#]+)/,i=/(.*)\.([^.]+)/,o=/^(\w+)(\.|$)(.*)$/;function a(e,t){if(!e)return t;const r=e.match(o),n=r[1];return a(r[3],t[n])}return r.inPlace(Node.prototype,ke,"dom-"),t.on("dom-start",(function(e){!function(e){if(!e||"string"!=typeof e.nodeName||"script"!==e.nodeName.toLowerCase())return;if("function"!=typeof e.addEventListener)return;var o=(s=e.src,c=s.match(n),c?c[1]:null);var s,c;if(!o)return;var u=function(e){var t=e.match(i);if(t&&t.length>=3)return{key:t[2],parent:a(t[1],window)};return{key:e,parent:window}}(o);if("function"!=typeof u.parent[u.key])return;var d={};function l(){t.emit("jsonp-end",[],d),e.removeEventListener("load",l,(0,A.jT)(!1)),e.removeEventListener("error",f,(0,A.jT)(!1))}function f(){t.emit("jsonp-error",[],d),t.emit("jsonp-end",[],d),e.removeEventListener("load",l,(0,A.jT)(!1)),e.removeEventListener("error",f,(0,A.jT)(!1))}r.inPlace(u.parent,[u.key],"cb-",d),e.addEventListener("load",l,(0,A.jT)(!1)),e.addEventListener("error",f,(0,A.jT)(!1)),t.emit("new-jsonp",[e.src],d)}(e[0])})),t}const He={};function De(e){const t=function(e){return(e||B.ee).get("promise")}(e);if(He[t.debugId])return t;He[t.debugId]=!0;var r=t.context,n=(0,W.YM)(t),i=p.gm.Promise;return i&&function(){function e(r){var o=t.context(),a=n(r,"executor-",o,null,!1);const s=Reflect.construct(i,[a],e);return t.context(s).getCtx=function(){return o},s}p.gm.Promise=e,Object.defineProperty(e,"name",{value:"Promise"}),e.toString=function(){return i.toString()},Object.setPrototypeOf(e,i),["all","race"].forEach((function(r){const n=i[r];e[r]=function(e){let i=!1;[...e||[]].forEach((e=>{this.resolve(e).then(a("all"===r),a(!1))}));const o=n.apply(this,arguments);return o;function a(e){return function(){t.emit("propagate",[null,!i],o,!1,!1),i=i||!e}}}})),["resolve","reject"].forEach((function(r){const n=i[r];e[r]=function(e){const r=n.apply(this,arguments);return e!==r&&t.emit("propagate",[e,!0],r,!1,!1),r}})),e.prototype=i.prototype;const o=i.prototype.then;i.prototype.then=function(...e){var i=this,a=r(i);a.promise=i,e[0]=n(e[0],"cb-",a,null,!1),e[1]=n(e[1],"cb-",a,null,!1);const s=o.apply(this,e);return a.nextPromise=s,t.emit("propagate",[i,!0],s,!1,!1),s},i.prototype.then[W.Jt]=o,t.on("executor-start",(function(e){e[0]=n(e[0],"resolve-",this,null,!1),e[1]=n(e[1],"resolve-",this,null,!1)})),t.on("executor-err",(function(e,t,r){e[1](r)})),t.on("cb-end",(function(e,r,n){t.emit("propagate",[n,!0],this.nextPromise,!1,!1)})),t.on("propagate",(function(e,r,n){this.getCtx&&!r||(this.getCtx=function(){if(e instanceof Promise)var r=t.context(e);return r&&r.getCtx?r.getCtx():this})}))}(),t}const Me={},Ke="setTimeout",Ue="setInterval",Ve="clearTimeout",Ge="-start",Fe=[Ke,"setImmediate",Ue,Ve,"clearImmediate"];function Be(e){const t=function(e){return(e||B.ee).get("timer")}(e);if(Me[t.debugId]++)return t;Me[t.debugId]=1;var r=(0,W.YM)(t);return r.inPlace(p.gm,Fe.slice(0,2),Ke+"-"),r.inPlace(p.gm,Fe.slice(2,3),Ue+"-"),r.inPlace(p.gm,Fe.slice(3),Ve+"-"),t.on(Ue+Ge,(function(e,t,n){e[0]=r(e[0],"fn-",null,n)})),t.on(Ke+Ge,(function(e,t,n){this.method=n,this.timerDuration=isNaN(e[1])?0:+e[1],e[0]=r(e[0],"fn-",this,n)})),t}const We={};function ze(e){const t=function(e){return(e||B.ee).get("mutation")}(e);if(!p.RI||We[t.debugId])return t;We[t.debugId]=!0;var r=(0,W.YM)(t),n=p.gm.MutationObserver;return n&&(window.MutationObserver=function(e){return this instanceof n?new n(r(e,"fn-")):n.apply(this,arguments)},MutationObserver.prototype=n.prototype),t}const{TZ:qe,d3:Ze,Kp:Ye,$p:Xe,wW:Je,e5:Qe,tH:$e,uP:et,rw:tt,Lc:rt}=Pe;class nt extends b{static featureName=qe;constructor(e,t=!0){if(super(e,qe,t),!p.RI)return;try{this.removeOnAbort=new AbortController}catch(e){}let r,n=0;const i=this.ee.get("tracer"),o=Le(this.ee),a=De(this.ee),s=Be(this.ee),c=Z(this.ee),u=this.ee.get("events"),d=ne(this.ee),l=ve(this.ee),f=ze(this.ee);function h(e,t){l.emit("newURL",[""+window.location,t])}function g(){n++,r=window.location.hash,this[et]=(0,S.t)()}function m(){n--,window.location.hash!==r&&h(0,!0);var e=(0,S.t)();this[Qe]=~~this[Qe]+e-this[et],this[rt]=e}function v(e,t){e.on(t,(function(){this[t]=(0,S.t)()}))}this.ee.on(et,g),a.on(tt,g),o.on(tt,g),this.ee.on(rt,m),a.on(Je,m),o.on(Je,m),this.ee.on("fn-err",((...t)=>{t[2]?.__newrelic?.[e.agentIdentifier]||(0,x.p)("function-err",[...t],void 0,this.featureName,this.ee)})),this.ee.buffer([et,rt,"xhr-resolved"],this.featureName),u.buffer([et],this.featureName),s.buffer(["setTimeout"+Ye,"clearTimeout"+Ze,et],this.featureName),c.buffer([et,"new-xhr","send-xhr"+Ze],this.featureName),d.buffer([$e+Ze,$e+"-done",$e+Xe+Ze,$e+Xe+Ye],this.featureName),l.buffer(["newURL"],this.featureName),f.buffer([et],this.featureName),a.buffer(["propagate",tt,Je,"executor-err","resolve"+Ze],this.featureName),i.buffer([et,"no-"+et],this.featureName),o.buffer(["new-jsonp","cb-start","jsonp-error","jsonp-end"],this.featureName),v(d,$e+Ze),v(d,$e+"-done"),v(o,"new-jsonp"),v(o,"jsonp-end"),v(o,"cb-start"),l.on("pushState-end",h),l.on("replaceState-end",h),window.addEventListener("hashchange",h,(0,A.jT)(!0,this.removeOnAbort?.signal)),window.addEventListener("load",h,(0,A.jT)(!0,this.removeOnAbort?.signal)),window.addEventListener("popstate",(function(){h(0,n>1)}),(0,A.jT)(!0,this.removeOnAbort?.signal)),this.abortHandler=this.#n,this.importAggregator(e)}#n(){this.removeOnAbort?.abort(),this.abortHandler=void 0}}var it=i(3333);class ot extends b{static featureName=it.TZ;constructor(e,t=!0){super(e,it.TZ,t);const r=[e.init.page_action.enabled,e.init.performance.capture_marks,e.init.performance.capture_measures,e.init.user_actions.enabled];p.RI&&e.init.user_actions.enabled&&(it.Zp.forEach((e=>(0,A.sp)(e,(e=>(0,x.p)("ua",[e],void 0,this.featureName,this.ee)),!0))),it.qN.forEach((e=>(0,A.sp)(e,(e=>(0,x.p)("ua",[e],void 0,this.featureName,this.ee)))))),r.some((e=>e))?this.importAggregator(e):this.deregisterDrain()}}var at=i(993),st=i(3785);class ct extends b{static featureName=at.TZ;constructor(e,t=!0){super(e,at.TZ,t);const r=this.ee;this.ee.on("wrap-logger-end",(function([e]){const{level:t,customAttributes:n}=this;(0,st.R)(r,e,n,t)})),this.importAggregator(e)}}new class extends o{constructor(t,r){super(r),p.gm?(this.features={},(0,R.bQ)(this.agentIdentifier,this),this.desiredFeatures=new Set(t.features||[]),this.desiredFeatures.add(w),this.runSoftNavOverSpa=[...this.desiredFeatures].some((e=>e.featureName===a.K7.softNav)),(0,d.j)(this,t,t.loaderType||"agent"),this.run()):(0,e.R)(21)}get config(){return{info:this.info,init:this.init,loader_config:this.loader_config,runtime:this.runtime}}run(){try{const t=u(this.agentIdentifier),r=[...this.desiredFeatures];r.sort(((e,t)=>a.P3[e.featureName]-a.P3[t.featureName])),r.forEach((r=>{if(!t[r.featureName]&&r.featureName!==a.K7.pageViewEvent)return;if(this.runSoftNavOverSpa&&r.featureName===a.K7.spa)return;if(!this.runSoftNavOverSpa&&r.featureName===a.K7.softNav)return;const n=function(e){switch(e){case a.K7.ajax:return[a.K7.jserrors];case a.K7.sessionTrace:return[a.K7.ajax,a.K7.pageViewEvent];case a.K7.sessionReplay:return[a.K7.sessionTrace];case a.K7.pageViewTiming:return[a.K7.pageViewEvent];default:return[]}}(r.featureName).filter((e=>!(e in this.features)));n.length>0&&(0,e.R)(36,{targetFeature:r.featureName,missingDependencies:n}),this.features[r.featureName]=new r(this)}))}catch(t){(0,e.R)(22,t);for(const e in this.features)this.features[e].abortHandler?.();const r=(0,R.Zm)();delete r.initializedAgents[this.agentIdentifier]?.api,delete r.initializedAgents[this.agentIdentifier]?.features,delete this.sharedAggregator;return r.ee.get(this.agentIdentifier).abort(),!1}}}({features:[he,w,N,Ne,_e,_,D,ot,ct,je,nt],loaderType:"spa"})})()})();</script><link rel="preconnect" href="https://cdn.cookielaw.org"/><link rel="preconnect" href="https://fonts.gstatic.com" crossorigin="anonymous"/><link rel="preconnect" href="https://fonts.googleapis.com" crossorigin="anonymous"/><link rel="preconnect" href="https://www.googletagmanager.com"/><link rel="stylesheet" href="/build/_assets/styles.generated-IVZR5GKI.css"/><link rel="stylesheet" href="/build/_assets/brand.generated-IEGLIYUP.css"/><link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Inter:wght@100;200;300;400;500;600;700;800;900&display=swap"/><link rel="stylesheet" href="https://fonts.googleapis.com/css2?family=Inter:wght@100;200;300;400;500;600;700;800;900&display=swap"/><link rel="icon" type="image/x-icon" href="/build/_assets/itprotoday-TDRQNNNW.ico"/><noscript><style type="text/css">.gptHideContent { opacity: 1!important; }</style></noscript><script type="text/javascript" src="https://cdn.cookielaw.org/consent/dfd08c13-c8cf-43d1-8ccc-a1ca99dc6d5e/OtAutoBlock.js"></script><script type="text/javascript" src="https://cdn.cookielaw.org/scripttemplates/otSDKStub.js" data-domain-script="dfd08c13-c8cf-43d1-8ccc-a1ca99dc6d5e"></script><script> function OptanonWrapper() { const isClosed = OneTrust.IsAlertBoxClosed() const allowPersonalised = /,C0004,/.test(OnetrustActiveGroups) console.log('cookieBannerConsentChanged emit', isClosed, allowPersonalised) const event = new CustomEvent('cookieBannerConsentChanged', { detail: { allowPersonalised, isClosed } }) window.dispatchEvent(event) }</script><link rel="preconnect" href="https://dev.visualwebsiteoptimizer.com"/><script type="text/javascript" id="vwoCode">window._vwo_code = window._vwo_code || (function () { var account_id = 734041, version = 1.5, settings_tolerance = 2000, library_tolerance = 2500, use_existing_jquery = false, is_spa = 1, hide_element = 'body', hide_element_style = 'opacity:0 !important;filter:alpha(opacity=0) !important;background:none !important',/* DO NOT EDIT BELOW THIS LINE */ f = false, d = document, vwoCodeEl = d.querySelector('#vwoCode'), code = { use_existing_jquery: function () { return use_existing_jquery }, library_tolerance: function () { return library_tolerance }, hide_element_style: function () { return '{' + hide_element_style + '}' }, finish: function () { if (!f) { f = true; var e = d.getElementById('_vis_opt_path_hides'); if (e) e.parentNode.removeChild(e) } }, finished: function () { return f }, load: function (e) { var t = d.createElement('script'); t.fetchPriority = 'high'; t.src = e; t.type = 'text/javascript'; t.onerror = function () { _vwo_code.finish() }; d.getElementsByTagName('head')[0].appendChild(t) }, getVersion: function () { return version }, getMatchedCookies: function (e) { var t = []; if (document.cookie) { t = document.cookie.match(e) || [] } return t }, getCombinationCookie: function () { var e = code.getMatchedCookies(/(?:^|;)\s?(_vis_opt_exp_\d+_combi=[^;$]*)/gi); e = e.map(function (e) { try { var t = decodeURIComponent(e); if (!/_vis_opt_exp_\d+_combi=(?:\d+,?)+\s*$/.test(t)) { return '' } return t } catch (e) { return '' } }); var i = []; e.forEach(function (e) { var t = e.match(/([\d,]+)/g); t && i.push(t.join('-')) }); return i.join('|') }, init: function () { if (d.URL.indexOf('__vwo_disable__') > -1) return; window.settings_timer = setTimeout(function () { _vwo_code.finish() }, settings_tolerance); var e = d.createElement('style'), t = hide_element ? hide_element + '{' + hide_element_style + '}' : '', i = d.getElementsByTagName('head')[0]; e.setAttribute('id', '_vis_opt_path_hides'); vwoCodeEl && e.setAttribute('nonce', vwoCodeEl.nonce); e.setAttribute('type', 'text/css'); if (e.styleSheet) e.styleSheet.cssText = t; else e.appendChild(d.createTextNode(t)); i.appendChild(e); var n = this.getCombinationCookie(); this.load('https://dev.visualwebsiteoptimizer.com/j.php?a=' + account_id + '&u=' + encodeURIComponent(d.URL) + '&f=' + +is_spa + '&vn=' + version + (n ? '&c=' + n : '')); return settings_timer } }; window._vwo_settings_timer = code.init(); return code; }()); </script><script async="" src="https://securepubads.g.doubleclick.net/tag/js/gpt.js" type="text/javascript"></script></head><body class="brand-itprotoday gptHideContent"><noscript></noscript><div id="bigsky_v"></div><div id="fb-root"></div><div id="welcome_v"></div><main data-theme="theme1" class="Provider"><div data-testid="ad_blocker" class="ads ad adsbox doubleclick ad-placement carbon-ads" style="height:1px;width:1px;position:absolute;left:-999em;top:-999em"></div><div><div data-template="layout" class="Layout"><nav data-module="navigation" aria-label="navigation" class="Navigation"><div data-testid="header" class="Navigation-HeaderWrapper"><div class="FullScreenBackground Navigation-HeaderBackground"></div><div class="Navigation-Header"><div class="InformaBar" data-component="informa-bar"><div class="InformaBar-ContentSection InformaBar-ContentSection_hidden" data-testid="informa-bar-content-section"><div class="InformaBar-LeftSection" data-testid="informa-bar-left-section"><div>IT Pro Today is part of the Informa Tech Division of Informa PLC</div><div><a class="InformaBar-SubMenuItem" data-testid="informa-bar-sub-menu-item" href="https://informa.com/" title="INFORMA PLC" target="_blank" rel="noreferrer">INFORMA PLC</a><span class="InformaBar-Delimiter">|</span><a class="InformaBar-SubMenuItem" data-testid="informa-bar-sub-menu-item" href="https://informa.com/about-us/" title="ABOUT US" target="_blank" rel="noreferrer">ABOUT US</a><span class="InformaBar-Delimiter">|</span><a class="InformaBar-SubMenuItem" data-testid="informa-bar-sub-menu-item" href="https://informa.com/investors/" title="INVESTOR RELATIONS" target="_blank" rel="noreferrer">INVESTOR RELATIONS</a><span class="InformaBar-Delimiter">|</span><a class="InformaBar-SubMenuItem" data-testid="informa-bar-sub-menu-item" href="https://informa.com/talent/" title="TALENT" target="_blank" rel="noreferrer">TALENT</a></div></div><div class="InformaBar-RightSection" data-testid="informa-bar-right-section">This site is operated by a business or businesses owned by Informa PLC and all copyright resides with them. Informa PLC's registered office is 5 Howick Place, London SW1P 1WG. Registered in England and Wales. Number 8860726.</div></div><div class="InformaBar-LogoSection" data-testid="informa-bar-logo-section" role="button" tabindex="0" aria-label="Open Informa bar"><div class="InformaBar-LogoWrapper"><img class="InformaBar-Logo" src="/build/_assets/informaLogoWhite-RZAE7EJI.png" alt="Logo Informa"/></div><span class="InformaBar-IconWrapper InformaBar-IconWrapper_closed"><svg viewBox="0 0 320 512" aria-hidden="true" focusable="false" role="img" xml:space="preserve" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" fill="currentColor" height="100%"><path fill="#ffffff" d="M288.662 352H31.338c-17.818 0-26.741-21.543-14.142-34.142l128.662-128.662c7.81-7.81 20.474-7.81 28.284 0l128.662 128.662c12.6 12.599 3.676 34.142-14.142 34.142z"></path></svg></span></div></div></div></div><div class="Navigation-SecondaryMenuWrapper"><div class="FullScreenBackground Navigation-SecondaryMenuBackground"></div><div class="Navigation-SecondaryMenu"><nav data-testid="SecondaryMenu" class="SecondaryMenu"><a class="SecondaryMenu-Link" data-discover="true" href="/documents">Documents</a><a class="SecondaryMenu-Link" data-discover="true" href="/resources?page=1&types=Virtual+Event&types=Webinar">Online Events</a><a class="SecondaryMenu-Link" data-discover="true" href="/advertise">Advertise</a><a class="SecondaryMenu-Link" data-discover="true" href="/about-us">About</a></nav></div></div><div style="padding-top:0px"></div><div id="navigation-header" class="Navigation-NavBase"><div data-testid="navBase" class="NavBase"><div class="NavBase-Content"><div class="FullScreenBackground NavBase-SecondaryMenuBackground"></div><div class="NavBase-HeaderWrapper"><div class="NavBase-IconsWrapper"><button data-testid="navBase-megaMenuButton" class="NavBase-MegaMenuButton" aria-label="Open Mega menu"><span data-component="icon" data-name="Bars" class="NavBase-MegaMenuIcon NavBase-MegaMenuIcon_iconVariant_small NavBase-MegaMenuIcon_iconType_bars" style="mask-image:url(/build/_assets/Bars-F4G2A5NO.svg);-webkit-mask-image:url(/build/_assets/Bars-F4G2A5NO.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></button><button data-testid="SearchButtonDesktop" class="NavBase-SearchButtonDesktop" aria-label="Open Search"><span data-component="icon" data-name="Search" class="NavBase-SearchIcon NavBase-SearchIcon_iconVariant_large NavBase-SearchIcon_iconType_search" style="mask-image:url(/build/_assets/Search-T2ANYVG5.svg);-webkit-mask-image:url(/build/_assets/Search-T2ANYVG5.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></button><button data-testid="SearchButtonTablet" class="NavBase-SearchButtonTablet" aria-label="Open Search in MegaMenu"><span data-component="icon" data-name="Search" class="NavBase-SearchIcon NavBase-SearchIcon_iconVariant_small NavBase-SearchIcon_iconType_search" style="mask-image:url(/build/_assets/Search-T2ANYVG5.svg);-webkit-mask-image:url(/build/_assets/Search-T2ANYVG5.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></button></div><div class="NavBase-LogoWrapper"><button data-testid="navBase-LogoMegaMenuButton" class="NavBase-LogoMegaMenuButton" aria-label="Open Mega menu"><span data-component="icon" data-name="Bars" class="NavBase-LogoMegaMenuIcon NavBase-LogoMegaMenuIcon_iconVariant_small NavBase-LogoMegaMenuIcon_iconType_bars" style="mask-image:url(/build/_assets/Bars-F4G2A5NO.svg);-webkit-mask-image:url(/build/_assets/Bars-F4G2A5NO.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></button><a class="NavBase-Logo" data-discover="true" href="/"><img data-testid="logo-image" data-component="image" class="NavBase-LogoImage" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6a28f214e959257b/65dc5966d7e7df040ab9cb3f/Logo_-_IT_Pro_Today.svg?width=476&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6a28f214e959257b/65dc5966d7e7df040ab9cb3f/Logo_-_IT_Pro_Today.svg?width=476&auto=webp&quality=80&disable=upscale" loading="lazy" alt="ITPro Today Logo" title="ITPro Today Logo"/></a></div><div class="NavBase-RegisterWrapper"><div data-module="newsletter-signup-promo"><div class="NewsletterSignupPromo-Button NewsletterSignupPromo-Button_small NewsletterSignupButton"><a data-component="button" data-testid="headerSmallNewsletterButton" class="Button Button_size_small Button_variant_primaryFilled" href="https://itp-resources.itprotoday.com/c/pubRD.mpl?secure=1&sr=pp&_t=pp:&qf=w_itpb86&ch=itpsitebtn" target="_blank" rel="nofollow" data-name="subscribe-nav" data-action-type="sign-up"><span data-component="icon" data-name="Email" class="Button-Icon Button-Icon_position_left" style="mask-image:url(/build/_assets/Email-47H7P533.svg);-webkit-mask-image:url(/build/_assets/Email-47H7P533.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span><span class="Button-ContentWrapper">Newsletter Sign-Up</span></a></div><div class="NewsletterSignupPromo-Button NewsletterSignupPromo-Button_medium NewsletterSignupButton"><div data-component="social-share" class="SocialShare SocialShare_variant_layout Layout-SocialShare"><a target="_blank" rel="noreferrer" aria-label="Facebook" class="Layout-SocialLink" href="https://www.facebook.com/ITProToday/"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="Facebook" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_facebook" style="mask-image:url(/build/_assets/Facebook-CJB5G2HY.svg);-webkit-mask-image:url(/build/_assets/Facebook-CJB5G2HY.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Twitter" class="Layout-SocialLink" href="https://twitter.com/ITProToday"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="Twitter" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_twitter" style="mask-image:url(/build/_assets/Twitter-WD5AOEQ7.svg);-webkit-mask-image:url(/build/_assets/Twitter-WD5AOEQ7.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Linkedin" class="Layout-SocialLink" href="https://www.linkedin.com/company/itpro-today/"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="Linkedin" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_linkedin" style="mask-image:url(/build/_assets/Linkedin-VQUF3EEQ.svg);-webkit-mask-image:url(/build/_assets/Linkedin-VQUF3EEQ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Youtube" class="Layout-SocialLink" href="https://www.youtube.com/channel/UCedUgT8R7qC3vsOSxXS5-ZA"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="Youtube" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_youtube" style="mask-image:url(/build/_assets/Youtube-S4PSC4UA.svg);-webkit-mask-image:url(/build/_assets/Youtube-S4PSC4UA.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="GoogleNews" class="Layout-SocialLink" href="https://news.google.com/publications/CAAqKQgKIiNDQklTRkFnTWFoQUtEbWwwY0hKdmRHOWtZWGt1WTI5dEtBQVAB"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="GoogleNews" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_googleNews" style="mask-image:url(/build/_assets/GoogleNews-6O72APW7.svg);-webkit-mask-image:url(/build/_assets/GoogleNews-6O72APW7.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="RSS" class="Layout-SocialLink" href="https://www.itprotoday.com/rss.xml"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="RSS" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_rss" style="mask-image:url(/build/_assets/RSS-3XFHIVCK.svg);-webkit-mask-image:url(/build/_assets/RSS-3XFHIVCK.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a></div><a data-component="button" data-testid="headerMediumNewsletterButton" class="Button Button_size_medium Button_variant_primaryFilled" href="https://itp-resources.itprotoday.com/c/pubRD.mpl?secure=1&sr=pp&_t=pp:&qf=w_itpb86&ch=itpsitebtn" target="_blank" rel="nofollow" data-name="subscribe-nav" data-action-type="sign-up"><span data-component="icon" data-name="Email" class="Button-Icon Button-Icon_position_left" style="mask-image:url(/build/_assets/Email-47H7P533.svg);-webkit-mask-image:url(/build/_assets/Email-47H7P533.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span><span class="Button-ContentWrapper">Newsletter Sign-Up</span></a></div></div><button data-testid="RegisterSearchButton" class="NavBase-RegisterSearchButton" aria-label="Open Search in MegaMenu"><span data-component="icon" data-name="Search" class="NavBase-SearchIcon NavBase-SearchIcon_iconVariant_large NavBase-SearchIcon_iconType_search" style="mask-image:url(/build/_assets/Search-T2ANYVG5.svg);-webkit-mask-image:url(/build/_assets/Search-T2ANYVG5.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></button></div></div><div class="NavBase-SearchWrapper"><div class="FullScreenBackground NavBase-SearchBackground"></div><button data-testid="SearchCloseButton" class="NavBase-SearchCloseButton" aria-label="Close Search"><span data-component="icon" data-name="Close" class="NavBase-SearchIcon NavBase-SearchIcon_iconVariant_medium NavBase-SearchIcon_iconType_close" style="mask-image:url(/build/_assets/Close-KKOYAUD6.svg);-webkit-mask-image:url(/build/_assets/Close-KKOYAUD6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></button></div></div></div><div class="Navigation-MainMenu"><div data-testid="mainMenu"><div class="FullScreenBackground MainMenu-BackgroundSubmenu"></div><div class="FullScreenBackground MainMenu-BackgroundMenuItem"></div><div class="MainMenu-Content"><div class="MainMenu-MegaMenuButtonWrapper"><button data-testid="mainMenu-MegaMenuButton" aria-label="Open MegaMenu" class="MainMenu-MegaMenuButton"><span data-component="icon" data-name="Bars" class="MainMenu-MegaMenuIcon" style="mask-image:url(/build/_assets/Bars-F4G2A5NO.svg);-webkit-mask-image:url(/build/_assets/Bars-F4G2A5NO.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></button></div><div class="MainMenu-ItemsWrapper" role="menu"><div class="MainMenu-MenuItemWrapper"><div class="MainMenu-MenuItem" role="menuitem" tabindex="0" data-testid="openSubMenu" aria-label="Open Sub menu of Cloud"><span class="MainMenu-MainTitle">Cloud<span data-component="icon" data-name="ChevronDown" class="MainMenu-SubMenuIcon" style="mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);-webkit-mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div><div class="MainMenu-SubMenuWrapper"><div class="MainMenu-SubMenuContent"><div data-module="sub-menu" class="SubMenu MainMenu-SubMenu" role="presentation"><div class="SubMenu-Container"><div class="SubMenu-RelatedTopicsWrapper"><h4 class="SubMenu-RelatedTopics">Related Topics</h4><div class="SubMenu-CasualLinkWrapper" data-testid="related"><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/cloud-computing/cloud-services">Cloud Services</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/cloud-computing/hybrid-cloud">Hybrid Cloud</a></li></ul><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/cloud-computing/private-cloud">Private Cloud</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/cloud-computing/public-cloud">Public Cloud</a></li></ul></div></div><div class="SubMenu-RecentContentWrapper" data-testid="recent"><div class="SubMenu-RecentContentHeading"><h4 data-testid="recent-title" class="SubMenu-RecentText">Recent in <a class="SubMenu-RecentTopicTerm" data-discover="true" href="/cloud-computing">Cloud</a></h4><div data-testid="see-more" class="SubMenu-SeeMore"><a class="SubMenu-MoreContent" data-discover="true" href="/cloud-computing"><span class="SubMenu-SeeMoreText">SEE ALL Cloud</span><span data-component="icon" data-name="ChevronRight" class="SubMenu-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a></div></div><div class="SubMenu-ContentWrapper"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/cloud-computing/navigating-the-complexities-of-data-sovereignty"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">lock in front of a data center</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf23a9f3654718e87/6745b2839d8a1d7b9c068959/lock-1716x965_-_2024-11-26.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf23a9f3654718e87/6745b2839d8a1d7b9c068959/lock-1716x965_-_2024-11-26.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_cloudComputing ContentPreview-Category" data-discover="true" href="/cloud-computing">Cloud Computing</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/cloud-computing/navigating-the-complexities-of-data-sovereignty">Navigating the Complexities of Data Sovereignty</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/cloud-computing/navigating-the-complexities-of-data-sovereignty">Navigating the Complexities of Data Sovereignty</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/industry-perspectives">Industry Perspectives</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 27, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>4 Min Read</span></div></div></div></div></div></div><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">unplugged power cord on top of a calculator</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbccb33f3a9816de0/6745a853d02e4c8b321b09cc/outage-cost-1716x965_-_2024-09-19.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbccb33f3a9816de0/6745a853d02e4c8b321b09cc/outage-cost-1716x965_-_2024-09-19.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_itOperations ContentPreview-Category" data-discover="true" href="/it-management/it-operations">IT Operations</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands">Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands">Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/the-washington-post">The Washington Post</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 26, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>3 Min Read</span></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="MainMenu-MenuItemWrapper"><div class="MainMenu-MenuItem" role="menuitem" tabindex="0" data-testid="openSubMenu" aria-label="Open Sub menu of OS"><span class="MainMenu-MainTitle">OS<span data-component="icon" data-name="ChevronDown" class="MainMenu-SubMenuIcon" style="mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);-webkit-mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div><div class="MainMenu-SubMenuWrapper"><div class="MainMenu-SubMenuContent"><div data-module="sub-menu" class="SubMenu MainMenu-SubMenu" role="presentation"><div class="SubMenu-Container"><div class="SubMenu-RelatedTopicsWrapper"><h4 class="SubMenu-RelatedTopics">Related Topics</h4><div class="SubMenu-CasualLinkWrapper" data-testid="related"><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/operating-systems/microsoft-windows">Microsoft Windows</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/operating-systems/windows-server">Windows Server</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/operating-systems/powershell">PowerShell</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/operating-systems/linux-os">Linux OS</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/operating-systems/sql-server">SQL Server</a></li></ul><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/operating-systems/macos">MacOS</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/operating-systems/android-os">Android OS</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/operating-systems/chromeos">ChromeOS</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/operating-systems/ubuntu">Ubuntu</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/operating-systems/red-hat-os">Red Hat OS</a></li></ul></div></div><div class="SubMenu-RecentContentWrapper" data-testid="recent"><div class="SubMenu-RecentContentHeading"><h4 data-testid="recent-title" class="SubMenu-RecentText">Recent in <a class="SubMenu-RecentTopicTerm" data-discover="true" href="/operating-systems">OS</a></h4><div data-testid="see-more" class="SubMenu-SeeMore"><a class="SubMenu-MoreContent" data-discover="true" href="/operating-systems"><span class="SubMenu-SeeMoreText">See All OS</span><span data-component="icon" data-name="ChevronRight" class="SubMenu-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a></div></div><div class="SubMenu-ContentWrapper"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/operating-systems/what-is-a-real-time-operating-system-and-who-needs-one-"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">empty cockpit of autonomous car</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt8d62652f26754e66/6650a078b58e50d58b79f554/autonomous-car-1800.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt8d62652f26754e66/6650a078b58e50d58b79f554/autonomous-car-1800.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_operatingSystems ContentPreview-Category" data-discover="true" href="/operating-systems">Operating Systems</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/operating-systems/what-is-a-real-time-operating-system-and-who-needs-one-">What Is a Real-Time Operating System, and Who Needs One?</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/operating-systems/what-is-a-real-time-operating-system-and-who-needs-one-">What Is a Real-Time Operating System, and Who Needs One?</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/christopher-tozzi">Christopher Tozzi</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Mar 5, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>6 Min Read</span></div></div></div></div></div></div><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/powershell/powershell-parameter-validation-ensuring-valid-input-for-functions"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">cubes with arrows and checkmarks illustrating a validation process</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltcaa6c9c167380d22/6617f81c4a487a61abdcc7e2/cubes_20with_20arrows_20and_20checkmarks_20illustrating_20a_20validation_20process.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltcaa6c9c167380d22/6617f81c4a487a61abdcc7e2/cubes_20with_20arrows_20and_20checkmarks_20illustrating_20a_20validation_20process.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_powerShell ContentPreview-Category" data-discover="true" href="/operating-systems/powershell">PowerShell</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/powershell/powershell-parameter-validation-ensuring-valid-input-for-functions">PowerShell Parameter Validation: Ensuring Valid Input for Functions</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/powershell/powershell-parameter-validation-ensuring-valid-input-for-functions">PowerShell Parameter Validation: Ensuring Valid Input for Functions</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/brien-posey">Brien Posey</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Feb 20, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>4 Min Read</span></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="MainMenu-MenuItemWrapper"><div class="MainMenu-MenuItem" role="menuitem" tabindex="0" data-testid="openSubMenu" aria-label="Open Sub menu of IT Mgmt"><span class="MainMenu-MainTitle">IT Mgmt<span data-component="icon" data-name="ChevronDown" class="MainMenu-SubMenuIcon" style="mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);-webkit-mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div><div class="MainMenu-SubMenuWrapper"><div class="MainMenu-SubMenuContent"><div data-module="sub-menu" class="SubMenu MainMenu-SubMenu" role="presentation"><div class="SubMenu-Container"><div class="SubMenu-RelatedTopicsWrapper"><h4 class="SubMenu-RelatedTopics">Related Topics</h4><div class="SubMenu-CasualLinkWrapper" data-testid="related"><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-management/it-operations">IT Operations</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-management/devops">DevOps</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-management/ops-and-more">Ops and More</a></li></ul><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-management/it-sustainability">IT Sustainability</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-management/it-automation">IT Automation</a></li></ul></div></div><div class="SubMenu-RecentContentWrapper" data-testid="recent"><div class="SubMenu-RecentContentHeading"><h4 data-testid="recent-title" class="SubMenu-RecentText">Recent in <a class="SubMenu-RecentTopicTerm" data-discover="true" href="/it-management">IT Mgmt</a></h4><div data-testid="see-more" class="SubMenu-SeeMore"><a class="SubMenu-MoreContent" data-discover="true" href="/it-management"><span class="SubMenu-SeeMoreText">See All IT Mgmt</span><span data-component="icon" data-name="ChevronRight" class="SubMenu-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a></div></div><div class="SubMenu-ContentWrapper"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/attacks-breaches/solarwinds-ceo-on-building-trust-after-breach-unifying-it-and-c-suite-and-genai-future"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">logo for solarwinds on a smartphone in a person's hand and on the background</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltb7edea2ad21fd777/67460128a8aa135959af5c64/image-1716x965_-_2024-11-26T121049.383.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltb7edea2ad21fd777/67460128a8aa135959af5c64/image-1716x965_-_2024-11-26T121049.383.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_attacksBreaches ContentPreview-Category" data-discover="true" href="/it-security/attacks-breaches">Attacks & Breaches</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/attacks-breaches/solarwinds-ceo-on-building-trust-after-breach-unifying-it-and-c-suite-and-genai-future">SolarWinds CEO on Building Trust After Breach, Unifying IT and C-Suite, and GenAI Future</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/attacks-breaches/solarwinds-ceo-on-building-trust-after-breach-unifying-it-and-c-suite-and-genai-future">SolarWinds CEO on Building Trust After Breach, Unifying IT and C-Suite, and GenAI Future</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName Contributors-ContributorName_showComma" data-testid="contributor-name" data-discover="true" href="/author/shane-snider">Shane Snider, </a><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/informationweek">InformationWeek</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 26, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>1 Min Read</span></div></div></div></div></div></div><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">unplugged power cord on top of a calculator</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbccb33f3a9816de0/6745a853d02e4c8b321b09cc/outage-cost-1716x965_-_2024-09-19.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbccb33f3a9816de0/6745a853d02e4c8b321b09cc/outage-cost-1716x965_-_2024-09-19.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_itOperations ContentPreview-Category" data-discover="true" href="/it-management/it-operations">IT Operations</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands">Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands">Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/the-washington-post">The Washington Post</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 26, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>3 Min Read</span></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="MainMenu-MenuItemWrapper"><div class="MainMenu-MenuItem" role="menuitem" tabindex="0" data-testid="openSubMenu" aria-label="Open Sub menu of Career"><span class="MainMenu-MainTitle">Career<span data-component="icon" data-name="ChevronDown" class="MainMenu-SubMenuIcon" style="mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);-webkit-mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div><div class="MainMenu-SubMenuWrapper"><div class="MainMenu-SubMenuContent"><div data-module="sub-menu" class="SubMenu MainMenu-SubMenu" role="presentation"><div class="SubMenu-Container"><div class="SubMenu-RelatedTopicsWrapper"><h4 class="SubMenu-RelatedTopics">Related Topics</h4><div class="SubMenu-CasualLinkWrapper" data-testid="related"><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/career-management/career-tips">Career Tips</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/career-management/certifications">Certifications</a></li></ul><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/career-management/training">Training</a></li></ul></div></div><div class="SubMenu-RecentContentWrapper" data-testid="recent"><div class="SubMenu-RecentContentHeading"><h4 data-testid="recent-title" class="SubMenu-RecentText">Recent in <a class="SubMenu-RecentTopicTerm" data-discover="true" href="/career-management">Career</a></h4><div data-testid="see-more" class="SubMenu-SeeMore"><a class="SubMenu-MoreContent" data-discover="true" href="/career-management"><span class="SubMenu-SeeMoreText">See All Career Mgmt</span><span data-component="icon" data-name="ChevronRight" class="SubMenu-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a></div></div><div class="SubMenu-ContentWrapper"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/career-management/itpro-today-2024-it-priorities-survey-report-complementary-guide"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">Binder marked "priorities"</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd2b309d94c978e07/6740c584804c6d78f70a053d/priorities-1716x965_-_2024-11-22.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd2b309d94c978e07/6740c584804c6d78f70a053d/priorities-1716x965_-_2024-11-22.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_careerManagement ContentPreview-Category" data-discover="true" href="/career-management">Career Management</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/career-management/itpro-today-2024-it-priorities-survey-report-complementary-guide">ITPro Today's 2024 IT Priorities Report: Complementary Guide</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/career-management/itpro-today-2024-it-priorities-survey-report-complementary-guide">ITPro Today's 2024 IT Priorities Report: Complementary Guide</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/christopher-tozzi">Christopher Tozzi</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 26, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>8 Min Read</span></div></div></div></div></div></div><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/it-management/use-skills-based-talent-practices-to-future-proof-your-tech-organization"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">hand turning a Skills knob</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltef1c012c16d42c8e/673f31ea0b465e9d0dc63974/skills-1716x965_-_2024-09-20.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltef1c012c16d42c8e/673f31ea0b465e9d0dc63974/skills-1716x965_-_2024-09-20.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_itManagement ContentPreview-Category" data-discover="true" href="/it-management">IT Management</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/it-management/use-skills-based-talent-practices-to-future-proof-your-tech-organization">Use Skills-Based Talent Practices to Future-Proof Your Tech Organization</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/it-management/use-skills-based-talent-practices-to-future-proof-your-tech-organization">Use Skills-Based Talent Practices to Future-Proof Your Tech Organization</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/forrester-blog-network">Forrester Blog Network</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 21, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>2 Min Read</span></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="MainMenu-MenuItemWrapper"><div class="MainMenu-MenuItem" role="menuitem" tabindex="0" data-testid="openSubMenu" aria-label="Open Sub menu of Storage"><span class="MainMenu-MainTitle">Storage<span data-component="icon" data-name="ChevronDown" class="MainMenu-SubMenuIcon" style="mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);-webkit-mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div><div class="MainMenu-SubMenuWrapper"><div class="MainMenu-SubMenuContent"><div data-module="sub-menu" class="SubMenu MainMenu-SubMenu" role="presentation"><div class="SubMenu-Container"><div class="SubMenu-RelatedTopicsWrapper"><h4 class="SubMenu-RelatedTopics">Related Topics</h4><div class="SubMenu-CasualLinkWrapper" data-testid="related"><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/data-storage/cloud-storage">Cloud Storage</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/data-storage/high-speed-storage">High Speed Storage</a></li></ul><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/data-storage/data-backup">Data Backup</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/data-storage/disaster-recovery">Disaster Recovery</a></li></ul></div></div><div class="SubMenu-RecentContentWrapper" data-testid="recent"><div class="SubMenu-RecentContentHeading"><h4 data-testid="recent-title" class="SubMenu-RecentText">Recent in <a class="SubMenu-RecentTopicTerm" data-discover="true" href="/data-storage">Storage</a></h4><div data-testid="see-more" class="SubMenu-SeeMore"><a class="SubMenu-MoreContent" data-discover="true" href="/data-storage"><span class="SubMenu-SeeMoreText">See All Data Storage</span><span data-component="icon" data-name="ChevronRight" class="SubMenu-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a></div></div><div class="SubMenu-ContentWrapper"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/data-backup/data-protection-is-critical-in-the-multicloud"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">A silver and gray cloud data protection icon showing a cloud with a lock inside of it.</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt353b531613f7649b/671fd698f99f6629af82a1f1/Cloud_Data_Protection_Icon_YAY_Media_AS_via_Alamy_Stock.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt353b531613f7649b/671fd698f99f6629af82a1f1/Cloud_Data_Protection_Icon_YAY_Media_AS_via_Alamy_Stock.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_dataBackup ContentPreview-Category" data-discover="true" href="/data-storage/data-backup">Data Backup</a><a class="ContentPreview-IconWrapper" title="Link to all video" data-testid="content-preview-icon-link" data-discover="true" href="/videos"><span data-component="icon" data-name="Play" class="ContentPreview-Icon" style="mask-image:url(/build/_assets/Play-CLWHZVKX.svg);-webkit-mask-image:url(/build/_assets/Play-CLWHZVKX.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/data-backup/data-protection-is-critical-in-the-multicloud">Data Protection Is Critical in the Multi-Cloud</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/data-backup/data-protection-is-critical-in-the-multicloud">Data Protection Is Critical in the Multi-Cloud</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/brandon-taylor">Brandon Taylor</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Oct 31, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>5 Min View</span></div></div></div></div></div></div><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/it-infrastructure/mainframe-technology-is-far-from-obsolete"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">mainframe</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt09f304627bf20e3c/671a597a2184e03751062d8b/mainframe-1716x965_-_2024-10-24.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt09f304627bf20e3c/671a597a2184e03751062d8b/mainframe-1716x965_-_2024-10-24.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_itInfrastructure ContentPreview-Category" data-discover="true" href="/it-infrastructure">IT Infrastructure</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/it-infrastructure/mainframe-technology-is-far-from-obsolete">Mainframe Technology Is Far From Obsolete</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/it-infrastructure/mainframe-technology-is-far-from-obsolete">Mainframe Technology Is Far From Obsolete</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/industry-perspectives">Industry Perspectives</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Oct 24, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>4 Min Read</span></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="MainMenu-MenuItemWrapper"><div class="MainMenu-MenuItem" role="menuitem" tabindex="0" data-testid="openSubMenu" aria-label="Open Sub menu of Security"><span class="MainMenu-MainTitle">Security<span data-component="icon" data-name="ChevronDown" class="MainMenu-SubMenuIcon" style="mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);-webkit-mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div><div class="MainMenu-SubMenuWrapper"><div class="MainMenu-SubMenuContent"><div data-module="sub-menu" class="SubMenu MainMenu-SubMenu" role="presentation"><div class="SubMenu-Container"><div class="SubMenu-RelatedTopicsWrapper"><h4 class="SubMenu-RelatedTopics">Related Topics</h4><div class="SubMenu-CasualLinkWrapper" data-testid="related"><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-security/vulnerabilities-threats">Vulnerabilities & Threats</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-security/attacks-breaches">Attacks & Breaches</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-security/regulatory-compliance">Regulatory Compliance</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-security/data-privacy">Data Privacy</a></li></ul><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-security/cloud-security">Cloud Security</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-security/endpoint-security">Endpoint Security</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-security/identity-management-access-control">Identity Mgmt & Access Control</a></li></ul></div></div><div class="SubMenu-RecentContentWrapper" data-testid="recent"><div class="SubMenu-RecentContentHeading"><h4 data-testid="recent-title" class="SubMenu-RecentText">Recent in <a class="SubMenu-RecentTopicTerm" data-discover="true" href="/it-security">Security</a></h4><div data-testid="see-more" class="SubMenu-SeeMore"><a class="SubMenu-MoreContent" data-discover="true" href="/it-security"><span class="SubMenu-SeeMoreText">See All IT Security</span><span data-component="icon" data-name="ChevronRight" class="SubMenu-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a></div></div><div class="SubMenu-ContentWrapper"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/attacks-breaches/solarwinds-ceo-on-building-trust-after-breach-unifying-it-and-c-suite-and-genai-future"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">logo for solarwinds on a smartphone in a person's hand and on the background</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltb7edea2ad21fd777/67460128a8aa135959af5c64/image-1716x965_-_2024-11-26T121049.383.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltb7edea2ad21fd777/67460128a8aa135959af5c64/image-1716x965_-_2024-11-26T121049.383.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_attacksBreaches ContentPreview-Category" data-discover="true" href="/it-security/attacks-breaches">Attacks & Breaches</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/attacks-breaches/solarwinds-ceo-on-building-trust-after-breach-unifying-it-and-c-suite-and-genai-future">SolarWinds CEO on Building Trust After Breach, Unifying IT and C-Suite, and GenAI Future</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/attacks-breaches/solarwinds-ceo-on-building-trust-after-breach-unifying-it-and-c-suite-and-genai-future">SolarWinds CEO on Building Trust After Breach, Unifying IT and C-Suite, and GenAI Future</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName Contributors-ContributorName_showComma" data-testid="contributor-name" data-discover="true" href="/author/shane-snider">Shane Snider, </a><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/informationweek">InformationWeek</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 26, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>1 Min Read</span></div></div></div></div></div></div><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">unplugged power cord on top of a calculator</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbccb33f3a9816de0/6745a853d02e4c8b321b09cc/outage-cost-1716x965_-_2024-09-19.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbccb33f3a9816de0/6745a853d02e4c8b321b09cc/outage-cost-1716x965_-_2024-09-19.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_itOperations ContentPreview-Category" data-discover="true" href="/it-management/it-operations">IT Operations</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands">Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands">Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/the-washington-post">The Washington Post</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 26, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>3 Min Read</span></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="MainMenu-MenuItemWrapper"><div class="MainMenu-MenuItem" role="menuitem" tabindex="0" data-testid="openSubMenu" aria-label="Open Sub menu of Dev"><span class="MainMenu-MainTitle">Dev<span data-component="icon" data-name="ChevronDown" class="MainMenu-SubMenuIcon" style="mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);-webkit-mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div><div class="MainMenu-SubMenuWrapper"><div class="MainMenu-SubMenuContent"><div data-module="sub-menu" class="SubMenu MainMenu-SubMenu" role="presentation"><div class="SubMenu-Container"><div class="SubMenu-RelatedTopicsWrapper"><h4 class="SubMenu-RelatedTopics">Related Topics</h4><div class="SubMenu-CasualLinkWrapper" data-testid="related"><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/software-development/cloud-native">Cloud Native</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/software-development/programming-languages">Programming Languages</a></li></ul><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/software-development/no-code-low-code">No-Code/Low-Code</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/software-development/software-development-techniques">Software Development Techniques</a></li></ul></div></div><div class="SubMenu-RecentContentWrapper" data-testid="recent"><div class="SubMenu-RecentContentHeading"><h4 data-testid="recent-title" class="SubMenu-RecentText">Recent in <a class="SubMenu-RecentTopicTerm" data-discover="true" href="/software-development">Dev</a></h4><div data-testid="see-more" class="SubMenu-SeeMore"><a class="SubMenu-MoreContent" data-discover="true" href="/software-development"><span class="SubMenu-SeeMoreText">See All Software Dev</span><span data-component="icon" data-name="ChevronRight" class="SubMenu-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a></div></div><div class="SubMenu-ContentWrapper"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/software-development/from-declarative-to-iterative-how-software-development-is-evolving"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">software developer working at his workstation</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf57781f189deb1bc/673b30c17a0f43d044091d3b/DevOps-1716x965.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf57781f189deb1bc/673b30c17a0f43d044091d3b/DevOps-1716x965.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_softwareDevelopment ContentPreview-Category" data-discover="true" href="/software-development">Software Development</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/software-development/from-declarative-to-iterative-how-software-development-is-evolving">From Declarative to Iterative: How Software Development Is Evolving</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/software-development/from-declarative-to-iterative-how-software-development-is-evolving">From Declarative to Iterative: How Software Development Is Evolving</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName Contributors-ContributorName_showComma" data-testid="contributor-name" data-discover="true" href="/author/lisa-morgan">Lisa Morgan, </a><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/informationweek">InformationWeek</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 18, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>1 Min Read</span></div></div></div></div></div></div><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/regulatory-compliance/why-future-proofing-cybersecurity-regulatory-frameworks-is-essential"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">artwork showing fingerprint and binary code</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt82f6619072e322fb/67334461514ccda012ede816/fingerprint-1716x965_-_2024-11-12T070413.515.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt82f6619072e322fb/67334461514ccda012ede816/fingerprint-1716x965_-_2024-11-12T070413.515.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_regulatoryCompliance ContentPreview-Category" data-discover="true" href="/it-security/regulatory-compliance">Regulatory Compliance</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/regulatory-compliance/why-future-proofing-cybersecurity-regulatory-frameworks-is-essential">Why Future-proofing Cybersecurity Regulatory Frameworks Is Essential</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/regulatory-compliance/why-future-proofing-cybersecurity-regulatory-frameworks-is-essential">Why Future-proofing Cybersecurity Regulatory Frameworks Is Essential</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/industry-perspectives">Industry Perspectives</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 12, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>6 Min Read</span></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="MainMenu-MenuItemWrapper"><div class="MainMenu-MenuItem" role="menuitem" tabindex="0" data-testid="openSubMenu" aria-label="Open Sub menu of DX"><span class="MainMenu-MainTitle">DX<span data-component="icon" data-name="ChevronDown" class="MainMenu-SubMenuIcon" style="mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);-webkit-mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div><div class="MainMenu-SubMenuWrapper"><div class="MainMenu-SubMenuContent"><div data-module="sub-menu" class="SubMenu MainMenu-SubMenu" role="presentation"><div class="SubMenu-Container"><div class="SubMenu-RelatedTopicsWrapper"><h4 class="SubMenu-RelatedTopics">Related Topics</h4><div class="SubMenu-CasualLinkWrapper" data-testid="related"><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/digital-transformation/ai-machine-learning">AI & Machine Learning</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/digital-transformation/edge-computing">Edge Computing</a></li></ul><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/digital-transformation/iot">IoT</a></li></ul></div></div><div class="SubMenu-RecentContentWrapper" data-testid="recent"><div class="SubMenu-RecentContentHeading"><h4 data-testid="recent-title" class="SubMenu-RecentText">Recent in <a class="SubMenu-RecentTopicTerm" data-discover="true" href="/digital-transformation">DX</a></h4><div data-testid="see-more" class="SubMenu-SeeMore"><a class="SubMenu-MoreContent" data-discover="true" href="/digital-transformation"><span class="SubMenu-SeeMoreText">See All Digital Transformation</span><span data-component="icon" data-name="ChevronRight" class="SubMenu-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a></div></div><div class="SubMenu-ContentWrapper"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/career-management/itpro-today-2024-it-priorities-survey-report-complementary-guide"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">Binder marked "priorities"</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd2b309d94c978e07/6740c584804c6d78f70a053d/priorities-1716x965_-_2024-11-22.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd2b309d94c978e07/6740c584804c6d78f70a053d/priorities-1716x965_-_2024-11-22.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_careerManagement ContentPreview-Category" data-discover="true" href="/career-management">Career Management</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/career-management/itpro-today-2024-it-priorities-survey-report-complementary-guide">ITPro Today's 2024 IT Priorities Report: Complementary Guide</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/career-management/itpro-today-2024-it-priorities-survey-report-complementary-guide">ITPro Today's 2024 IT Priorities Report: Complementary Guide</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/christopher-tozzi">Christopher Tozzi</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 26, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>8 Min Read</span></div></div></div></div></div></div><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/digital-transformation/what-comes-after-hololens-2-exploring-microsoft-s-ar-vr-future"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">the microsoft hololens glasses on display</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt13044b7405422cb5/67363b557bfb2a6b4a43f78a/HoloLens_on_display.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt13044b7405422cb5/67363b557bfb2a6b4a43f78a/HoloLens_on_display.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_digitalTransformation ContentPreview-Category" data-discover="true" href="/digital-transformation">Digital Transformation</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/digital-transformation/what-comes-after-hololens-2-exploring-microsoft-s-ar-vr-future">What Comes After HoloLens 2? Exploring Microsoft’s AR/VR Future</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/digital-transformation/what-comes-after-hololens-2-exploring-microsoft-s-ar-vr-future">What Comes After HoloLens 2? Exploring Microsoft’s AR/VR Future</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/brien-posey">Brien Posey</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 15, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>3 Min Read</span></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="MainMenu-MenuItemWrapper"><div class="MainMenu-MenuItem" role="menuitem" tabindex="0" data-testid="openSubMenu" aria-label="Open Sub menu of Infrastructure"><span class="MainMenu-MainTitle">Infrastructure<span data-component="icon" data-name="ChevronDown" class="MainMenu-SubMenuIcon" style="mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);-webkit-mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div><div class="MainMenu-SubMenuWrapper"><div class="MainMenu-SubMenuContent"><div data-module="sub-menu" class="SubMenu MainMenu-SubMenu" role="presentation"><div class="SubMenu-Container"><div class="SubMenu-RelatedTopicsWrapper"><h4 class="SubMenu-RelatedTopics">Related Topics</h4><div class="SubMenu-CasualLinkWrapper" data-testid="related"><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-infrastructure/high-performance-computing">High Performance Computing</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-infrastructure/containerization">Containerization</a></li></ul><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/it-infrastructure/server-virtualization">Server Virtualization</a></li></ul></div></div><div class="SubMenu-RecentContentWrapper" data-testid="recent"><div class="SubMenu-RecentContentHeading"><h4 data-testid="recent-title" class="SubMenu-RecentText">Recent in <a class="SubMenu-RecentTopicTerm" data-discover="true" href="/it-infrastructure">Infrastructure</a></h4><div data-testid="see-more" class="SubMenu-SeeMore"><a class="SubMenu-MoreContent" data-discover="true" href="/it-infrastructure"><span class="SubMenu-SeeMoreText">See All Infrastructure</span><span data-component="icon" data-name="ChevronRight" class="SubMenu-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a></div></div><div class="SubMenu-ContentWrapper"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/it-infrastructure/how-to-prepare-your-website-for-holiday-shopping-rush-with-load-testing"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">"traffic" text on a meter pointing to 100%</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt235d0ec0da7495b9/67444456df9588722d555939/traffic-1716x965_-_2024-11-25.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt235d0ec0da7495b9/67444456df9588722d555939/traffic-1716x965_-_2024-11-25.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_itInfrastructure ContentPreview-Category" data-discover="true" href="/it-infrastructure">IT Infrastructure</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/it-infrastructure/how-to-prepare-your-website-for-holiday-shopping-rush-with-load-testing">How to Prepare Your Website for Holiday Shopping Rush with Load Testing</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/it-infrastructure/how-to-prepare-your-website-for-holiday-shopping-rush-with-load-testing">How to Prepare Your Website for Holiday Shopping Rush with Load Testing</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/industry-perspectives">Industry Perspectives</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 25, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>5 Min Read</span></div></div></div></div></div></div><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/ops-and-more/transforming-enterprise-networks-with-aiops-a-new-era-of-intelligent-connectivity"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">AIOps</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt241793d56bb052d5/6731f5bfc64003eae43f7108/AIOps-1716x965_-_2024-10-29.jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt241793d56bb052d5/6731f5bfc64003eae43f7108/AIOps-1716x965_-_2024-10-29.jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_opsAndMore ContentPreview-Category" data-discover="true" href="/it-management/ops-and-more">Ops and More</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/ops-and-more/transforming-enterprise-networks-with-aiops-a-new-era-of-intelligent-connectivity">Transforming Enterprise Networks With AIOps: A New Era of Intelligent Connectivity</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/ops-and-more/transforming-enterprise-networks-with-aiops-a-new-era-of-intelligent-connectivity">Transforming Enterprise Networks With AIOps: A New Era of Intelligent Connectivity</a><div class="Contributors Contributors_variant_slimline VerticalCard-ContributorsWrapper" data-component="contributors"><div class="Contributors-InfoWrapper"><span class="Contributors-ByText" data-testid="by-text">by</span><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/forrester-blog-network">Forrester Blog Network</a></div></div></div><div class="VerticalCard-Footer"><span class="VerticalCard-Date" data-testid="vertical-card-date">Nov 11, 2024</span><div data-module="card-time" class="CardTime"><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>4 Min Read</span></div></div></div></div></div></div></div></div></div></div></div></div></div><div class="MainMenu-MenuItemWrapper"><div class="MainMenu-MenuItem" role="menuitem" tabindex="0" data-testid="openSubMenu" aria-label="Open Sub menu of More"><span class="MainMenu-MainTitle">More<span data-component="icon" data-name="ChevronDown" class="MainMenu-SubMenuIcon" style="mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);-webkit-mask-image:url(/build/_assets/ChevronDown-PF4EH6J6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div><div class="MainMenu-SubMenuWrapper"><div class="MainMenu-SubMenuContent"><div data-module="sub-menu" class="SubMenu MainMenu-SubMenu" role="presentation"><div class="SubMenu-Container"><div class="SubMenu-RelatedTopicsWrapper"><h4 class="SubMenu-RelatedTopics">Related Topics</h4><div class="SubMenu-CasualLinkWrapper" data-testid="related"><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" rel="nofollow" target="_blank" href="https://itp-resources.itprotoday.com/c/pubRD.mpl?secure=1&sr=pp&_t=pp:&qf=w_itpb86&ch=itpnav">Newsletters</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/latest-how-to">How To…?</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/program/industry-perspectives">Industry Perspectives</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/resources">Business Resources</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/resources?types=Survey+Report&page=1">Reports/Research</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/resources?page=1&types=Virtual+Event&types=Webinar">Online Events</a></li></ul><ul class="SubMenu-CasualLinkList"><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/events">Live Events</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/videos">Videos</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/resources?page=1&types=White+Paper">White Papers</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/advertise">Advertise With Us</a></li><li class="SubMenu-CasualLinkItem"><a class="SubMenu-ItemLink" data-testid="sub-menu-item-link" data-discover="true" href="/about-us">About Us</a></li></ul></div></div><div class="SubMenu-RecentContentWrapper" data-testid="recent"><div data-testid="see-more" class="SubMenu-SeeMore"><a class="SubMenu-MoreContent SubMenu-MoreContent_noRecent" data-discover="true" href="/resources"><span class="SubMenu-SeeMoreText">Resource Library</span><span data-component="icon" data-name="ChevronRight" class="SubMenu-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a></div></div></div></div></div></div></div></div><div class="MainMenu-SearchButtonWrapper"><button data-testid="mainMenu-SearchButton" aria-label="Open Search" class="MainMenu-SearchButton"><span data-component="icon" data-name="Search" class="MainMenu-SearchButtonIcon" style="mask-image:url(/build/_assets/Search-T2ANYVG5.svg);-webkit-mask-image:url(/build/_assets/Search-T2ANYVG5.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></button></div></div><div class="MainMenu-SearchWrapper"><div class="FullScreenBackground MainMenu-SearchBackground MainMenu-SearchBackground_withSearchBar"></div><button data-testid="mainMenu-SearchCloseButton" class="MainMenu-SearchCloseButton" aria-label="Close Search"><span data-component="icon" data-name="Close" class="MainMenu-SearchCloseIcon" style="mask-image:url(/build/_assets/Close-KKOYAUD6.svg);-webkit-mask-image:url(/build/_assets/Close-KKOYAUD6.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></button></div></div></div></div></nav><section class="Layout-Section"><div id="iiris-identity" data-testid="iris-identity"></div><div data-template="article"><div class="TwoColumnLayout"><div id="portal-root"></div><div class="TwoColumnLayout-Head"><div class="ArticleBase-Header"><ul class="ArticleBase-Topics" data-testid="article-topics"><li class="ArticleBase-Topic"><a data-component="keyword" class="Keyword Keyword_variant_category Keyword_title_hybridCloud" data-discover="true" href="/cloud-computing/hybrid-cloud">Hybrid Cloud</a></li><li class="ArticleBase-Topic"><a data-component="keyword" class="Keyword Keyword_variant_category Keyword_title_cloudComputing" data-discover="true" href="/cloud-computing">Cloud Computing</a></li></ul><div><h1 class="ArticleBase-HeaderTitle"><noscript><span class="ArticleBase-LargeTitle">Multicloud, DevSecOps, AI Pose Challenges for Federal Government</span></noscript><span class="ArticleBase-DefaultTitle" data-testid="article-default-title">Multicloud, DevSecOps, AI Pose Challenges for Federal Government</span></h1><p class="ArticleBase-HeaderSummary" data-testid="article-summary">The federal government faces a number of challenges implementing multicloud strategies, DevSecOps, and AI, a new survey finds.</p></div></div></div><div class="TwoColumnLayout-Content"><div class="TwoColumnLayout-Body"><div class="ArticleBase-Body" data-testid="article-base-body"><div class="ArticleBase-Contributors" data-testid="article-base-contributors"><div class="Contributors Contributors_variant_normal Contributors_hasAvatar" data-component="contributors"><div class="Contributors-AvatarWrapper"><a class="Contributors-AvatarLink" aria-label="Nathan Eddy" data-discover="true" href="/author/nathan-eddy"><img aria-hidden="true" data-testid="contributor-avatar" data-component="image" class="Contributors-Avatar" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd76bf4740a6e8198/6658946837ce132abb475f63/nathan-eddy-pic.webp?width=100&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd76bf4740a6e8198/6658946837ce132abb475f63/nathan-eddy-pic.webp?width=100&auto=webp&quality=80&disable=upscale" loading="lazy" alt="Picture of Nathan Eddy" title="Picture of Nathan Eddy"/></a></div><div class="Contributors-InfoWrapper"><a class="Contributors-ContributorName" data-testid="contributor-name" data-discover="true" href="/author/nathan-eddy">Nathan Eddy</a><p class="Contributors-Date" data-testid="contributors-date">February 21, 2023</p></div></div><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_normal"><span data-component="icon" data-name="Clock" class="ArticleReadTime-Icon" style="mask-image:url(/build/_assets/Clock-MSX4SBCD.svg);-webkit-mask-image:url(/build/_assets/Clock-MSX4SBCD.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span><span>4 Min Read</span></div></div><div class="ArticleBase-FeaturedImageWrapper" data-testid="featured-image"><div data-component="captioned-content" class="CaptionedContent"><div class="CaptionedContent-Content"><img data-component="image" class="ArticleBase-FeaturedImage" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf5ff205b9853faa4/6617ff49766f327c1bc23080/multicloud_0.jpg?width=1280&auto=webp&quality=95&format=jpg&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf5ff205b9853faa4/6617ff49766f327c1bc23080/multicloud_0.jpg?width=1280&auto=webp&quality=95&format=jpg&disable=upscale" loading="eager" alt="multiple clouds connected to each other" title="multiple clouds connected to each other"/></div><div class="CaptionedContent-Caption" data-testid="captioned-content-caption"><span class="CaptionedContent-CreditTo">Alamy</span></div></div></div><div class="SocialShare"><div data-component="social-share" class="SocialShare SocialShare_variant_button ArticleBase-SocialShare ArticleBase-SocialShare_first"><a target="_blank" rel="noreferrer" aria-label="Linkedin" href="https://www.linkedin.com/sharing/share-offsite/?url=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_button"><span data-component="icon" data-name="Linkedin" class="SocialShare-Icon SocialShare-Icon_variant_button SocialShare-Icon_type_linkedin" style="mask-image:url(/build/_assets/Linkedin-VQUF3EEQ.svg);-webkit-mask-image:url(/build/_assets/Linkedin-VQUF3EEQ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Facebook" href="http://www.facebook.com/sharer/sharer.php?u=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_button"><span data-component="icon" data-name="Facebook" class="SocialShare-Icon SocialShare-Icon_variant_button SocialShare-Icon_type_facebook" style="mask-image:url(/build/_assets/Facebook-CJB5G2HY.svg);-webkit-mask-image:url(/build/_assets/Facebook-CJB5G2HY.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Twitter" href="http://www.twitter.com/intent/tweet?url=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_button"><span data-component="icon" data-name="Twitter" class="SocialShare-Icon SocialShare-Icon_variant_button SocialShare-Icon_type_twitter" style="mask-image:url(/build/_assets/Twitter-WD5AOEQ7.svg);-webkit-mask-image:url(/build/_assets/Twitter-WD5AOEQ7.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Reddit" href="https://www.reddit.com/submit?url=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government&title=Multicloud%2C%20DevSecOps%2C%20AI%20Pose%20Challenges%20for%20Federal%20Government"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_button"><span data-component="icon" data-name="Reddit" class="SocialShare-Icon SocialShare-Icon_variant_button SocialShare-Icon_type_reddit" style="mask-image:url(/build/_assets/Reddit-5TRN6TDE.svg);-webkit-mask-image:url(/build/_assets/Reddit-5TRN6TDE.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Email" href="/cdn-cgi/l/email-protection#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"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_button"><span data-component="icon" data-name="Email" class="SocialShare-Icon SocialShare-Icon_variant_button SocialShare-Icon_type_email" style="mask-image:url(/build/_assets/Email-47H7P533.svg);-webkit-mask-image:url(/build/_assets/Email-47H7P533.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a></div></div><div class="ArticleBase-BodyContent ArticleBase-BodyContent_Article" data-testid="article-base-body-content"><div data-module="content" class="ContentModule-Wrapper"><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">The federal government is facing multiple issues as it adopts </span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"><a class="ContentText-BodyTextChunk ContentText-BodyTextChunk_link" data-discover="true" href="/edge-computing/how-to-optimize-a-multi-cloud-deployment">multicloud</a></span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"> strategies and implements </span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"><a class="ContentText-BodyTextChunk ContentText-BodyTextChunk_link" data-discover="true" href="/it-security/what-is-devsecops-">DevSecOps</a></span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"> and artificial intelligence (AI), according to a survey sponsored by Science Applications International Corp. (SAIC).</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">The survey of IT and business influencers and decision-makers in the federal government, conducted by Market Connections, </span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"><a class="ContentText-BodyTextChunk ContentText-BodyTextChunk_link" rel="nofollow" target="_blank" href="https://www.saic.com/sites/default/files/2023-02/SAIC-Cloud-WP___2023.pdf">found</a></span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"> that when consuming services from one or multiple clouds, insufficient budgeting and forecasting are considerable cost challenges — nearly one in five (17%) blames incorrect billing as a financial concern.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">While nearly all federal government employees use at least one cloud, 70% use two or more, with Microsoft Azure, Amazon Web Services (AWS), and Google Cloud the three most widely used cloud service providers (CSPs).</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"><span class="ContentText-BodyTextChunk ContentText-BodyTextChunk_bold">Related:</span></span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"> </span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"><a class="ContentText-BodyTextChunk ContentText-BodyTextChunk_link" data-discover="true" href="/edge-computing/big-3-public-cloud-providers-focus-on-what-s-next">Big 3 Public Cloud Providers Focus on What's Next</a></span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">More than half (54%) of survey respondents said integration is the most difficult component of deploying a DevSecOps solution, while policy and governance is the top barrier to implementing AI.</span></p><iframe title="Embedded content" src="https://app.everviz.com/embed/OyRThaPgw/?v=1" height="500px title=Chart: Top Obstacles to Agencies' Implementation of AI" width="100%" data-testid="iframe" loading="lazy" scrolling="auto"></iframe><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">"Government agencies need to be more prescriptive in areas where there is an overpopulation of choice," explained Bob Ritchie, chief technology officer at SAIC. "By making a choice, getting behind that choice, and pressing forward, agencies can see positive outcomes."</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">The cloud business model is a pivot from capital expenditure (CapEx) to operational expenditure (OpEx), which is a significant culture shift for many in the federal budget and forecast space, he said.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">In the past, if you needed to provide a service, you could build a more discrete bill of materials of what would be needed as a "worst case" (read, overprovisioned 99% of the time).</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">"With cloud, you have to have a lot more insight into the operating model in terms of traffic or use your service will experience to accurately forecast, lest you fall into the trap of treating cloud like someone else's data center and procuring infrastructure as if a legacy CapEx," he noted.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">In addition, the uncertainty around system modernization and migration, as well as the business case around ROI post-modernization/migration, presents unacceptable budget risk to both operate the as-is legacy infrastructure and systems and finance the modernized cloud environment.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">"In some cases, for example, we have been able to eliminate third-party software license costs that completely offset the cost to modernize within 12 months of migrating to cloud, thus paying for itself in one year," he said.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">However, forecasting for that type of result on a multiyear congressional budget is difficult and requires rigorous portfolio rationalization and analysis.</span></p><h2 class="ContentText ContentText_variant_h2 ContentText_align_left" data-testid="content-text" id="Access to DevSecOps, AI Talent a Continued Challenge" style="scroll-margin-top:10rem;scroll-snap-margin-top:10rem"><span class="ContentText-BodyTextChunk ContentText-BodyTextChunk_bold">Access to DevSecOps, AI Talent a Continued Challenge</span></h2><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">Government agencies need to rationalize the number of choices to find an optimal balance, Ritchie said, noting that access to </span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"><a class="ContentText-BodyTextChunk ContentText-BodyTextChunk_link" data-discover="true" href="/hybrid-cloud/it-pros-lack-time-support-to-learn-vital-cloud-computing-skills">cloud, DevSecOps, and AI talent</a></span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"> continues to be a challenge that government agencies must overcome.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">CSPs and government agencies, he said, are working well together on some of the large multi-CSP vehicles such as C2E and JWCC to establish more streamlined and predictable cost projections, along with a commitment scheme that fits within the parameters of the Federal Acquisition Regulation (FAR).</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"><span class="ContentText-BodyTextChunk ContentText-BodyTextChunk_bold">Related:</span></span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"> </span><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text"><a class="ContentText-BodyTextChunk ContentText-BodyTextChunk_link" data-discover="true" href="/hybrid-cloud/best-practices-for-moving-to-a-multicloud-strategy">Best Practices for Moving to a Multicloud Strategy</a></span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">In addition, CSPs are focused on establishing a marketplace of secure, reusable mission accelerators and programs to help offset the cost of running dual-ops.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">"This is operating the old while modernizing and migrating to the new," Ritchie said. "CSPs will thrive by continuing to collaborate with integrators across the industry to operationalize the acceleration packages and tools."</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">Ritchie added that the marketplace across clouds could expand beyond software as a service (SaaS) and get to a point where government agencies will be able to select from effectively Provisional Authority to Operate (P-ATO) architectures.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">"We could see large contracts like C2E and JWCC account for 80% of use cases," he said. "It will also allow more tailored and curated options at the agency, division, and program levels to provide choice and customizations as needed."</span></p><h2 class="ContentText ContentText_variant_h2 ContentText_align_left" data-testid="content-text" id="A Growing Selection of CSPs" style="scroll-margin-top:10rem;scroll-snap-margin-top:10rem"><span class="ContentText-BodyTextChunk ContentText-BodyTextChunk_bold">A Growing Selection of CSPs</span></h2><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">Ultimately, agencies will have greater selection of cloud architectures to choose from, like the range of choices for productivity and other IT tooling.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">The other major component over the next 18 to 24 months is addressing the storage, security, access, and interoperability of data across CSPs.</span></p><div class="Iframe"><iframe title="Embedded content" src="https://www.youtube.com/embed/9NyPzXW_bGE" height="315px" width="100%" allowfullscreen="" data-testid="iframe-video" loading="lazy"></iframe></div><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">"A curated data fabric enabled by multi-CSP is the necessary next step toward finding the right tool for the job, to ensure missions aren't locked into a CSP's system," Ritchie said.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">Ritchie noted that the most surprising findings from the survey were around the slow success/adoption rate of DevSecOps across organizations.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">"There are certainly pockets of exceptional adoption, and this reflects a similar pattern in the private and commercial sectors," he explained.</span></p><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNormal" data-testid="content-text">However, the commercial sector has seen a significant increase in the "moderate to good" range according to the Department of Regulatory Agencies (DORA), Ritchie said, and he was surprised not to see the same movement in the federal government.</span></p></div></div><div class="ArticleBase-More" data-testid="article-base-more"><p class="ArticleBase-MoreTitle">Read more about:</p><a data-component="keyword" class="Keyword Keyword_variant_category-2 Keyword_title_government ArticleBase-Keywords" data-discover="true" href="/keyword/government">Government</a><a data-component="keyword" class="Keyword Keyword_variant_category-2 Keyword_title_devSecOps ArticleBase-Keywords" data-discover="true" href="/keyword/devsecops">DevSecOps</a></div><div class="SocialShare"><div data-component="social-share" class="SocialShare SocialShare_variant_button ArticleBase-SocialShare ArticleBase-SocialShare_second"><a target="_blank" rel="noreferrer" aria-label="Linkedin" href="https://www.linkedin.com/sharing/share-offsite/?url=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_button"><span data-component="icon" data-name="Linkedin" class="SocialShare-Icon SocialShare-Icon_variant_button SocialShare-Icon_type_linkedin" style="mask-image:url(/build/_assets/Linkedin-VQUF3EEQ.svg);-webkit-mask-image:url(/build/_assets/Linkedin-VQUF3EEQ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Facebook" href="http://www.facebook.com/sharer/sharer.php?u=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_button"><span data-component="icon" data-name="Facebook" class="SocialShare-Icon SocialShare-Icon_variant_button SocialShare-Icon_type_facebook" style="mask-image:url(/build/_assets/Facebook-CJB5G2HY.svg);-webkit-mask-image:url(/build/_assets/Facebook-CJB5G2HY.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Twitter" href="http://www.twitter.com/intent/tweet?url=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_button"><span data-component="icon" data-name="Twitter" class="SocialShare-Icon SocialShare-Icon_variant_button SocialShare-Icon_type_twitter" style="mask-image:url(/build/_assets/Twitter-WD5AOEQ7.svg);-webkit-mask-image:url(/build/_assets/Twitter-WD5AOEQ7.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Reddit" href="https://www.reddit.com/submit?url=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government&title=Multicloud%2C%20DevSecOps%2C%20AI%20Pose%20Challenges%20for%20Federal%20Government"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_button"><span data-component="icon" data-name="Reddit" class="SocialShare-Icon SocialShare-Icon_variant_button SocialShare-Icon_type_reddit" style="mask-image:url(/build/_assets/Reddit-5TRN6TDE.svg);-webkit-mask-image:url(/build/_assets/Reddit-5TRN6TDE.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Email" href="/cdn-cgi/l/email-protection#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"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_button"><span data-component="icon" data-name="Email" class="SocialShare-Icon SocialShare-Icon_variant_button SocialShare-Icon_type_email" style="mask-image:url(/build/_assets/Email-47H7P533.svg);-webkit-mask-image:url(/build/_assets/Email-47H7P533.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a></div></div><div class="ArticleBase-ContributorsWrapper"><h2 class="ArticleBase-ContributorsTitle">About the Author</h2><div class="ArticleBase-ContributorsSummary"><div data-component="contributor-summary" class="ContributorSummary ContributorSummary_variant_author"><div class="ContributorSummary-ImageWrapper ContributorSummary-ImageWrapper_variant_author"><a data-testid="contributor-summary-img-link" data-discover="true" href="/author/nathan-eddy"><img data-component="image" class="ContributorSummary-Image ContributorSummary-Image_variant_author" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd76bf4740a6e8198/6658946837ce132abb475f63/nathan-eddy-pic.webp?width=400&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd76bf4740a6e8198/6658946837ce132abb475f63/nathan-eddy-pic.webp?width=400&auto=webp&quality=80&disable=upscale" loading="lazy" alt="Nathan Eddy" title="Nathan Eddy"/></a></div><div class="ContributorSummary-InfoWrapper ContributorSummary-InfoWrapper_variant_author"><div class="ContributorSummary-TitleWrapper"><a data-testid="contributor-summary-title-link" data-discover="true" href="/author/nathan-eddy"><p class="ContributorSummary-Title ContributorSummary-Title_variant_author" data-testid="contributor-summary-title">Nathan Eddy</p></a></div><div class="ContributorSummary-SubTitleWrapper ContributorSummary-SubTitleWrapper_variant_author"><p class="ContributorSummary-SubTitle ContributorSummary-SubTitle_variant_author" data-testid="contributor-summary-subtitle"></p></div><div class="ContributorSummary-ContentWrapper ContributorSummary-ContentWrapper_variant_author"><div class="ContributorSummary-Content ContributorSummary-Content_variant_author" data-testid="contributor-summary-content"><p class="ContentParagraph ContentParagraph_align_left" data-testid="content-paragraph"><span class="ContentText ContentText_variant_bodyNoneStyle" data-testid="content-text">Nathan Eddy is a freelance writer for ITProToday and covers various IT trends and topics across wide variety of industries. A graduate of Northwestern University’s Medill School of Journalism, he is also a documentary filmmaker specializing in architecture and urban planning. He currently lives in Berlin, Germany.</span></p></div></div></div><div class="ContributorSummary-SeeMore"><a data-component="button" class="Button Button_size_medium Button_variant_textLink" rel="" data-discover="true" href="/author/nathan-eddy"><span class="Button-ContentWrapper"><span class="ContributorSummary-SeeMoreText"><span>See more from Nathan Eddy</span><span data-component="icon" data-name="ChevronRight" class="ContributorSummary-SeeMoreIcon" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></span></a></div></div></div></div><div data-module="newsletter-signup-promo"><div class="SubscribeBannerTopicPage SubscribeBannerTopicPage_mode_dark SubscribeBannerTopicPage_variant_vertical ArticleBase-Newsletter"><div class="SubscribeBannerTopicPage-Content"><div class="SubscribeBannerTopicPage-Title" data-testid="subscribeBannerTopicPage_title">Sign up for the ITPro Today newsletter</div><div class="SubscribeBannerTopicPage-Message" data-testid="subscribeBannerTopicPage_message">Stay on top of the IT universe with commentary, news analysis, how-to's, and tips delivered to your inbox daily.</div><div class="SubscribeBannerTopicPage-Button" data-testid="subscribe-banner-topic-page-button"><a data-component="button" data-testid="bannerTopicPageNewsletterButton" class="Button Button_size_medium Button_variant_secondaryFilled" href="https://itp-resources.itprotoday.com/c/pubRD.mpl?secure=1&sr=pp&_t=pp:&qf=w_itpb86&ch=itpsitebtn" target="_blank" rel="nofollow" data-name="subscribe-banner" data-action-type="sign-up"><span class="Button-ContentWrapper">Newsletter Sign-Up</span></a></div></div></div></div><p class="IirisRecommendation-Title">You May Also Like</p><hr class="IirisRecommendation-TitleHr"/><div bordercolor="#e6e6e6" borderRadius="4" brand_family="enterpriseit" cardwidth="210px" class="iris-recommend iris-recommend-non-sticky" columns="2" data-component="iris-recommendation" division="it" dropShadow="#FFEB00" entity="content" entitytagbackground="#333333BF" entitytagbordercolor="#333333" entitytagfont="#ffffff" id="widget-1717150909887" imageHeight="182" imagePosition="vertical" imageWidth="324" recipe="related-items" redirectmode="same" rows="2" showborder="yes" showby="" showentitytag="yes" showtime="" title="" widgetType="grid" brand="itprotoday" itemUrl="" style="max-width:1100px"></div><div><div class="ArticleBase-AdSponsored"></div></div></div></div><div class="TwoColumnLayout-Sidebar"><div class="Sidebar" data-module="sidebar"><div class="Sidebar-SidebarItem" data-testid="sidebar-item"><div data-module="content-cards" class="ContentCards ContentCards_sidebar"><div class="ContentCards-CardsWrapper ContentCards-CardsWrapper_default"><div class="ContentCards-Header ContentCards-Header_default" data-testid="content-cards-header"><h3 class="ContentCards-Title" data-testid="contentCardsTitle">Editor's Choice</h3></div><div class="ContentCards-Content ContentCards-Content_default"><div class="ContentCards-ContentPreview ContentCards-ContentPreview_default" data-testid="content-preview-default"><div class="ContentPreview" data-module="content-preview" data-variant="card-horizontal"><div class="HorizontalCard"><div class="HorizontalCard-ImageWrapper"><a data-discover="true" href="/powershell/how-i-built-my-own-powershell-multi-file-search-tool"><span class="HorizontalCard-ImageScreenReaderText">the interface of the PowerShell search tool with a hand holding a magnifying glass on a background of a blue sky and clouds in the shape of gears</span><img data-component="image" class="HorizontalCard-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blte7be8ee65ed686ae/67128e1e98e874167c4f05e1/hero_powershell_multifile_tool.png?width=300&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blte7be8ee65ed686ae/67128e1e98e874167c4f05e1/hero_powershell_multifile_tool.png?width=300&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></a></div><div class="HorizontalCard-ContentWrapper"><div class="HorizontalCard-KeywordWrapper"><a data-component="keyword" class="Keyword Keyword_variant_alternate Keyword_title_powerShell HorizontalCard-Keyword" data-discover="true" href="/operating-systems/powershell">PowerShell</a></div><div class="HorizontalCard-TitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-default-title" data-discover="true" href="/powershell/how-i-built-my-own-powershell-multi-file-search-tool">How I Built My Own PowerShell Multi-File Search Tool</a></div><div class="HorizontalCard-MobileTitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-mobile-title" data-discover="true" href="/powershell/how-i-built-my-own-powershell-multi-file-search-tool">How I Built My Own PowerShell Multi-File Search Tool</a></div><p class="HorizontalCard-Date" data-testid="horizontalCardDate">Oct 22, 2024</p></div></div></div></div><div class="ContentCards-ContentPreview ContentCards-ContentPreview_default" data-testid="content-preview-default"><div class="ContentPreview" data-module="content-preview" data-variant="card-horizontal"><div class="HorizontalCard"><div class="HorizontalCard-ImageWrapper"><a data-discover="true" href="/career-tips/am-i-burned-out-how-to-identify-and-address-burnout-in-it"><span class="HorizontalCard-ImageScreenReaderText">burnout gif featuring a mannequin surrounded by office technology on fire</span><img data-component="image" class="HorizontalCard-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf8db9c6bab6974be/67191ffa32efaa4f10cc0da3/burnout_gif.gif?width=300&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf8db9c6bab6974be/67191ffa32efaa4f10cc0da3/burnout_gif.gif?width=300&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></a></div><div class="HorizontalCard-ContentWrapper"><div class="HorizontalCard-KeywordWrapper"><a data-component="keyword" class="Keyword Keyword_variant_alternate Keyword_title_careerTips HorizontalCard-Keyword" data-discover="true" href="/career-management/career-tips">Career Tips</a></div><div class="HorizontalCard-TitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-default-title" data-discover="true" href="/career-tips/am-i-burned-out-how-to-identify-and-address-burnout-in-it">Am I Burned Out? How To Identify and Address Burnout in IT</a></div><div class="HorizontalCard-MobileTitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-mobile-title" data-discover="true" href="/career-tips/am-i-burned-out-how-to-identify-and-address-burnout-in-it">Am I Burned Out? How To Identify and Address Burnout in IT</a></div><p class="HorizontalCard-Date" data-testid="horizontalCardDate">Oct 24, 2024</p></div></div></div></div><div class="ContentCards-ContentPreview ContentCards-ContentPreview_default" data-testid="content-preview-default"><div class="ContentPreview" data-module="content-preview" data-variant="card-horizontal"><div class="HorizontalCard"><div class="HorizontalCard-ImageWrapper"><a data-discover="true" href="/ops-and-more/choosing-between-cloud-and-on-prem-mlops-what-s-best-for-your-needs-"><span class="HorizontalCard-ImageScreenReaderText">MLOps</span><img data-component="image" class="HorizontalCard-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6848a0ecb0125906/6718d881c3b38d9d32d538ac/ML-1716x965_-_2024-10-23.jpg?width=300&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6848a0ecb0125906/6718d881c3b38d9d32d538ac/ML-1716x965_-_2024-10-23.jpg?width=300&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></a></div><div class="HorizontalCard-ContentWrapper"><div class="HorizontalCard-KeywordWrapper"><a data-component="keyword" class="Keyword Keyword_variant_alternate Keyword_title_opsAndMore HorizontalCard-Keyword" data-discover="true" href="/it-management/ops-and-more">Ops and More</a></div><div class="HorizontalCard-TitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-default-title" data-discover="true" href="/ops-and-more/choosing-between-cloud-and-on-prem-mlops-what-s-best-for-your-needs-">Choosing Between Cloud and On-Prem MLOps: What's Best for Your Needs?</a></div><div class="HorizontalCard-MobileTitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-mobile-title" data-discover="true" href="/ops-and-more/choosing-between-cloud-and-on-prem-mlops-what-s-best-for-your-needs-">Choosing Between Cloud and On-Prem MLOps: What's Best for Your Needs?</a></div><p class="HorizontalCard-Date" data-testid="horizontalCardDate">Oct 23, 2024</p></div></div></div></div></div></div></div></div><div class="Sidebar-SidebarItem" data-testid="sidebar-item"><div data-component="content-list" class="ContentList"><div class="ContentList-Header"><span data-component="icon" data-name="Document" class="ContentList-Icon" style="mask-image:url(/build/_assets/Document-NG4YMZFA.svg);-webkit-mask-image:url(/build/_assets/Document-NG4YMZFA.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span><span class="ContentList-Title" data-testid="content-list-title">Exclusive ITPro Resources</span></div><ul class="ContentList-List"><li class="ContentList-ListItem"><a data-testid="content-list-item-title" data-discover="true" href="/disaster-recovery/bcdr-basics-a-quick-reference-guide-for-business-continuity-disaster-recovery" target=""><p class="ContentList-ListItemTitle">BCDR Basics: A Quick Reference Guide for Business Continuity & Disaster Recovery</p></a><span class="ContentList-ListItemDate" data-testid="content-list-item-date">Oct 10, 2024<div data-module="card-time" class="CardTime"><span class="CardTime-SeparatorLine">|</span><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>1 Min Read</span></div></div></span></li><li class="ContentList-ListItem"><a data-testid="content-list-item-title" data-discover="true" href="/career-management/itpro-today-s-2024-it-priorities-report" target=""><p class="ContentList-ListItemTitle">ITPro Today’s 2024 IT Priorities Report</p></a><span class="ContentList-ListItemDate" data-testid="content-list-item-date">Sep 25, 2024<div data-module="card-time" class="CardTime"><span class="CardTime-SeparatorLine">|</span><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>1 Min Read</span></div></div></span></li><li class="ContentList-ListItem"><a data-testid="content-list-item-title" data-discover="true" href="/career-management/tech-careers-quick-reference-guide-to-it-job-titles" target=""><p class="ContentList-ListItemTitle">Tech Careers: Quick Reference Guide to IT Job Titles</p></a><span class="ContentList-ListItemDate" data-testid="content-list-item-date">Sep 13, 2024<div data-module="card-time" class="CardTime"><span class="CardTime-SeparatorLine">|</span><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>1 Min Read</span></div></div></span></li><li class="ContentList-ListItem"><a data-testid="content-list-item-title" data-discover="true" href="/vmware/migrating-from-vmware-guide-to-a-successful-transition" target=""><p class="ContentList-ListItemTitle">Migrating From VMware: Guide to a Successful Transition</p></a><span class="ContentList-ListItemDate" data-testid="content-list-item-date">Sep 3, 2024<div data-module="card-time" class="CardTime"><span class="CardTime-SeparatorLine">|</span><div data-component="article-read-time" class="ArticleReadTime ArticleReadTime_size_small CardTime-ReadTime"><span>1 Min Read</span></div></div></span></li></ul><div class="ContentList-CTAButton"><span data-component="button" role="presentation" class="Button Button_size_medium Button_variant_textLink"><span class="Button-ContentWrapper"><a class="ContentList-CTAText" rel="noreferrer" data-discover="true" href="/documents" target="_blank">See all ITPro Resources</a></span><span data-component="icon" data-name="ChevronRight" class="Button-Icon Button-Icon_position_right" style="mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);-webkit-mask-image:url(/build/_assets/ChevronRight-NHDKEYGJ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></div></div></div><div class="Sidebar-SidebarItem" data-testid="sidebar-item"><div data-module="content-cards" class="ContentCards ContentCards_sidebar"><div class="ContentCards-CardsWrapper ContentCards-CardsWrapper_default"><div class="ContentCards-Header ContentCards-Header_default" data-testid="content-cards-header"><h3 class="ContentCards-Title" data-testid="contentCardsTitle">Featured Technical Explainers</h3></div><div class="ContentCards-Content ContentCards-Content_default"><div class="ContentCards-ContentPreview ContentCards-ContentPreview_default" data-testid="content-preview-default"><div class="ContentPreview" data-module="content-preview" data-variant="card-horizontal"><div class="HorizontalCard"><div class="HorizontalCard-ImageWrapper"><a data-discover="true" href="/cloud-computing/cloud-vs-on-prem-ai-accelerators-choosing-the-best-fit-for-your-ai-workloads"><span class="HorizontalCard-ImageScreenReaderText">AI chip</span><img data-component="image" class="HorizontalCard-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfec5fcbd31c7f2a6/673b100cd675084d0707e288/AI-chip-1716x965_-_2024-11-18.jpg?width=300&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfec5fcbd31c7f2a6/673b100cd675084d0707e288/AI-chip-1716x965_-_2024-11-18.jpg?width=300&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></a></div><div class="HorizontalCard-ContentWrapper"><div class="HorizontalCard-KeywordWrapper"><a data-component="keyword" class="Keyword Keyword_variant_alternate Keyword_title_cloudComputing HorizontalCard-Keyword" data-discover="true" href="/cloud-computing">Cloud Computing</a></div><div class="HorizontalCard-TitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-default-title" data-discover="true" href="/cloud-computing/cloud-vs-on-prem-ai-accelerators-choosing-the-best-fit-for-your-ai-workloads">Cloud vs. On-Prem AI Accelerators: Choosing the Best Fit for Your AI Workloads</a></div><div class="HorizontalCard-MobileTitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-mobile-title" data-discover="true" href="/cloud-computing/cloud-vs-on-prem-ai-accelerators-choosing-the-best-fit-for-your-ai-workloads">Cloud vs. On-Prem AI Accelerators: Choosing the Best Fit for Your AI Workloads</a></div></div></div></div></div><div class="ContentCards-ContentPreview ContentCards-ContentPreview_default" data-testid="content-preview-default"><div class="ContentPreview" data-module="content-preview" data-variant="card-horizontal"><div class="HorizontalCard"><div class="HorizontalCard-ImageWrapper"><a data-discover="true" href="/cloud-computing/why-saas-backup-matters-protecting-data-beyond-vendor-guarantees"><span class="HorizontalCard-ImageScreenReaderText">SaaS concept on a tablet</span><img data-component="image" class="HorizontalCard-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd277e0c4548d3c42/673278ac8d8bc463268a48b4/SaaS-1716x965_-_2024-11-11.jpg?width=300&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd277e0c4548d3c42/673278ac8d8bc463268a48b4/SaaS-1716x965_-_2024-11-11.jpg?width=300&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></a></div><div class="HorizontalCard-ContentWrapper"><div class="HorizontalCard-KeywordWrapper"><a data-component="keyword" class="Keyword Keyword_variant_alternate Keyword_title_cloudComputing HorizontalCard-Keyword" data-discover="true" href="/cloud-computing">Cloud Computing</a></div><div class="HorizontalCard-TitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-default-title" data-discover="true" href="/cloud-computing/why-saas-backup-matters-protecting-data-beyond-vendor-guarantees">Why SaaS Backup Matters: Protecting Data Beyond Vendor Guarantees</a></div><div class="HorizontalCard-MobileTitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-mobile-title" data-discover="true" href="/cloud-computing/why-saas-backup-matters-protecting-data-beyond-vendor-guarantees">Why SaaS Backup Matters: Protecting Data Beyond Vendor Guarantees</a></div></div></div></div></div><div class="ContentCards-ContentPreview ContentCards-ContentPreview_default" data-testid="content-preview-default"><div class="ContentPreview" data-module="content-preview" data-variant="card-horizontal"><div class="HorizontalCard"><div class="HorizontalCard-ImageWrapper"><a data-discover="true" href="/devops/devops-key-to-faster-more-efficient-government-software-development"><span class="HorizontalCard-ImageScreenReaderText">DevOps logo on top of code</span><img data-component="image" class="HorizontalCard-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltdf272a7a39b366c2/672b48253c936766d5282090/DevOps-code-1716x965_-_2024-09-06.jpg?width=300&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltdf272a7a39b366c2/672b48253c936766d5282090/DevOps-code-1716x965_-_2024-09-06.jpg?width=300&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></a></div><div class="HorizontalCard-ContentWrapper"><div class="HorizontalCard-KeywordWrapper"><a data-component="keyword" class="Keyword Keyword_variant_alternate Keyword_title_devOps HorizontalCard-Keyword" data-discover="true" href="/it-management/devops">DevOps</a></div><div class="HorizontalCard-TitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-default-title" data-discover="true" href="/devops/devops-key-to-faster-more-efficient-government-software-development">DevOps: Key to Faster, More Efficient Government Software Development</a></div><div class="HorizontalCard-MobileTitleWrapper"><a class="HorizontalCard-Title" data-testid="preview-mobile-title" data-discover="true" href="/devops/devops-key-to-faster-more-efficient-government-software-development">DevOps: Key to Faster, More Efficient Government Software Development</a></div></div></div></div></div></div></div></div></div><div class="Sidebar-SidebarItem" data-testid="sidebar-item"><div data-module="newsletter-signup-promo"><div class="SubscribeBanner SubscribeBanner_mode_dark SubscribeBanner_variant_vertical"><div class="SubscribeBanner-Wrapper"><div class="SubscribeBanner-Title" data-testid="subscribeBanner_title">Sign up for the ITPro Today newsletter</div><div class="SubscribeBanner-Message" data-testid="subscribeBanner_message">Stay on top of the IT universe with commentary, news analysis, how-to's, and tips delivered to your inbox daily.</div><div class="SubscribeBanner-Button"><a data-component="button" data-testid="bannerNewsletterbutton" class="Button Button_size_medium Button_variant_secondaryFilled" href="https://itp-resources.itprotoday.com/c/pubRD.mpl?secure=1&sr=pp&_t=pp:&qf=w_itpb86&ch=itpsitebtn" target="_blank" rel="nofollow" data-name="subscribe-banner" data-action-type="sign-up"><span class="Button-ContentWrapper">Newsletter Sign-Up</span></a></div></div></div></div></div><div class="Sidebar-SidebarItem" data-testid="sidebar-item"><div data-module="content-cards" class="ContentCards ContentCards_sidebar"><div class="ContentCards-CardsWrapper ContentCards-CardsWrapper_column"><div class="ContentCards-Header ContentCards-Header_column" data-testid="content-cards-header"><h3 class="ContentCards-Title" data-testid="contentCardsTitle">Recent What Is</h3></div><div class="ContentCards-Content ContentCards-Content_column"><div class="ContentCards-ContentPreview ContentCards-ContentPreview_column" data-testid="content-preview-column"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/disaster-recovery/bcdr-basics-a-quick-reference-guide-for-business-continuity-disaster-recovery"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">cartoon shows a person next to a checklist and several icons that represent disaster scenarios</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd6267f0056e427cb/6707f1e94c215e0bdbe8db2f/image-1795x965_(2).jpg?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd6267f0056e427cb/6707f1e94c215e0bdbe8db2f/image-1795x965_(2).jpg?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_disasterRecovery ContentPreview-Category" data-discover="true" href="/data-storage/disaster-recovery">Disaster Recovery</a><a class="ContentPreview-IconWrapper" title="Link to all document" data-testid="content-preview-icon-link" data-discover="true" href="/disaster-recovery/bcdr-basics-a-quick-reference-guide-for-business-continuity-disaster-recovery"><span data-component="icon" data-name="Document" class="ContentPreview-Icon" style="mask-image:url(/build/_assets/Document-NG4YMZFA.svg);-webkit-mask-image:url(/build/_assets/Document-NG4YMZFA.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/disaster-recovery/bcdr-basics-a-quick-reference-guide-for-business-continuity-disaster-recovery">BCDR Basics: A Quick Reference Guide for Business Continuity & Disaster Recovery</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/disaster-recovery/bcdr-basics-a-quick-reference-guide-for-business-continuity-disaster-recovery">BCDR Basics: A Quick Reference Guide for IT Pros</a></div></div></div></div></div><div class="ContentCards-ContentPreview ContentCards-ContentPreview_column" data-testid="content-preview-column"><div class="ContentPreview" data-module="content-preview" data-variant="card-vertical"><div class="ContentPreview-Wrapper ContentPreview-Wrapper_variant_cardVertical"><a data-testid="thumbnail" data-discover="true" href="/powershell/introduction-to-powershell-environment-variables"><div class="ContentPreview-ImageContainer"><span data-testid="content-preview-screen-reader-text" class="ContentPreview-ImageScreenReaderText">technology interface with a person's hand drawing gears and cogs</span><img data-testid="content-preview-image" data-component="image" class="ContentPreview-Image" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfffa964ee37aaf1e/66f6ee6fe8a6b02af4dab7fe/powershell_environment_variables_chart.png?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfffa964ee37aaf1e/66f6ee6fe8a6b02af4dab7fe/powershell_environment_variables_chart.png?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="" title=""/></div></a><a data-component="keyword" class="Keyword Keyword_variant_standard Keyword_title_powerShell ContentPreview-Category" data-discover="true" href="/operating-systems/powershell">PowerShell</a><div class="VerticalCard"><div class="VerticalCard-Body"><a class="VerticalCard-Title VerticalCard-Title_displayOption_default" data-testid="preview-default-title" data-discover="true" href="/powershell/introduction-to-powershell-environment-variables">Introduction To PowerShell Environment Variables</a><a class="VerticalCard-Title VerticalCard-Title_displayOption_mobile" data-testid="preview-mobile-title" data-discover="true" href="/powershell/introduction-to-powershell-environment-variables">Introduction To PowerShell Environment Variables</a></div></div></div></div></div></div></div></div></div></div></div></div></div></div></section><footer data-module="footer" class="Footer"><div class="Footer-Background"></div><div data-testid="logo" class="Footer-LogoContainer Footer-LogoContainer_length_2"><a data-discover="true" href="/"><img title="ITPro Today Logo" data-component="image" class="Footer-LogoImage Footer-LogoImage_length_2" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="ITPro Today Logo"/></a></div><div data-testid="LinkSection" class="LinkSection LinkSection_length_2"><h5 class="LinkSection-Title" data-testid="link-section-title">Discover More</h5><div class="LinkSection-LinksWrapper"><a class="LinkSection-Link" target="_blank" rel="noreferrer" href="https://www.datacenterknowledge.com/">Data Center Knowledge</a><a class="LinkSection-Link" target="_blank" rel="noreferrer" href="https://www.informationweek.com/">InformationWeek</a><a class="LinkSection-Link" target="_blank" rel="noreferrer" href="https://www.networkcomputing.com/">Network Computing</a><a class="LinkSection-Link" target="_blank" rel="noreferrer" href="https://www.nojitter.com/">No Jitter</a><a class="LinkSection-Link" target="_blank" rel="noreferrer" href="https://afcom.com/">AFCOM</a></div></div><div data-testid="LinkSection" class="LinkSection LinkSection_length_2"><h5 class="LinkSection-Title" data-testid="link-section-title">Working With Us</h5><div class="LinkSection-LinksWrapper"><a class="LinkSection-Link" rel="noreferrer" data-discover="true" href="/about-us" target="_blank">About Us</a><a class="LinkSection-Link" target="_blank" rel="noreferrer" href="https://info.wrightsmedia.com/informa-licensing-reprints-request">Reprints</a><a class="LinkSection-Link" rel="noreferrer" data-discover="true" href="/advertise" target="_blank">Advertise</a><a class="LinkSection-Link" rel="noreferrer" data-discover="true" href="/contact-us" target="_blank">Contact Us</a></div></div><div data-testid="registration" class="Footer-RegistrationWrapper"><div class="RegistrationSection RegistrationSection_linkSectionLength_2"><h5 class="RegistrationSection-Title">Join Us</h5><div class="Layout-Register Layout-Register_variant_footer"></div><div class="Layout-NewsLetter Layout-NewsLetter_variant_footer"><div data-module="newsletter-signup-promo"><a data-component="button" data-testid="footerNewsletterButton" class="Button Button_size_medium Button_variant_primaryFilled" href="https://itp-resources.itprotoday.com/c/pubRD.mpl?secure=1&sr=pp&_t=pp:&qf=w_itpb86&ch=itpsitebtn" target="_blank" rel="nofollow" data-name="subscribe-footer" data-action-type="sign-up"><span class="Button-ContentWrapper">Newsletter Sign-Up</span></a></div></div></div></div><div data-testid="social" class="SocialSection SocialSection_linkSectionLength_2"><h5 class="SocialSection-Title">Follow Us</h5><div data-component="social-share" class="SocialShare SocialShare_variant_layout"><a target="_blank" rel="noreferrer" aria-label="Facebook" href="https://www.facebook.com/ITProToday/"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="Facebook" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_facebook" style="mask-image:url(/build/_assets/Facebook-CJB5G2HY.svg);-webkit-mask-image:url(/build/_assets/Facebook-CJB5G2HY.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Twitter" href="https://twitter.com/ITProToday"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="Twitter" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_twitter" style="mask-image:url(/build/_assets/Twitter-WD5AOEQ7.svg);-webkit-mask-image:url(/build/_assets/Twitter-WD5AOEQ7.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Linkedin" href="https://www.linkedin.com/company/itpro-today/"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="Linkedin" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_linkedin" style="mask-image:url(/build/_assets/Linkedin-VQUF3EEQ.svg);-webkit-mask-image:url(/build/_assets/Linkedin-VQUF3EEQ.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="Youtube" href="https://www.youtube.com/channel/UCedUgT8R7qC3vsOSxXS5-ZA"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="Youtube" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_youtube" style="mask-image:url(/build/_assets/Youtube-S4PSC4UA.svg);-webkit-mask-image:url(/build/_assets/Youtube-S4PSC4UA.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="GoogleNews" href="https://news.google.com/publications/CAAqKQgKIiNDQklTRkFnTWFoQUtEbWwwY0hKdmRHOWtZWGt1WTI5dEtBQVAB"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="GoogleNews" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_googleNews" style="mask-image:url(/build/_assets/GoogleNews-6O72APW7.svg);-webkit-mask-image:url(/build/_assets/GoogleNews-6O72APW7.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a><a target="_blank" rel="noreferrer" aria-label="RSS" href="https://www.itprotoday.com/rss.xml"><span class="SocialShare-IconWrapper SocialShare-IconWrapper_variant_layout"><span data-component="icon" data-name="RSS" class="SocialShare-Icon SocialShare-Icon_variant_layout SocialShare-Icon_type_rss" style="mask-image:url(/build/_assets/RSS-3XFHIVCK.svg);-webkit-mask-image:url(/build/_assets/RSS-3XFHIVCK.svg);mask-repeat:no-repeat;-webkit-mask-repeat:no-repeat;-webkit-mask-position:center;-webkit-mask-size:contain"></span></span></a></div></div><div class="CopyrightsSection"><div class="CopyrightsSection-Background"></div><div data-testid="copyrights" class="CopyrightsSection-Wrapper"><a data-testid="businessUnit" class="CopyrightsSection-BusinessLink" target="_blank" href="https://www.informatech.com/"><img title="Informa Tech" data-component="image" class="CopyrightsSection-BusinessImage" data-src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt677f6470bd1b54d5/65d7393aac9ea2040a7bf57c/InformaTechBTYB_240x60.png?width=700&auto=webp&quality=80&disable=upscale" src="https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt677f6470bd1b54d5/65d7393aac9ea2040a7bf57c/InformaTechBTYB_240x60.png?width=700&auto=webp&quality=80&disable=upscale" loading="lazy" alt="Informa Tech"/></a><div class="CopyrightsSection-TextWrapper"><p data-testid="copyrightText" class="CopyrightsSection-Text"><span class="CopyrightsSection-TextBlock"></span>Copyright © 2024 Informa PLC Informa UK Limited is a company registered in England and Wales with company number 1072954 whose registered office is 5 Howick Place, London, SW1P 1WG.</p><div data-testid="copyrightLinks" class="CopyrightsSection-LinksWrapper CopyrightsSection-LinksWrapper_hasLinks"><a class="CopyrightsSection-Link" target="_blank" href="https://www.informatech.com/">Home<span class="CopyrightsSection-LinkSeparator">|</span></a><a class="CopyrightsSection-Link" rel="noreferrer" target="_blank" href="https://privacyportal-eu-cdn.onetrust.com/dsarwebform/c1f53e84-9f05-4169-a854-85052b63c50b/5f26b553-52cc-4973-a761-295d5634a6b6.html">CCPA: Do not sell my personal info<span class="CopyrightsSection-LinkSeparator">|</span></a><a class="CopyrightsSection-Link" rel="noreferrer" data-discover="true" href="/cookie-policy" target="_blank">Cookies<span class="CopyrightsSection-LinkSeparator">|</span></a><a class="CopyrightsSection-Link" rel="noreferrer" target="_blank" href="https://informa.com/privacy-policy/">Privacy<span class="CopyrightsSection-LinkSeparator">|</span></a><a class="CopyrightsSection-Link" rel="noreferrer" target="_blank" href="https://tech.informa.com/terms-and-conditions">Terms</a></div></div></div></div></footer></div></div></main><script data-cfasync="false" src="/cdn-cgi/scripts/5c5dd728/cloudflare-static/email-decode.min.js"></script><script>((STORAGE_KEY, restoreKey) => { if (!window.history.state || !window.history.state.key) { let key = Math.random().toString(32).slice(2); window.history.replaceState({ key }, ""); } try { let positions = JSON.parse(sessionStorage.getItem(STORAGE_KEY) || "{}"); let storedY = positions[restoreKey || window.history.state.key]; if (typeof storedY === "number") { window.scrollTo(0, storedY); } } catch (error) { console.error(error); sessionStorage.removeItem(STORAGE_KEY); } })("positions", null)</script><link rel="modulepreload" href="/build/manifest-A2F38A42.js"/><link rel="modulepreload" href="/build/entry.client-SFHSSSEN.js"/><link rel="modulepreload" href="/build/_shared/chunk-RVHE4U6B.js"/><link rel="modulepreload" href="/build/_shared/chunk-SJXV5VAW.js"/><link rel="modulepreload" href="/build/_shared/chunk-63EVRDSK.js"/><link rel="modulepreload" href="/build/_shared/chunk-ADMCF34Z.js"/><link rel="modulepreload" href="/build/_shared/chunk-QLNIWV7P.js"/><link rel="modulepreload" href="/build/_shared/chunk-VAILQJN5.js"/><link rel="modulepreload" href="/build/_shared/chunk-RZRUW7QG.js"/><link rel="modulepreload" href="/build/_shared/chunk-3MIG7PUI.js"/><link rel="modulepreload" href="/build/_shared/chunk-B7M2L5OV.js"/><link rel="modulepreload" href="/build/_shared/chunk-JWYSME77.js"/><link rel="modulepreload" href="/build/_shared/chunk-JRHR4PP4.js"/><link rel="modulepreload" href="/build/_shared/chunk-WTDTITBY.js"/><link rel="modulepreload" href="/build/_shared/chunk-VZQVWFLO.js"/><link rel="modulepreload" href="/build/_shared/chunk-4PCUPHYO.js"/><link rel="modulepreload" href="/build/_shared/chunk-JERMOH2I.js"/><link rel="modulepreload" href="/build/_shared/chunk-265XATAY.js"/><link rel="modulepreload" href="/build/_shared/chunk-5JUJG2OP.js"/><link rel="modulepreload" href="/build/_shared/chunk-BC6KZFPP.js"/><link rel="modulepreload" href="/build/_shared/chunk-QVUW3IXO.js"/><link rel="modulepreload" href="/build/_shared/chunk-ALTNKHHR.js"/><link rel="modulepreload" href="/build/_shared/chunk-HMGGHMSJ.js"/><link rel="modulepreload" href="/build/_shared/chunk-IW54JVOH.js"/><link rel="modulepreload" href="/build/root-TPDAOOC5.js"/><link rel="modulepreload" href="/build/_shared/chunk-BEXYKDRS.js"/><link rel="modulepreload" href="/build/_shared/chunk-ED7QE4BI.js"/><link rel="modulepreload" href="/build/_shared/chunk-JSR73AOE.js"/><link rel="modulepreload" href="/build/_shared/chunk-2GCGBGJC.js"/><link rel="modulepreload" href="/build/_shared/chunk-V2OXSPCY.js"/><link rel="modulepreload" href="/build/_shared/chunk-TMZP7SNL.js"/><link rel="modulepreload" href="/build/_shared/chunk-67BSXSX4.js"/><link rel="modulepreload" href="/build/_shared/chunk-AZ4H7HW6.js"/><link rel="modulepreload" href="/build/_shared/chunk-WJRCTNP6.js"/><link rel="modulepreload" href="/build/_shared/chunk-RF3GAYWA.js"/><link rel="modulepreload" href="/build/_shared/chunk-7IHSV4VV.js"/><link rel="modulepreload" href="/build/_shared/chunk-PLHCH5TH.js"/><link rel="modulepreload" href="/build/_shared/chunk-6GCYGCGB.js"/><link rel="modulepreload" href="/build/_shared/chunk-WGLVXOTX.js"/><link rel="modulepreload" href="/build/_shared/chunk-WXVEBWE3.js"/><link rel="modulepreload" href="/build/_shared/chunk-7WX3BG7O.js"/><link rel="modulepreload" href="/build/_shared/chunk-S6Q7UVRU.js"/><link rel="modulepreload" href="/build/_shared/chunk-2Q3IQPTU.js"/><link rel="modulepreload" href="/build/_shared/chunk-B765HE7O.js"/><link rel="modulepreload" href="/build/_shared/chunk-4DPVJM62.js"/><link rel="modulepreload" href="/build/_shared/chunk-PHSYQFSR.js"/><link rel="modulepreload" href="/build/_shared/chunk-GGO4FWBQ.js"/><link rel="modulepreload" href="/build/_shared/chunk-N3DN6AS5.js"/><link rel="modulepreload" href="/build/_shared/chunk-IJ353W5V.js"/><link rel="modulepreload" href="/build/_shared/chunk-C5UGRRW5.js"/><link rel="modulepreload" href="/build/_shared/chunk-KNORYGJC.js"/><link rel="modulepreload" href="/build/_shared/chunk-TDM4RAGW.js"/><link rel="modulepreload" href="/build/routes/$topic.$slug._index-J4IJ2FVO.js"/><script>window.__remixContext = {"future":{"v3_fetcherPersist":false,"v3_relativeSplatPath":false,"v3_throwAbortReason":false},"state":{"loaderData":{"root":{"brand":"itprotoday","authenticationStatus":"anonymous","siteName":"ITPro Today","ads":{"networkId":3834,"parentAdUnit":"itprotoday.home","enabledAds":"all","checkClientIP":false,"disableSponsorBar":true},"authConfig":{"enabled":false,"disableCaptcha":false},"vwo":{"enabled":true,"accountId":"734041"},"isDctsTurnOn":false,"oneTrust":{"siteId":"dfd08c13-c8cf-43d1-8ccc-a1ca99dc6d5e"},"gtmIds":{"primary":"GTM-5523ZCM","secondary":"GTM-MTN2X7K"},"ui":{"brand":"itprotoday","theme":"theme1","font":{"primary":{"name":"Inter","url":"https://fonts.googleapis.com/css2?family=Inter:wght@100;200;300;400;500;600;700;800;900\u0026display=swap"},"secondary":{"name":"Inter","url":"https://fonts.googleapis.com/css2?family=Inter:wght@100;200;300;400;500;600;700;800;900\u0026display=swap"}}},"environment":"prod","featureToggles":{"elnNewsletter":false,"elnWithoutNewsletter":false,"iirisAuthentication":false,"subBrand":false,"useSettingsRedirectAPIVersion1":false,"gatingEnabled":false,"iirisRecommendationDisabled":false,"iasPetEnabled":false,"bridgedMediaEnabled":false,"ecommerceEnabled":false,"iirisRecommendationVer":"version4","weather3MonthForecastEnabled":false},"layout":{"socialLinks":[{"type":"Facebook","url":"https://www.facebook.com/ITProToday/"},{"type":"Twitter","url":"https://twitter.com/ITProToday"},{"type":"Linkedin","url":"https://www.linkedin.com/company/itpro-today/"},{"type":"Youtube","url":"https://www.youtube.com/channel/UCedUgT8R7qC3vsOSxXS5-ZA"},{"type":"GoogleNews","url":"https://news.google.com/publications/CAAqKQgKIiNDQklTRkFnTWFoQUtEbWwwY0hKdmRHOWtZWGt1WTI5dEtBQVAB"},{"type":"RSS","url":"https://www.itprotoday.com/rss.xml"}],"informaBar":{"enabled":true,"leftSection":{"description":"IT Pro Today is part of the Informa Tech Division of Informa PLC","subMenu":[{"title":"INFORMA PLC","url":"https://informa.com/"},{"title":"ABOUT US","url":"https://informa.com/about-us/"},{"title":"INVESTOR RELATIONS","url":"https://informa.com/investors/"},{"title":"TALENT","url":"https://informa.com/talent/"}]},"rightSection":{"description":"This site is operated by a business or businesses owned by Informa PLC and all copyright resides with them. Informa PLC's registered office is 5 Howick Place, London SW1P 1WG. Registered in England and Wales. Number 8860726."}},"nav":{"mainMenuItems":[{"title":"Cloud","url":"/cloud-computing","seeAllLink":"SEE ALL Cloud","seeAllLinkUrl":"/cloud-computing","hasSubMenu":true,"subMenu":[{"title":"Cloud Services","url":"/cloud-computing/cloud-services"},{"title":"Hybrid Cloud","url":"/cloud-computing/hybrid-cloud"},{"title":"Private Cloud","url":"/cloud-computing/private-cloud"},{"title":"Public Cloud","url":"/cloud-computing/public-cloud"}],"recentContents":[{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf23a9f3654718e87/6745b2839d8a1d7b9c068959/lock-1716x965_-_2024-11-26.jpg","alt":"lock in front of a data center"},"articleName":"Navigating the Complexities of Data Sovereignty","mobileHeadline":"Navigating the Complexities of Data Sovereignty","articleSummary":"Where is your data held and who has the right to access it? Here's how businesses can leverage the benefits of cloud computing while safeguarding data and protecting their interests.","articleUrl":"/cloud-computing/navigating-the-complexities-of-data-sovereignty","listPageUrl":"","date":"Nov 27, 2024","webinarStartTime":"","categoryName":"Cloud Computing","categoryUrl":"/cloud-computing","contentType":"Article","contributors":[{"name":"Industry Perspectives","link":"/author/industry-perspectives","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd7fa51c8929351c1/6659df384bcb3c8c0e786295/ITP_IP.png"}],"timeRead":4,"variant":"card-vertical","layoutVariant":"vertical"},{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbccb33f3a9816de0/6745a853d02e4c8b321b09cc/outage-cost-1716x965_-_2024-09-19.jpg","alt":"unplugged power cord on top of a calculator"},"articleName":"Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands","mobileHeadline":"Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands","articleSummary":"The company said a recent change impacted some of its services and it has deployed a fix.","articleUrl":"/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands","listPageUrl":"","date":"Nov 26, 2024","webinarStartTime":"","categoryName":"IT Operations","categoryUrl":"/it-management/it-operations","contentType":"Article","contributors":[{"name":"The Washington Post","link":"/author/the-washington-post","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt934dc95cced9fbe8/6613c9f64cef4f3fba38424c/wapo-logo.jpg"}],"timeRead":3,"variant":"card-vertical","layoutVariant":"vertical"}]},{"title":"OS","url":"/operating-systems","seeAllLink":"See All OS","seeAllLinkUrl":"/operating-systems","hasSubMenu":true,"subMenu":[{"title":"Microsoft Windows","url":"/operating-systems/microsoft-windows"},{"title":"Windows Server","url":"/operating-systems/windows-server"},{"title":"PowerShell","url":"/operating-systems/powershell"},{"title":"Linux OS","url":"/operating-systems/linux-os"},{"title":"SQL Server","url":"/operating-systems/sql-server"},{"title":"MacOS","url":"/operating-systems/macos"},{"title":"Android OS","url":"/operating-systems/android-os"},{"title":"ChromeOS","url":"/operating-systems/chromeos"},{"title":"Ubuntu","url":"/operating-systems/ubuntu"},{"title":"Red Hat OS","url":"/operating-systems/red-hat-os"}],"recentContents":[{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt8d62652f26754e66/6650a078b58e50d58b79f554/autonomous-car-1800.jpg","alt":"empty cockpit of autonomous car"},"articleName":"What Is a Real-Time Operating System, and Who Needs One?","mobileHeadline":"What Is a Real-Time Operating System, and Who Needs One?","articleSummary":"With such cutting-edge technology as autonomous vehicles and medical IoT devices, real-time performance is becoming a necessity — thus, the increasing need for real-time operating systems.","articleUrl":"/operating-systems/what-is-a-real-time-operating-system-and-who-needs-one-","listPageUrl":"","date":"Mar 5, 2024","webinarStartTime":"","categoryName":"Operating Systems","categoryUrl":"/operating-systems","contentType":"Article","contributors":[{"name":"Christopher Tozzi","link":"/author/christopher-tozzi","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt363e2b757d4697ca/6613c9a4e92bcfe48a891995/christophertozzi_2.jpg"}],"timeRead":6,"variant":"card-vertical","layoutVariant":"vertical"},{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltcaa6c9c167380d22/6617f81c4a487a61abdcc7e2/cubes_20with_20arrows_20and_20checkmarks_20illustrating_20a_20validation_20process.jpg","alt":"cubes with arrows and checkmarks illustrating a validation process"},"articleName":"PowerShell Parameter Validation: Ensuring Valid Input for Functions","mobileHeadline":"PowerShell Parameter Validation: Ensuring Valid Input for Functions","articleSummary":"It’s a good idea to validate function parameters before executing any actions. Learn these two techniques for performing parameter validation.","articleUrl":"/powershell/powershell-parameter-validation-ensuring-valid-input-for-functions","listPageUrl":"","date":"Feb 20, 2024","webinarStartTime":"","categoryName":"PowerShell","categoryUrl":"/operating-systems/powershell","contentType":"Article","contributors":[{"name":"Brien Posey","link":"/author/brien-posey","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbd2d61ed5b87072c/6613c9a9bce8e3a5a1d68782/Brien_Posey.jpg"}],"timeRead":4,"variant":"card-vertical","layoutVariant":"vertical"}]},{"title":"IT Mgmt","url":"/it-management","seeAllLink":"See All IT Mgmt","seeAllLinkUrl":"/it-management","hasSubMenu":true,"subMenu":[{"title":"IT Operations","url":"/it-management/it-operations"},{"title":"DevOps","url":"/it-management/devops"},{"title":"Ops and More","url":"/it-management/ops-and-more"},{"title":"IT Sustainability","url":"/it-management/it-sustainability"},{"title":"IT Automation","url":"/it-management/it-automation"}],"recentContents":[{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltb7edea2ad21fd777/67460128a8aa135959af5c64/image-1716x965_-_2024-11-26T121049.383.jpg","alt":"logo for solarwinds on a smartphone in a person's hand and on the background"},"articleName":"SolarWinds CEO on Building Trust After Breach, Unifying IT and C-Suite, and GenAI Future","mobileHeadline":"SolarWinds CEO on Building Trust After Breach, Unifying IT and C-Suite, and GenAI Future","articleSummary":"The company stands on solid financial ground even after a massive breach four years ago shook the tech community. SolarWinds CEO Sudhakar Ramakrishna tells InformationWeek that his “against the grain” approach helped rebuild trust.","articleUrl":"/attacks-breaches/solarwinds-ceo-on-building-trust-after-breach-unifying-it-and-c-suite-and-genai-future","listPageUrl":"","date":"Nov 26, 2024","webinarStartTime":"","categoryName":"Attacks \u0026 Breaches","categoryUrl":"/it-security/attacks-breaches","contentType":"Article","contributors":[{"name":"Shane Snider","link":"/author/shane-snider","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt8087f71fe9f05f79/671824707aabe9f00908085d/Shane_Snider_Profile.webp"},{"name":"InformationWeek","link":"/author/informationweek","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfe700963d293545b/662c186ab6e73c2096cb1da7/251403_Favicon_512x512.png"}],"timeRead":1,"variant":"card-vertical","layoutVariant":"vertical"},{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbccb33f3a9816de0/6745a853d02e4c8b321b09cc/outage-cost-1716x965_-_2024-09-19.jpg","alt":"unplugged power cord on top of a calculator"},"articleName":"Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands","mobileHeadline":"Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands","articleSummary":"The company said a recent change impacted some of its services and it has deployed a fix.","articleUrl":"/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands","listPageUrl":"","date":"Nov 26, 2024","webinarStartTime":"","categoryName":"IT Operations","categoryUrl":"/it-management/it-operations","contentType":"Article","contributors":[{"name":"The Washington Post","link":"/author/the-washington-post","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt934dc95cced9fbe8/6613c9f64cef4f3fba38424c/wapo-logo.jpg"}],"timeRead":3,"variant":"card-vertical","layoutVariant":"vertical"}]},{"title":"Career","url":"/career-management","seeAllLink":"See All Career Mgmt","seeAllLinkUrl":"/career-management","hasSubMenu":true,"subMenu":[{"title":"Career Tips","url":"/career-management/career-tips"},{"title":"Certifications","url":"/career-management/certifications"},{"title":"Training","url":"/career-management/training"}],"recentContents":[{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd2b309d94c978e07/6740c584804c6d78f70a053d/priorities-1716x965_-_2024-11-22.jpg","alt":"Binder marked \"priorities\""},"articleName":"ITPro Today's 2024 IT Priorities Report: Complementary Guide","mobileHeadline":"ITPro Today's 2024 IT Priorities Report: Complementary Guide","articleSummary":"This guide expands on ITPro Today's 2024 IT Priorities Report, uncovering trends in storage, application deployment, cloud, and more, offering a deeper look into where IT spending and strategies are headed.","articleUrl":"/career-management/itpro-today-2024-it-priorities-survey-report-complementary-guide","listPageUrl":"","date":"Nov 26, 2024","webinarStartTime":"","categoryName":"Career Management","categoryUrl":"/career-management","contentType":"Article","contributors":[{"name":"Christopher Tozzi","link":"/author/christopher-tozzi","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt363e2b757d4697ca/6613c9a4e92bcfe48a891995/christophertozzi_2.jpg"}],"timeRead":8,"variant":"card-vertical","layoutVariant":"vertical"},{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltef1c012c16d42c8e/673f31ea0b465e9d0dc63974/skills-1716x965_-_2024-09-20.jpg","alt":"hand turning a Skills knob"},"articleName":"Use Skills-Based Talent Practices to Future-Proof Your Tech Organization","mobileHeadline":"Use Skills-Based Talent Practices to Future-Proof Your Tech Organization","articleSummary":"As tech leaders face resource constraints and rapid technological change, adopting a skills-based talent approach ensures teams remain adaptable and equipped to meet current and future business demands.","articleUrl":"/it-management/use-skills-based-talent-practices-to-future-proof-your-tech-organization","listPageUrl":"","date":"Nov 21, 2024","webinarStartTime":"","categoryName":"IT Management","categoryUrl":"/it-management","contentType":"Article","contributors":[{"name":"Forrester Blog Network","link":"/author/forrester-blog-network","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfaedff1acefcdf54/665892e6ca5ec11c141bd360/forrester-logo.png"}],"timeRead":2,"variant":"card-vertical","layoutVariant":"vertical"}]},{"title":"Storage","url":"/data-storage","seeAllLink":"See All Data Storage","seeAllLinkUrl":"/data-storage","hasSubMenu":true,"subMenu":[{"title":"Cloud Storage","url":"/data-storage/cloud-storage"},{"title":"High Speed Storage","url":"/data-storage/high-speed-storage"},{"title":"Data Backup","url":"/data-storage/data-backup"},{"title":"Disaster Recovery","url":"/data-storage/disaster-recovery"}],"recentContents":[{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt353b531613f7649b/671fd698f99f6629af82a1f1/Cloud_Data_Protection_Icon_YAY_Media_AS_via_Alamy_Stock.jpg","alt":"A silver and gray cloud data protection icon showing a cloud with a lock inside of it."},"articleName":"Data Protection Is Critical in the Multi-Cloud","mobileHeadline":"Data Protection Is Critical in the Multi-Cloud","articleSummary":"This session reveals risks to consider when designing a data protection strategy and the importance of remote recovery for catastrophic incidents.","articleUrl":"/data-backup/data-protection-is-critical-in-the-multicloud","listPageUrl":"/videos","date":"Oct 31, 2024","webinarStartTime":"","categoryName":"Data Backup","categoryUrl":"/data-storage/data-backup","contentType":"Video","contributors":[{"name":"Brandon Taylor","link":"/author/brandon-taylor","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blte8d1693765e9e98a/661d3e06f6197395e0dc3b59/BT_Headshot_cropped.jpg"}],"timeRead":5,"variant":"card-vertical","layoutVariant":"vertical"},{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt09f304627bf20e3c/671a597a2184e03751062d8b/mainframe-1716x965_-_2024-10-24.jpg","alt":"mainframe"},"articleName":"Mainframe Technology Is Far From Obsolete","mobileHeadline":"Mainframe Technology Is Far From Obsolete","articleSummary":"Mainframe technology remains essential for security, scalability, and efficiency. To stay competitive, companies must blend legacy mainframes with modern systems.","articleUrl":"/it-infrastructure/mainframe-technology-is-far-from-obsolete","listPageUrl":"","date":"Oct 24, 2024","webinarStartTime":"","categoryName":"IT Infrastructure","categoryUrl":"/it-infrastructure","contentType":"Article","contributors":[{"name":"Industry Perspectives","link":"/author/industry-perspectives","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd7fa51c8929351c1/6659df384bcb3c8c0e786295/ITP_IP.png"}],"timeRead":4,"variant":"card-vertical","layoutVariant":"vertical"}]},{"title":"Security","url":"/it-security","seeAllLink":"See All IT Security","seeAllLinkUrl":"/it-security","hasSubMenu":true,"subMenu":[{"title":"Vulnerabilities \u0026 Threats","url":"/it-security/vulnerabilities-threats"},{"title":"Attacks \u0026 Breaches","url":"/it-security/attacks-breaches"},{"title":"Regulatory Compliance","url":"/it-security/regulatory-compliance"},{"title":"Data Privacy","url":"/it-security/data-privacy"},{"title":"Cloud Security","url":"/it-security/cloud-security"},{"title":"Endpoint Security","url":"/it-security/endpoint-security"},{"title":"Identity Mgmt \u0026 Access Control","url":"/it-security/identity-management-access-control"}],"recentContents":[{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltb7edea2ad21fd777/67460128a8aa135959af5c64/image-1716x965_-_2024-11-26T121049.383.jpg","alt":"logo for solarwinds on a smartphone in a person's hand and on the background"},"articleName":"SolarWinds CEO on Building Trust After Breach, Unifying IT and C-Suite, and GenAI Future","mobileHeadline":"SolarWinds CEO on Building Trust After Breach, Unifying IT and C-Suite, and GenAI Future","articleSummary":"The company stands on solid financial ground even after a massive breach four years ago shook the tech community. SolarWinds CEO Sudhakar Ramakrishna tells InformationWeek that his “against the grain” approach helped rebuild trust.","articleUrl":"/attacks-breaches/solarwinds-ceo-on-building-trust-after-breach-unifying-it-and-c-suite-and-genai-future","listPageUrl":"","date":"Nov 26, 2024","webinarStartTime":"","categoryName":"Attacks \u0026 Breaches","categoryUrl":"/it-security/attacks-breaches","contentType":"Article","contributors":[{"name":"Shane Snider","link":"/author/shane-snider","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt8087f71fe9f05f79/671824707aabe9f00908085d/Shane_Snider_Profile.webp"},{"name":"InformationWeek","link":"/author/informationweek","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfe700963d293545b/662c186ab6e73c2096cb1da7/251403_Favicon_512x512.png"}],"timeRead":1,"variant":"card-vertical","layoutVariant":"vertical"},{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbccb33f3a9816de0/6745a853d02e4c8b321b09cc/outage-cost-1716x965_-_2024-09-19.jpg","alt":"unplugged power cord on top of a calculator"},"articleName":"Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands","mobileHeadline":"Microsoft Outage Disrupts Outlook and Teams, Affecting Many Thousands","articleSummary":"The company said a recent change impacted some of its services and it has deployed a fix.","articleUrl":"/it-operations/microsoft-outage-disrupts-outlook-and-teams-affecting-many-thousands","listPageUrl":"","date":"Nov 26, 2024","webinarStartTime":"","categoryName":"IT Operations","categoryUrl":"/it-management/it-operations","contentType":"Article","contributors":[{"name":"The Washington Post","link":"/author/the-washington-post","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt934dc95cced9fbe8/6613c9f64cef4f3fba38424c/wapo-logo.jpg"}],"timeRead":3,"variant":"card-vertical","layoutVariant":"vertical"}]},{"title":"Dev","url":"/software-development","seeAllLink":"See All Software Dev","seeAllLinkUrl":"/software-development","hasSubMenu":true,"subMenu":[{"title":"Cloud Native","url":"/software-development/cloud-native"},{"title":"Programming Languages","url":"/software-development/programming-languages"},{"title":"No-Code/Low-Code","url":"/software-development/no-code-low-code"},{"title":"Software Development Techniques","url":"/software-development/software-development-techniques"}],"recentContents":[{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf57781f189deb1bc/673b30c17a0f43d044091d3b/DevOps-1716x965.jpg","alt":"software developer working at his workstation"},"articleName":"From Declarative to Iterative: How Software Development Is Evolving","mobileHeadline":"From Declarative to Iterative: How Software Development Is Evolving","articleSummary":"AI is changing the way code is generated so developers can gain more speed advantages. Embedded capabilities in IDEs and low-code platforms help.","articleUrl":"/software-development/from-declarative-to-iterative-how-software-development-is-evolving","listPageUrl":"","date":"Nov 18, 2024","webinarStartTime":"","categoryName":"Software Development","categoryUrl":"/software-development","contentType":"Article","contributors":[{"name":"Lisa Morgan","link":"/author/lisa-morgan","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltb11c8ae625be7abe/6613c9bdd9d6083199a9aceb/lisamorgan.jpg"},{"name":"InformationWeek","link":"/author/informationweek","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfe700963d293545b/662c186ab6e73c2096cb1da7/251403_Favicon_512x512.png"}],"timeRead":1,"variant":"card-vertical","layoutVariant":"vertical"},{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt82f6619072e322fb/67334461514ccda012ede816/fingerprint-1716x965_-_2024-11-12T070413.515.jpg","alt":"artwork showing fingerprint and binary code"},"articleName":"Why Future-proofing Cybersecurity Regulatory Frameworks Is Essential","mobileHeadline":"Why Future-proofing Cybersecurity Regulatory Frameworks Is Essential","articleSummary":"Learn why and how to design adaptable regulatory frameworks in the age of AI.","articleUrl":"/regulatory-compliance/why-future-proofing-cybersecurity-regulatory-frameworks-is-essential","listPageUrl":"","date":"Nov 12, 2024","webinarStartTime":"","categoryName":"Regulatory Compliance","categoryUrl":"/it-security/regulatory-compliance","contentType":"Article","contributors":[{"name":"Industry Perspectives","link":"/author/industry-perspectives","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd7fa51c8929351c1/6659df384bcb3c8c0e786295/ITP_IP.png"}],"timeRead":6,"variant":"card-vertical","layoutVariant":"vertical"}]},{"title":"DX","url":"/digital-transformation","seeAllLink":"See All Digital Transformation","seeAllLinkUrl":"/digital-transformation","hasSubMenu":true,"subMenu":[{"title":"AI \u0026 Machine Learning","url":"/digital-transformation/ai-machine-learning"},{"title":"Edge Computing","url":"/digital-transformation/edge-computing"},{"title":"IoT","url":"/digital-transformation/iot"}],"recentContents":[{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd2b309d94c978e07/6740c584804c6d78f70a053d/priorities-1716x965_-_2024-11-22.jpg","alt":"Binder marked \"priorities\""},"articleName":"ITPro Today's 2024 IT Priorities Report: Complementary Guide","mobileHeadline":"ITPro Today's 2024 IT Priorities Report: Complementary Guide","articleSummary":"This guide expands on ITPro Today's 2024 IT Priorities Report, uncovering trends in storage, application deployment, cloud, and more, offering a deeper look into where IT spending and strategies are headed.","articleUrl":"/career-management/itpro-today-2024-it-priorities-survey-report-complementary-guide","listPageUrl":"","date":"Nov 26, 2024","webinarStartTime":"","categoryName":"Career Management","categoryUrl":"/career-management","contentType":"Article","contributors":[{"name":"Christopher Tozzi","link":"/author/christopher-tozzi","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt363e2b757d4697ca/6613c9a4e92bcfe48a891995/christophertozzi_2.jpg"}],"timeRead":8,"variant":"card-vertical","layoutVariant":"vertical"},{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt13044b7405422cb5/67363b557bfb2a6b4a43f78a/HoloLens_on_display.jpg","alt":"the microsoft hololens glasses on display"},"articleName":"What Comes After HoloLens 2? Exploring Microsoft’s AR/VR Future","mobileHeadline":"What Comes After HoloLens 2? Exploring Microsoft’s AR/VR Future","articleSummary":"Microsoft revealed no plans for an immediate HoloLens 2 successor, raising questions about the company’s commitment to its VR/AR technologies.","articleUrl":"/digital-transformation/what-comes-after-hololens-2-exploring-microsoft-s-ar-vr-future","listPageUrl":"","date":"Nov 15, 2024","webinarStartTime":"","categoryName":"Digital Transformation","categoryUrl":"/digital-transformation","contentType":"Article","contributors":[{"name":"Brien Posey","link":"/author/brien-posey","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbd2d61ed5b87072c/6613c9a9bce8e3a5a1d68782/Brien_Posey.jpg"}],"timeRead":3,"variant":"card-vertical","layoutVariant":"vertical"}]},{"title":"Infrastructure","url":"/it-infrastructure","seeAllLink":"See All Infrastructure","seeAllLinkUrl":"/it-infrastructure","hasSubMenu":true,"subMenu":[{"title":"High Performance Computing","url":"/it-infrastructure/high-performance-computing"},{"title":"Containerization","url":"/it-infrastructure/containerization"},{"title":"Server Virtualization","url":"/it-infrastructure/server-virtualization"}],"recentContents":[{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt235d0ec0da7495b9/67444456df9588722d555939/traffic-1716x965_-_2024-11-25.jpg","alt":"\"traffic\" text on a meter pointing to 100%"},"articleName":"How to Prepare Your Website for Holiday Shopping Rush with Load Testing","mobileHeadline":"How to Prepare Your Website for Holiday Shopping Rush with Load Testing","articleSummary":"With high customer expectations for speed and reliability, e-commerce platforms must conduct thorough performance testing and optimization to handle peak traffic during the Black Friday, Cyber Monday, and Christmas sales season.","articleUrl":"/it-infrastructure/how-to-prepare-your-website-for-holiday-shopping-rush-with-load-testing","listPageUrl":"","date":"Nov 25, 2024","webinarStartTime":"","categoryName":"IT Infrastructure","categoryUrl":"/it-infrastructure","contentType":"Article","contributors":[{"name":"Industry Perspectives","link":"/author/industry-perspectives","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd7fa51c8929351c1/6659df384bcb3c8c0e786295/ITP_IP.png"}],"timeRead":5,"variant":"card-vertical","layoutVariant":"vertical"},{"thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt241793d56bb052d5/6731f5bfc64003eae43f7108/AIOps-1716x965_-_2024-10-29.jpg","alt":"AIOps"},"articleName":"Transforming Enterprise Networks With AIOps: A New Era of Intelligent Connectivity","mobileHeadline":"Transforming Enterprise Networks With AIOps: A New Era of Intelligent Connectivity","articleSummary":"Learn how AIOps provides real-time contextualization and insights across the IT estate, ensuring that network infrastructure operates at peak efficiency in serving business needs.","articleUrl":"/ops-and-more/transforming-enterprise-networks-with-aiops-a-new-era-of-intelligent-connectivity","listPageUrl":"","date":"Nov 11, 2024","webinarStartTime":"","categoryName":"Ops and More","categoryUrl":"/it-management/ops-and-more","contentType":"Article","contributors":[{"name":"Forrester Blog Network","link":"/author/forrester-blog-network","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfaedff1acefcdf54/665892e6ca5ec11c141bd360/forrester-logo.png"}],"timeRead":4,"variant":"card-vertical","layoutVariant":"vertical"}]},{"title":"More","url":"/resources","seeAllLink":"Resource Library","seeAllLinkUrl":"/resources","hasSubMenu":true,"subMenu":[{"title":"Newsletters","url":"https://itp-resources.itprotoday.com/c/pubRD.mpl?secure=1\u0026sr=pp\u0026_t=pp:\u0026qf=w_itpb86\u0026ch=itpnav"},{"title":"How To…?","url":"/latest-how-to"},{"title":"Industry Perspectives","url":"/program/industry-perspectives"},{"title":"Business Resources","url":"/resources"},{"title":"Reports/Research","url":"/resources?types=Survey+Report\u0026page=1"},{"title":"Online Events","url":"/resources?page=1\u0026types=Virtual+Event\u0026types=Webinar"},{"title":"Live Events","url":"/events"},{"title":"Videos","url":"/videos"},{"title":"White Papers","url":"/resources?page=1\u0026types=White+Paper"},{"title":"Advertise With Us","url":"/advertise"},{"title":"About Us","url":"/about-us"}],"recentContents":[]}],"secondaryMenu":[{"title":"Documents","url":"/documents"},{"title":"Online Events","url":"/resources?page=1\u0026types=Virtual+Event\u0026types=Webinar"},{"title":"Advertise","url":"/advertise"},{"title":"About","url":"/about-us"}]},"megaMenu":{"largeMenu":[{"title":"Cloud","url":"/cloud-computing","subMenu":[{"title":"Cloud Services","url":"/cloud-computing/cloud-services"},{"title":"Hybrid Cloud","url":"/cloud-computing/hybrid-cloud"},{"title":"Private Cloud","url":"/cloud-computing/private-cloud"},{"title":"Public Cloud","url":"/cloud-computing/public-cloud"}],"seeAllLink":"SEE ALL Cloud","seeAllLinkUrl":"/cloud-computing"},{"title":"OS","url":"/operating-systems","subMenu":[{"title":"Microsoft Windows","url":"/operating-systems/microsoft-windows"},{"title":"Windows Server","url":"/operating-systems/windows-server"},{"title":"PowerShell","url":"/operating-systems/powershell"},{"title":"Linux OS","url":"/operating-systems/linux-os"},{"title":"SQL Server","url":"/operating-systems/sql-server"},{"title":"MacOS","url":"/operating-systems/macos"},{"title":"Android OS","url":"/operating-systems/android-os"},{"title":"ChromeOS","url":"/operating-systems/chromeos"},{"title":"Ubuntu","url":"/operating-systems/ubuntu"},{"title":"Red Hat OS","url":"/operating-systems/red-hat-os"}],"seeAllLink":"See All OS","seeAllLinkUrl":"/operating-systems"},{"title":"IT Mgmt","url":"/it-management","subMenu":[{"title":"IT Operations","url":"/it-management/it-operations"},{"title":"DevOps","url":"/it-management/devops"},{"title":"Ops and More","url":"/it-management/ops-and-more"},{"title":"IT Sustainability","url":"/it-management/it-sustainability"},{"title":"IT Automation","url":"/it-management/it-automation"}],"seeAllLink":"See All IT Mgmt","seeAllLinkUrl":"/it-management"},{"title":"Career","url":"/career-management","subMenu":[{"title":"Career Tips","url":"/career-management/career-tips"},{"title":"Certifications","url":"/career-management/certifications"},{"title":"Training","url":"/career-management/training"}],"seeAllLink":"See All Career Mgmt","seeAllLinkUrl":"/career-management"},{"title":"Storage","url":"/data-storage","subMenu":[{"title":"Cloud Storage","url":"/data-storage/cloud-storage"},{"title":"High Speed Storage","url":"/data-storage/high-speed-storage"},{"title":"Data Backup","url":"/data-storage/data-backup"},{"title":"Disaster Recovery","url":"/data-storage/disaster-recovery"}],"seeAllLink":"See All Data Storage","seeAllLinkUrl":"/data-storage"},{"title":"Security","url":"/it-security","subMenu":[{"title":"Vulnerabilities \u0026 Threats","url":"/it-security/vulnerabilities-threats"},{"title":"Attacks \u0026 Breaches","url":"/it-security/attacks-breaches"},{"title":"Regulatory Compliance","url":"/it-security/regulatory-compliance"},{"title":"Data Privacy","url":"/it-security/data-privacy"},{"title":"Cloud Security","url":"/it-security/cloud-security"},{"title":"Endpoint Security","url":"/it-security/endpoint-security"},{"title":"Identity Mgmt \u0026 Access Control","url":"/it-security/identity-management-access-control"}],"seeAllLink":"See All IT Security","seeAllLinkUrl":"/it-security"},{"title":"Dev","url":"/software-development","subMenu":[{"title":"Cloud Native","url":"/software-development/cloud-native"},{"title":"Programming Languages","url":"/software-development/programming-languages"},{"title":"No-Code/Low-Code","url":"/software-development/no-code-low-code"},{"title":"Software Development Techniques","url":"/software-development/software-development-techniques"}],"seeAllLink":"See All Software Dev","seeAllLinkUrl":"/software-development"},{"title":"DX","url":"/digital-transformation","subMenu":[{"title":"AI \u0026 Machine Learning","url":"/digital-transformation/ai-machine-learning"},{"title":"Edge Computing","url":"/digital-transformation/edge-computing"},{"title":"IoT","url":"/digital-transformation/iot"}],"seeAllLink":"See All Digital Transformation","seeAllLinkUrl":"/digital-transformation"},{"title":"Infrastructure","url":"/it-infrastructure","subMenu":[{"title":"High Performance Computing","url":"/it-infrastructure/high-performance-computing"},{"title":"Containerization","url":"/it-infrastructure/containerization"},{"title":"Server Virtualization","url":"/it-infrastructure/server-virtualization"}],"seeAllLink":"See All Infrastructure","seeAllLinkUrl":"/it-infrastructure"},{"title":"More","url":"/resources","subMenu":[{"title":"Newsletters","url":"https://itp-resources.itprotoday.com/c/pubRD.mpl?secure=1\u0026sr=pp\u0026_t=pp:\u0026qf=w_itpb86\u0026ch=itpnav"},{"title":"How To…?","url":"/latest-how-to"},{"title":"Industry Perspectives","url":"/program/industry-perspectives"},{"title":"Business Resources","url":"/resources"},{"title":"Reports/Research","url":"/resources?types=Survey+Report\u0026page=1"},{"title":"Online Events","url":"/resources?page=1\u0026types=Virtual+Event\u0026types=Webinar"},{"title":"Live Events","url":"/events"},{"title":"Videos","url":"/videos"},{"title":"White Papers","url":"/resources?page=1\u0026types=White+Paper"},{"title":"Advertise With Us","url":"/advertise"},{"title":"About Us","url":"/about-us"}],"seeAllLink":"Resource Library","seeAllLinkUrl":"/resources"}],"smallMenu":[{"title":"Browse","url":"","subMenu":[{"title":"Documents","url":"/documents"},{"title":"Online Events","url":"/resources?page=1\u0026types=Virtual+Event\u0026types=Webinar"},{"title":"Live Events","url":"/events"},{"title":"Videos","url":"/videos"},{"title":"Industry Perspectives","url":"/program/industry-perspectives"},{"title":"Business Resources","url":"/resources"}]},{"title":"Advertise","url":"","subMenu":[{"title":"Explore Marketing Solutions","url":"/advertise"}]},{"title":"Discover More","url":"","subMenu":[{"title":"Data Center Knowledge","url":"https://www.datacenterknowledge.com/"},{"title":"InformationWeek","url":"https://www.informationweek.com/"},{"title":"Network Computing","url":"https://www.networkcomputing.com/"},{"title":"No Jitter","url":"https://www.nojitter.com/"},{"title":"AFCOM","url":"https://afcom.com/"}]}],"sideNavSections":[{"title":"Communicate","url":"","subMenu":[{"title":"About Us","url":"/about-us"},{"title":"Contact Us","url":"/contact-us"}],"seeAllLink":"","seeAllLinkUrl":""}]},"navBase":{"logo":{"url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6a28f214e959257b/65dc5966d7e7df040ab9cb3f/Logo_-_IT_Pro_Today.svg","altText":"ITPro Today Logo"}},"footer":{"logo":{"url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png","altText":"ITPro Today Logo"},"linkSections":[{"links":[{"image":{"altText":"","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png"},"openInNewTab":true,"title":"Data Center Knowledge","url":"https://www.datacenterknowledge.com/"},{"image":{"altText":"","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png"},"openInNewTab":true,"title":"InformationWeek","url":"https://www.informationweek.com/"},{"image":{"altText":"","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png"},"openInNewTab":true,"title":"Network Computing","url":"https://www.networkcomputing.com/"},{"image":{"altText":"","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png"},"openInNewTab":true,"title":"No Jitter","url":"https://www.nojitter.com/"},{"image":{"altText":"","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png"},"openInNewTab":true,"title":"AFCOM","url":"https://afcom.com/"}],"title":"Discover More","type":"1"},{"links":[{"image":{"altText":"","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png"},"openInNewTab":true,"title":"About Us","url":"/about-us"},{"image":{"altText":"","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png"},"openInNewTab":true,"title":"Reprints","url":"https://info.wrightsmedia.com/informa-licensing-reprints-request"},{"image":{"altText":"","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png"},"openInNewTab":true,"title":"Advertise","url":"/advertise"},{"image":{"altText":"","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6988047454ea0f07/65def58180429104075f67f7/Logo_-_IT_Pro_Today@2x.png"},"openInNewTab":true,"title":"Contact Us","url":"/contact-us"}],"title":"Working With Us","type":"1"}],"brandLinks":[],"copyright":{"businessUnit":{"url":"https://www.informatech.com/","name":"Informa Tech","logoUrl":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt677f6470bd1b54d5/65d7393aac9ea2040a7bf57c/InformaTechBTYB_240x60.png"},"links":[{"image":{"altText":"Home","url":"https://www.informatech.com/"},"openInNewTab":false,"title":"Home","url":"https://www.informatech.com/"},{"image":{"altText":"CCPA: Do not sell my personal info","url":"https://privacyportal-eu-cdn.onetrust.com/dsarwebform/c1f53e84-9f05-4169-a854-85052b63c50b/5f26b553-52cc-4973-a761-295d5634a6b6.html"},"openInNewTab":true,"title":"CCPA: Do not sell my personal info","url":"https://privacyportal-eu-cdn.onetrust.com/dsarwebform/c1f53e84-9f05-4169-a854-85052b63c50b/5f26b553-52cc-4973-a761-295d5634a6b6.html"},{"image":{"altText":"Cookies","url":"/cookie-policy"},"openInNewTab":true,"title":"Cookies","url":"/cookie-policy"},{"image":{"altText":"Privacy","url":"https://informa.com/privacy-policy/"},"openInNewTab":true,"title":"Privacy","url":"https://informa.com/privacy-policy/"},{"image":{"altText":"Terms","url":"https://tech.informa.com/terms-and-conditions"},"openInNewTab":true,"title":"Terms","url":"https://tech.informa.com/terms-and-conditions"}],"title":" Informa PLC Informa UK Limited is a company registered in England and Wales with company number 1072954 whose registered office is 5 Howick Place, London, SW1P 1WG."}},"isSponsorBarEnabled":true,"isPaidContent":false},"newRelicJs":"window.NREUM||(NREUM={});NREUM.info = {\"agent\":\"\",\"beacon\":\"bam.eu01.nr-data.net\",\"errorBeacon\":\"bam.eu01.nr-data.net\",\"licenseKey\":\"NRJS-26ae6a3b09493bbcc87\",\"applicationID\":\"514059305\",\"agentToken\":null,\"applicationTime\":15.479309,\"transactionName\":\"MhBSZQoZWEEDU0ZaXgtac0QLDFlfTR9aSlMXHFQcGxRZRwYfX0ZdERxTXRcNUh8GVURAVAYaQEJVGV8fEl9BVhwGHVFdFB1YVQdDH1VeF1hWVBwdRFMOHVVcRwAHXlwdFkI=\",\"queueTime\":0,\"ttGuid\":\"b47d6045bc56fc1f\"}; (window.NREUM||(NREUM={})).init={privacy:{cookies_enabled:true},ajax:{deny_list:[\"bam.eu01.nr-data.net\"]},distributed_tracing:{enabled:true}};(window.NREUM||(NREUM={})).loader_config={agentID:\"538480682\",accountID:\"3936348\",trustKey:\"3288925\",xpid:\"Vw8EV1VXABAFVVVSAggEVlE=\",licenseKey:\"NRJS-26ae6a3b09493bbcc87\",applicationID:\"514059305\"};;/*! For license information please see nr-loader-spa-1.274.0.min.js.LICENSE.txt */\n(()=\u003e{var e,t,r={8122:(e,t,r)=\u003e{\"use strict\";r.d(t,{a:()=\u003ei});var n=r(944);function i(e,t){try{if(!e||\"object\"!=typeof e)return(0,n.R)(3);if(!t||\"object\"!=typeof t)return(0,n.R)(4);const r=Object.create(Object.getPrototypeOf(t),Object.getOwnPropertyDescriptors(t)),o=0===Object.keys(r).length?e:r;for(let a in o)if(void 0!==e[a])try{if(null===e[a]){r[a]=null;continue}Array.isArray(e[a])\u0026\u0026Array.isArray(t[a])?r[a]=Array.from(new Set([...e[a],...t[a]])):\"object\"==typeof e[a]\u0026\u0026\"object\"==typeof t[a]?r[a]=i(e[a],t[a]):r[a]=e[a]}catch(e){(0,n.R)(1,e)}return r}catch(e){(0,n.R)(2,e)}}},2555:(e,t,r)=\u003e{\"use strict\";r.d(t,{Vp:()=\u003ec,fn:()=\u003es,x1:()=\u003eu});var n=r(384),i=r(8122);const o={beacon:n.NT.beacon,errorBeacon:n.NT.errorBeacon,licenseKey:void 0,applicationID:void 0,sa:void 0,queueTime:void 0,applicationTime:void 0,ttGuid:void 0,user:void 0,account:void 0,product:void 0,extra:void 0,jsAttributes:{},userAttributes:void 0,atts:void 0,transactionName:void 0,tNamePlain:void 0},a={};function s(e){try{const t=c(e);return!!t.licenseKey\u0026\u0026!!t.errorBeacon\u0026\u0026!!t.applicationID}catch(e){return!1}}function c(e){if(!e)throw new Error(\"All info objects require an agent identifier!\");if(!a[e])throw new Error(\"Info for \".concat(e,\" was never set\"));return a[e]}function u(e,t){if(!e)throw new Error(\"All info objects require an agent identifier!\");a[e]=(0,i.a)(t,o);const r=(0,n.nY)(e);r\u0026\u0026(r.info=a[e])}},9417:(e,t,r)=\u003e{\"use strict\";r.d(t,{D0:()=\u003eh,gD:()=\u003eg,xN:()=\u003ep});var n=r(993);const i=e=\u003e{if(!e||\"string\"!=typeof e)return!1;try{document.createDocumentFragment().querySelector(e)}catch{return!1}return!0};var o=r(2614),a=r(944),s=r(384),c=r(8122);const u=\"[data-nr-mask]\",d=()=\u003e{const e={mask_selector:\"*\",block_selector:\"[data-nr-block]\",mask_input_options:{color:!1,date:!1,\"datetime-local\":!1,email:!1,month:!1,number:!1,range:!1,search:!1,tel:!1,text:!1,time:!1,url:!1,week:!1,textarea:!1,select:!1,password:!0}};return{ajax:{deny_list:void 0,block_internal:!0,enabled:!0,harvestTimeSeconds:10,autoStart:!0},distributed_tracing:{enabled:void 0,exclude_newrelic_header:void 0,cors_use_newrelic_header:void 0,cors_use_tracecontext_headers:void 0,allowed_origins:void 0},feature_flags:[],generic_events:{enabled:!0,harvestTimeSeconds:30,autoStart:!0},harvest:{tooManyRequestsDelay:60},jserrors:{enabled:!0,harvestTimeSeconds:10,autoStart:!0},logging:{enabled:!0,harvestTimeSeconds:10,autoStart:!0,level:n.p_.INFO},metrics:{enabled:!0,autoStart:!0},obfuscate:void 0,page_action:{enabled:!0},page_view_event:{enabled:!0,autoStart:!0},page_view_timing:{enabled:!0,harvestTimeSeconds:30,autoStart:!0},performance:{capture_marks:!1,capture_measures:!1},privacy:{cookies_enabled:!0},proxy:{assets:void 0,beacon:void 0},session:{expiresMs:o.wk,inactiveMs:o.BB},session_replay:{autoStart:!0,enabled:!1,harvestTimeSeconds:60,preload:!1,sampling_rate:10,error_sampling_rate:100,collect_fonts:!1,inline_images:!1,fix_stylesheets:!0,mask_all_inputs:!0,get mask_text_selector(){return e.mask_selector},set mask_text_selector(t){i(t)?e.mask_selector=\"\".concat(t,\",\").concat(u):\"\"===t||null===t?e.mask_selector=u:(0,a.R)(5,t)},get block_class(){return\"nr-block\"},get ignore_class(){return\"nr-ignore\"},get mask_text_class(){return\"nr-mask\"},get block_selector(){return e.block_selector},set block_selector(t){i(t)?e.block_selector+=\",\".concat(t):\"\"!==t\u0026\u0026(0,a.R)(6,t)},get mask_input_options(){return e.mask_input_options},set mask_input_options(t){t\u0026\u0026\"object\"==typeof t?e.mask_input_options={...t,password:!0}:(0,a.R)(7,t)}},session_trace:{enabled:!0,harvestTimeSeconds:10,autoStart:!0},soft_navigations:{enabled:!0,harvestTimeSeconds:10,autoStart:!0},spa:{enabled:!0,harvestTimeSeconds:10,autoStart:!0},ssl:void 0,user_actions:{enabled:!0}}},l={},f=\"All configuration objects require an agent identifier!\";function h(e){if(!e)throw new Error(f);if(!l[e])throw new Error(\"Configuration for \".concat(e,\" was never set\"));return l[e]}function p(e,t){if(!e)throw new Error(f);l[e]=(0,c.a)(t,d());const r=(0,s.nY)(e);r\u0026\u0026(r.init=l[e])}function g(e,t){if(!e)throw new Error(f);var r=h(e);if(r){for(var n=t.split(\".\"),i=0;i\u003cn.length-1;i++)if(\"object\"!=typeof(r=r[n[i]]))return;r=r[n[n.length-1]]}return r}},5603:(e,t,r)=\u003e{\"use strict\";r.d(t,{a:()=\u003ec,o:()=\u003es});var n=r(384),i=r(8122);const o={accountID:void 0,trustKey:void 0,agentID:void 0,licenseKey:void 0,applicationID:void 0,xpid:void 0},a={};function s(e){if(!e)throw new Error(\"All loader-config objects require an agent identifier!\");if(!a[e])throw new Error(\"LoaderConfig for \".concat(e,\" was never set\"));return a[e]}function c(e,t){if(!e)throw new Error(\"All loader-config objects require an agent identifier!\");a[e]=(0,i.a)(t,o);const r=(0,n.nY)(e);r\u0026\u0026(r.loader_config=a[e])}},3371:(e,t,r)=\u003e{\"use strict\";r.d(t,{V:()=\u003ef,f:()=\u003el});var n=r(8122),i=r(384),o=r(6154),a=r(9324);let s=0;const c={buildEnv:a.F3,distMethod:a.Xs,version:a.xv,originTime:o.WN},u={customTransaction:void 0,disabled:!1,isolatedBacklog:!1,loaderType:void 0,maxBytes:3e4,onerror:void 0,ptid:void 0,releaseIds:{},appMetadata:{},session:void 0,denyList:void 0,timeKeeper:void 0,obfuscator:void 0},d={};function l(e){if(!e)throw new Error(\"All runtime objects require an agent identifier!\");if(!d[e])throw new Error(\"Runtime for \".concat(e,\" was never set\"));return d[e]}function f(e,t){if(!e)throw new Error(\"All runtime objects require an agent identifier!\");d[e]={...(0,n.a)(t,u),...c},Object.hasOwnProperty.call(d[e],\"harvestCount\")||Object.defineProperty(d[e],\"harvestCount\",{get:()=\u003e++s});const r=(0,i.nY)(e);r\u0026\u0026(r.runtime=d[e])}},9324:(e,t,r)=\u003e{\"use strict\";r.d(t,{F3:()=\u003ei,Xs:()=\u003eo,Yq:()=\u003ea,xv:()=\u003en});const n=\"1.274.0\",i=\"PROD\",o=\"CDN\",a=\"^2.0.0-alpha.17\"},6154:(e,t,r)=\u003e{\"use strict\";r.d(t,{A4:()=\u003es,OF:()=\u003ed,RI:()=\u003ei,WN:()=\u003eh,bv:()=\u003eo,gm:()=\u003ea,lR:()=\u003ef,m:()=\u003eu,mw:()=\u003ec,sb:()=\u003el});var n=r(1863);const i=\"undefined\"!=typeof window\u0026\u0026!!window.document,o=\"undefined\"!=typeof WorkerGlobalScope\u0026\u0026(\"undefined\"!=typeof self\u0026\u0026self instanceof WorkerGlobalScope\u0026\u0026self.navigator instanceof WorkerNavigator||\"undefined\"!=typeof globalThis\u0026\u0026globalThis instanceof WorkerGlobalScope\u0026\u0026globalThis.navigator instanceof WorkerNavigator),a=i?window:\"undefined\"!=typeof WorkerGlobalScope\u0026\u0026(\"undefined\"!=typeof self\u0026\u0026self instanceof WorkerGlobalScope\u0026\u0026self||\"undefined\"!=typeof globalThis\u0026\u0026globalThis instanceof WorkerGlobalScope\u0026\u0026globalThis),s=\"complete\"===a?.document?.readyState,c=Boolean(\"hidden\"===a?.document?.visibilityState),u=\"\"+a?.location,d=/iPad|iPhone|iPod/.test(a.navigator?.userAgent),l=d\u0026\u0026\"undefined\"==typeof SharedWorker,f=(()=\u003e{const e=a.navigator?.userAgent?.match(/Firefox[/\\s](\\d+\\.\\d+)/);return Array.isArray(e)\u0026\u0026e.length\u003e=2?+e[1]:0})(),h=Date.now()-(0,n.t)()},7295:(e,t,r)=\u003e{\"use strict\";r.d(t,{Xv:()=\u003ea,gX:()=\u003ei,iW:()=\u003eo});var n=[];function i(e){if(!e||o(e))return!1;if(0===n.length)return!0;for(var t=0;t\u003cn.length;t++){var r=n[t];if(\"*\"===r.hostname)return!1;if(s(r.hostname,e.hostname)\u0026\u0026c(r.pathname,e.pathname))return!1}return!0}function o(e){return void 0===e.hostname}function a(e){if(n=[],e\u0026\u0026e.length)for(var t=0;t\u003ce.length;t++){let r=e[t];if(!r)continue;0===r.indexOf(\"http://\")?r=r.substring(7):0===r.indexOf(\"https://\")\u0026\u0026(r=r.substring(8));const i=r.indexOf(\"/\");let o,a;i\u003e0?(o=r.substring(0,i),a=r.substring(i)):(o=r,a=\"\");let[s]=o.split(\":\");n.push({hostname:s,pathname:a})}}function s(e,t){return!(e.length\u003et.length)\u0026\u0026t.indexOf(e)===t.length-e.length}function c(e,t){return 0===e.indexOf(\"/\")\u0026\u0026(e=e.substring(1)),0===t.indexOf(\"/\")\u0026\u0026(t=t.substring(1)),\"\"===e||e===t}},1687:(e,t,r)=\u003e{\"use strict\";r.d(t,{Ak:()=\u003ec,Ze:()=\u003el,x3:()=\u003eu});var n=r(7836),i=r(3606),o=r(860),a=r(2646);const s={};function c(e,t){const r={staged:!1,priority:o.P3[t]||0};d(e),s[e].get(t)||s[e].set(t,r)}function u(e,t){e\u0026\u0026s[e]\u0026\u0026(s[e].get(t)\u0026\u0026s[e].delete(t),h(e,t,!1),s[e].size\u0026\u0026f(e))}function d(e){if(!e)throw new Error(\"agentIdentifier required\");s[e]||(s[e]=new Map)}function l(e=\"\",t=\"feature\",r=!1){if(d(e),!e||!s[e].get(t)||r)return h(e,t);s[e].get(t).staged=!0,f(e)}function f(e){const t=Array.from(s[e]);t.every((([e,t])=\u003et.staged))\u0026\u0026(t.sort(((e,t)=\u003ee[1].priority-t[1].priority)),t.forEach((([t])=\u003e{s[e].delete(t),h(e,t)})))}function h(e,t,r=!0){const o=e?n.ee.get(e):n.ee,s=i.i.handlers;if(!o.aborted\u0026\u0026o.backlog\u0026\u0026s){if(r){const e=o.backlog[t],r=s[t];if(r){for(let t=0;e\u0026\u0026t\u003ce.length;++t)p(e[t],r);Object.entries(r).forEach((([e,t])=\u003e{Object.values(t||{}).forEach((t=\u003e{t[0]?.on\u0026\u0026t[0]?.context()instanceof a.y\u0026\u0026t[0].on(e,t[1])}))}))}}o.isolatedBacklog||delete s[t],o.backlog[t]=null,o.emit(\"drain-\"+t,[])}}function p(e,t){var r=e[1];Object.values(t[r]||{}).forEach((t=\u003e{var r=e[0];if(t[0]===r){var n=t[1],i=e[3],o=e[2];n.apply(i,o)}}))}},7836:(e,t,r)=\u003e{\"use strict\";r.d(t,{P:()=\u003ec,ee:()=\u003eu});var n=r(384),i=r(8990),o=r(3371),a=r(2646),s=r(5607);const c=\"nr@context:\".concat(s.W),u=function e(t,r){var n={},s={},d={},l=!1;try{l=16===r.length\u0026\u0026(0,o.f)(r).isolatedBacklog}catch(e){}var f={on:p,addEventListener:p,removeEventListener:function(e,t){var r=n[e];if(!r)return;for(var i=0;i\u003cr.length;i++)r[i]===t\u0026\u0026r.splice(i,1)},emit:function(e,r,n,i,o){!1!==o\u0026\u0026(o=!0);if(u.aborted\u0026\u0026!i)return;t\u0026\u0026o\u0026\u0026t.emit(e,r,n);for(var a=h(n),c=g(e),d=c.length,l=0;l\u003cd;l++)c[l].apply(a,r);var p=v()[s[e]];p\u0026\u0026p.push([f,e,r,a]);return a},get:m,listeners:g,context:h,buffer:function(e,t){const r=v();if(t=t||\"feature\",f.aborted)return;Object.entries(e||{}).forEach((([e,n])=\u003e{s[n]=t,t in r||(r[t]=[])}))},abort:function(){f._aborted=!0,Object.keys(f.backlog).forEach((e=\u003e{delete f.backlog[e]}))},isBuffering:function(e){return!!v()[s[e]]},debugId:r,backlog:l?{}:t\u0026\u0026\"object\"==typeof t.backlog?t.backlog:{},isolatedBacklog:l};return Object.defineProperty(f,\"aborted\",{get:()=\u003e{let e=f._aborted||!1;return e||(t\u0026\u0026(e=t.aborted),e)}}),f;function h(e){return e\u0026\u0026e instanceof a.y?e:e?(0,i.I)(e,c,(()=\u003enew a.y(c))):new a.y(c)}function p(e,t){n[e]=g(e).concat(t)}function g(e){return n[e]||[]}function m(t){return d[t]=d[t]||e(f,t)}function v(){return f.backlog}}(void 0,\"globalEE\"),d=(0,n.Zm)();d.ee||(d.ee=u)},2646:(e,t,r)=\u003e{\"use strict\";r.d(t,{y:()=\u003en});class n{constructor(e){this.contextId=e}}},9908:(e,t,r)=\u003e{\"use strict\";r.d(t,{d:()=\u003en,p:()=\u003ei});var n=r(7836).ee.get(\"handle\");function i(e,t,r,i,o){o?(o.buffer([e],i),o.emit(e,t,r)):(n.buffer([e],i),n.emit(e,t,r))}},3606:(e,t,r)=\u003e{\"use strict\";r.d(t,{i:()=\u003eo});var n=r(9908);o.on=a;var i=o.handlers={};function o(e,t,r,o){a(o||n.d,i,e,t,r)}function a(e,t,r,i,o){o||(o=\"feature\"),e||(e=n.d);var a=t[o]=t[o]||{};(a[r]=a[r]||[]).push([e,i])}},3878:(e,t,r)=\u003e{\"use strict\";function n(e,t){return{capture:e,passive:!1,signal:t}}function i(e,t,r=!1,i){window.addEventListener(e,t,n(r,i))}function o(e,t,r=!1,i){document.addEventListener(e,t,n(r,i))}r.d(t,{DD:()=\u003eo,jT:()=\u003en,sp:()=\u003ei})},5607:(e,t,r)=\u003e{\"use strict\";r.d(t,{W:()=\u003en});const n=(0,r(9566).bz)()},9566:(e,t,r)=\u003e{\"use strict\";r.d(t,{LA:()=\u003es,ZF:()=\u003ec,bz:()=\u003ea,el:()=\u003eu});var n=r(6154);const i=\"xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx\";function o(e,t){return e?15\u0026e[t]:16*Math.random()|0}function a(){const e=n.gm?.crypto||n.gm?.msCrypto;let t,r=0;return e\u0026\u0026e.getRandomValues\u0026\u0026(t=e.getRandomValues(new Uint8Array(30))),i.split(\"\").map((e=\u003e\"x\"===e?o(t,r++).toString(16):\"y\"===e?(3\u0026o()|8).toString(16):e)).join(\"\")}function s(e){const t=n.gm?.crypto||n.gm?.msCrypto;let r,i=0;t\u0026\u0026t.getRandomValues\u0026\u0026(r=t.getRandomValues(new Uint8Array(e)));const a=[];for(var s=0;s\u003ce;s++)a.push(o(r,i++).toString(16));return a.join(\"\")}function c(){return s(16)}function u(){return s(32)}},2614:(e,t,r)=\u003e{\"use strict\";r.d(t,{BB:()=\u003ea,H3:()=\u003en,g:()=\u003eu,iL:()=\u003ec,tS:()=\u003es,uh:()=\u003ei,wk:()=\u003eo});const n=\"NRBA\",i=\"SESSION\",o=144e5,a=18e5,s={STARTED:\"session-started\",PAUSE:\"session-pause\",RESET:\"session-reset\",RESUME:\"session-resume\",UPDATE:\"session-update\"},c={SAME_TAB:\"same-tab\",CROSS_TAB:\"cross-tab\"},u={OFF:0,FULL:1,ERROR:2}},1863:(e,t,r)=\u003e{\"use strict\";function n(){return Math.floor(performance.now())}r.d(t,{t:()=\u003en})},7485:(e,t,r)=\u003e{\"use strict\";r.d(t,{D:()=\u003ei});var n=r(6154);function i(e){if(0===(e||\"\").indexOf(\"data:\"))return{protocol:\"data\"};try{const t=new URL(e,location.href),r={port:t.port,hostname:t.hostname,pathname:t.pathname,search:t.search,protocol:t.protocol.slice(0,t.protocol.indexOf(\":\")),sameOrigin:t.protocol===n.gm?.location?.protocol\u0026\u0026t.host===n.gm?.location?.host};return r.port\u0026\u0026\"\"!==r.port||(\"http:\"===t.protocol\u0026\u0026(r.port=\"80\"),\"https:\"===t.protocol\u0026\u0026(r.port=\"443\")),r.pathname\u0026\u0026\"\"!==r.pathname?r.pathname.startsWith(\"/\")||(r.pathname=\"/\".concat(r.pathname)):r.pathname=\"/\",r}catch(e){return{}}}},944:(e,t,r)=\u003e{\"use strict\";function n(e,t){\"function\"==typeof console.debug\u0026\u0026console.debug(\"New Relic Warning: https://github.com/newrelic/newrelic-browser-agent/blob/main/docs/warning-codes.md#\".concat(e),t)}r.d(t,{R:()=\u003en})},5284:(e,t,r)=\u003e{\"use strict\";r.d(t,{t:()=\u003ec,B:()=\u003es});var n=r(7836),i=r(6154);const o=\"newrelic\";const a=new Set,s={};function c(e,t){const r=n.ee.get(t);s[t]??={},e\u0026\u0026\"object\"==typeof e\u0026\u0026(a.has(t)||(r.emit(\"rumresp\",[e]),s[t]=e,a.add(t),function(e={}){try{i.gm.dispatchEvent(new CustomEvent(o,{detail:e}))}catch(e){}}({loaded:!0})))}},8990:(e,t,r)=\u003e{\"use strict\";r.d(t,{I:()=\u003ei});var n=Object.prototype.hasOwnProperty;function i(e,t,r){if(n.call(e,t))return e[t];var i=r();if(Object.defineProperty\u0026\u0026Object.keys)try{return Object.defineProperty(e,t,{value:i,writable:!0,enumerable:!1}),i}catch(e){}return e[t]=i,i}},6389:(e,t,r)=\u003e{\"use strict\";function n(e,t=500,r={}){const n=r?.leading||!1;let i;return(...r)=\u003e{n\u0026\u0026void 0===i\u0026\u0026(e.apply(this,r),i=setTimeout((()=\u003e{i=clearTimeout(i)}),t)),n||(clearTimeout(i),i=setTimeout((()=\u003e{e.apply(this,r)}),t))}}function i(e){let t=!1;return(...r)=\u003e{t||(t=!0,e.apply(this,r))}}r.d(t,{J:()=\u003ei,s:()=\u003en})},3304:(e,t,r)=\u003e{\"use strict\";r.d(t,{A:()=\u003eo});var n=r(7836);const i=()=\u003e{const e=new WeakSet;return(t,r)=\u003e{if(\"object\"==typeof r\u0026\u0026null!==r){if(e.has(r))return;e.add(r)}return r}};function o(e){try{return JSON.stringify(e,i())??\"\"}catch(e){try{n.ee.emit(\"internal-error\",[e])}catch(e){}return\"\"}}},5289:(e,t,r)=\u003e{\"use strict\";r.d(t,{GG:()=\u003eo,sB:()=\u003ea});var n=r(3878);function i(){return\"undefined\"==typeof document||\"complete\"===document.readyState}function o(e,t){if(i())return e();(0,n.sp)(\"load\",e,t)}function a(e){if(i())return e();(0,n.DD)(\"DOMContentLoaded\",e)}},384:(e,t,r)=\u003e{\"use strict\";r.d(t,{NT:()=\u003eo,US:()=\u003ed,Zm:()=\u003ea,bQ:()=\u003ec,dV:()=\u003es,nY:()=\u003eu,pV:()=\u003el});var n=r(6154),i=r(1863);const o={beacon:\"bam.nr-data.net\",errorBeacon:\"bam.nr-data.net\"};function a(){return n.gm.NREUM||(n.gm.NREUM={}),void 0===n.gm.newrelic\u0026\u0026(n.gm.newrelic=n.gm.NREUM),n.gm.NREUM}function s(){let e=a();return e.o||(e.o={ST:n.gm.setTimeout,SI:n.gm.setImmediate,CT:n.gm.clearTimeout,XHR:n.gm.XMLHttpRequest,REQ:n.gm.Request,EV:n.gm.Event,PR:n.gm.Promise,MO:n.gm.MutationObserver,FETCH:n.gm.fetch,WS:n.gm.WebSocket}),e}function c(e,t){let r=a();r.initializedAgents??={},t.initializedAt={ms:(0,i.t)(),date:new Date},r.initializedAgents[e]=t}function u(e){let t=a();return t.initializedAgents?.[e]}function d(e,t){a()[e]=t}function l(){return function(){let e=a();const t=e.info||{};e.info={beacon:o.beacon,errorBeacon:o.errorBeacon,...t}}(),function(){let e=a();const t=e.init||{};e.init={...t}}(),s(),function(){let e=a();const t=e.loader_config||{};e.loader_config={...t}}(),a()}},2843:(e,t,r)=\u003e{\"use strict\";r.d(t,{u:()=\u003ei});var n=r(3878);function i(e,t=!1,r,i){(0,n.DD)(\"visibilitychange\",(function(){if(t)return void(\"hidden\"===document.visibilityState\u0026\u0026e());e(document.visibilityState)}),r,i)}},8139:(e,t,r)=\u003e{\"use strict\";r.d(t,{u:()=\u003ef});var n=r(7836),i=r(3434),o=r(8990),a=r(6154);const s={},c=a.gm.XMLHttpRequest,u=\"addEventListener\",d=\"removeEventListener\",l=\"nr@wrapped:\".concat(n.P);function f(e){var t=function(e){return(e||n.ee).get(\"events\")}(e);if(s[t.debugId]++)return t;s[t.debugId]=1;var r=(0,i.YM)(t,!0);function f(e){r.inPlace(e,[u,d],\"-\",p)}function p(e,t){return e[1]}return\"getPrototypeOf\"in Object\u0026\u0026(a.RI\u0026\u0026h(document,f),h(a.gm,f),h(c.prototype,f)),t.on(u+\"-start\",(function(e,t){var n=e[1];if(null!==n\u0026\u0026(\"function\"==typeof n||\"object\"==typeof n)){var i=(0,o.I)(n,l,(function(){var e={object:function(){if(\"function\"!=typeof n.handleEvent)return;return n.handleEvent.apply(n,arguments)},function:n}[typeof n];return e?r(e,\"fn-\",null,e.name||\"anonymous\"):n}));this.wrapped=e[1]=i}})),t.on(d+\"-start\",(function(e){e[1]=this.wrapped||e[1]})),t}function h(e,t,...r){let n=e;for(;\"object\"==typeof n\u0026\u0026!Object.prototype.hasOwnProperty.call(n,u);)n=Object.getPrototypeOf(n);n\u0026\u0026t(n,...r)}},3434:(e,t,r)=\u003e{\"use strict\";r.d(t,{Jt:()=\u003eo,YM:()=\u003ec});var n=r(7836),i=r(5607);const o=\"nr@original:\".concat(i.W);var a=Object.prototype.hasOwnProperty,s=!1;function c(e,t){return e||(e=n.ee),r.inPlace=function(e,t,n,i,o){n||(n=\"\");const a=\"-\"===n.charAt(0);for(let s=0;s\u003ct.length;s++){const c=t[s],u=e[c];d(u)||(e[c]=r(u,a?c+n:n,i,c,o))}},r.flag=o,r;function r(t,r,n,s,c){return d(t)?t:(r||(r=\"\"),nrWrapper[o]=t,function(e,t,r){if(Object.defineProperty\u0026\u0026Object.keys)try{return Object.keys(e).forEach((function(r){Object.defineProperty(t,r,{get:function(){return e[r]},set:function(t){return e[r]=t,t}})})),t}catch(e){u([e],r)}for(var n in e)a.call(e,n)\u0026\u0026(t[n]=e[n])}(t,nrWrapper,e),nrWrapper);function nrWrapper(){var o,a,d,l;try{a=this,o=[...arguments],d=\"function\"==typeof n?n(o,a):n||{}}catch(t){u([t,\"\",[o,a,s],d],e)}i(r+\"start\",[o,a,s],d,c);try{return l=t.apply(a,o)}catch(e){throw i(r+\"err\",[o,a,e],d,c),e}finally{i(r+\"end\",[o,a,l],d,c)}}}function i(r,n,i,o){if(!s||t){var a=s;s=!0;try{e.emit(r,n,i,t,o)}catch(t){u([t,r,n,i],e)}s=a}}}function u(e,t){t||(t=n.ee);try{t.emit(\"internal-error\",e)}catch(e){}}function d(e){return!(e\u0026\u0026\"function\"==typeof e\u0026\u0026e.apply\u0026\u0026!e[o])}},9300:(e,t,r)=\u003e{\"use strict\";r.d(t,{T:()=\u003en});const n=r(860).K7.ajax},3333:(e,t,r)=\u003e{\"use strict\";r.d(t,{TZ:()=\u003en,Zp:()=\u003ei,mq:()=\u003es,nf:()=\u003ea,qN:()=\u003eo});const n=r(860).K7.genericEvents,i=[\"auxclick\",\"click\",\"copy\",\"keydown\",\"paste\",\"scrollend\"],o=[\"focus\",\"blur\"],a=4,s=1e3},6774:(e,t,r)=\u003e{\"use strict\";r.d(t,{T:()=\u003en});const n=r(860).K7.jserrors},993:(e,t,r)=\u003e{\"use strict\";r.d(t,{ET:()=\u003eo,TZ:()=\u003ea,p_:()=\u003ei});var n=r(860);const i={ERROR:\"ERROR\",WARN:\"WARN\",INFO:\"INFO\",DEBUG:\"DEBUG\",TRACE:\"TRACE\"},o=\"log\",a=n.K7.logging},3785:(e,t,r)=\u003e{\"use strict\";r.d(t,{R:()=\u003ec,b:()=\u003eu});var n=r(9908),i=r(1863),o=r(860),a=r(3969),s=r(993);function c(e,t,r={},c=s.p_.INFO){(0,n.p)(a.xV,[\"API/logging/\".concat(c.toLowerCase(),\"/called\")],void 0,o.K7.metrics,e),(0,n.p)(s.ET,[(0,i.t)(),t,r,c],void 0,o.K7.logging,e)}function u(e){return\"string\"==typeof e\u0026\u0026Object.values(s.p_).some((t=\u003et===e.toUpperCase().trim()))}},3969:(e,t,r)=\u003e{\"use strict\";r.d(t,{TZ:()=\u003en,XG:()=\u003es,rs:()=\u003ei,xV:()=\u003ea,z_:()=\u003eo});const n=r(860).K7.metrics,i=\"sm\",o=\"cm\",a=\"storeSupportabilityMetrics\",s=\"storeEventMetrics\"},6630:(e,t,r)=\u003e{\"use strict\";r.d(t,{T:()=\u003en});const n=r(860).K7.pageViewEvent},782:(e,t,r)=\u003e{\"use strict\";r.d(t,{T:()=\u003en});const n=r(860).K7.pageViewTiming},6344:(e,t,r)=\u003e{\"use strict\";r.d(t,{BB:()=\u003ed,G4:()=\u003eo,Qb:()=\u003el,TZ:()=\u003ei,Ug:()=\u003ea,_s:()=\u003es,bc:()=\u003eu,yP:()=\u003ec});var n=r(2614);const i=r(860).K7.sessionReplay,o={RECORD:\"recordReplay\",PAUSE:\"pauseReplay\",REPLAY_RUNNING:\"replayRunning\",ERROR_DURING_REPLAY:\"errorDuringReplay\"},a=.12,s={DomContentLoaded:0,Load:1,FullSnapshot:2,IncrementalSnapshot:3,Meta:4,Custom:5},c={[n.g.ERROR]:15e3,[n.g.FULL]:3e5,[n.g.OFF]:0},u={RESET:{message:\"Session was reset\",sm:\"Reset\"},IMPORT:{message:\"Recorder failed to import\",sm:\"Import\"},TOO_MANY:{message:\"429: Too Many Requests\",sm:\"Too-Many\"},TOO_BIG:{message:\"Payload was too large\",sm:\"Too-Big\"},CROSS_TAB:{message:\"Session Entity was set to OFF on another tab\",sm:\"Cross-Tab\"},ENTITLEMENTS:{message:\"Session Replay is not allowed and will not be started\",sm:\"Entitlement\"}},d=5e3,l={API:\"api\"}},5270:(e,t,r)=\u003e{\"use strict\";r.d(t,{Aw:()=\u003ec,CT:()=\u003eu,SR:()=\u003es});var n=r(384),i=r(9417),o=r(7767),a=r(6154);function s(e){return!!(0,n.dV)().o.MO\u0026\u0026(0,o.V)(e)\u0026\u0026!0===(0,i.gD)(e,\"session_trace.enabled\")}function c(e){return!0===(0,i.gD)(e,\"session_replay.preload\")\u0026\u0026s(e)}function u(e,t){const r=t.correctAbsoluteTimestamp(e);return{originalTimestamp:e,correctedTimestamp:r,timestampDiff:e-r,originTime:a.WN,correctedOriginTime:t.correctedOriginTime,originTimeDiff:Math.floor(a.WN-t.correctedOriginTime)}}},3738:(e,t,r)=\u003e{\"use strict\";r.d(t,{He:()=\u003ei,Kp:()=\u003es,Lc:()=\u003eu,Rz:()=\u003ed,TZ:()=\u003en,bD:()=\u003eo,d3:()=\u003ea,jx:()=\u003el,uP:()=\u003ec});const n=r(860).K7.sessionTrace,i=\"bstResource\",o=\"resource\",a=\"-start\",s=\"-end\",c=\"fn\"+a,u=\"fn\"+s,d=\"pushState\",l=1e3},3962:(e,t,r)=\u003e{\"use strict\";r.d(t,{AM:()=\u003eo,O2:()=\u003es,Qu:()=\u003ec,TZ:()=\u003ea,ih:()=\u003eu,tC:()=\u003ei});var n=r(860);const i=[\"click\",\"keydown\",\"submit\"],o=\"api\",a=n.K7.softNav,s={INITIAL_PAGE_LOAD:\"\",ROUTE_CHANGE:1,UNSPECIFIED:2},c={INTERACTION:1,AJAX:2,CUSTOM_END:3,CUSTOM_TRACER:4},u={IP:\"in progress\",FIN:\"finished\",CAN:\"cancelled\"}},7378:(e,t,r)=\u003e{\"use strict\";r.d(t,{$p:()=\u003ex,BR:()=\u003eb,Kp:()=\u003eR,L3:()=\u003ey,Lc:()=\u003ec,NC:()=\u003eo,SG:()=\u003ed,TZ:()=\u003ei,U6:()=\u003ep,UT:()=\u003em,d3:()=\u003ew,dT:()=\u003ef,e5:()=\u003eA,gx:()=\u003ev,l9:()=\u003el,oW:()=\u003eh,op:()=\u003eg,rw:()=\u003eu,tH:()=\u003eE,uP:()=\u003es,wW:()=\u003eT,xq:()=\u003ea});var n=r(384);const i=r(860).K7.spa,o=[\"click\",\"submit\",\"keypress\",\"keydown\",\"keyup\",\"change\"],a=999,s=\"fn-start\",c=\"fn-end\",u=\"cb-start\",d=\"api-ixn-\",l=\"remaining\",f=\"interaction\",h=\"spaNode\",p=\"jsonpNode\",g=\"fetch-start\",m=\"fetch-done\",v=\"fetch-body-\",b=\"jsonp-end\",y=(0,n.dV)().o.ST,w=\"-start\",R=\"-end\",x=\"-body\",T=\"cb\"+R,A=\"jsTime\",E=\"fetch\"},4234:(e,t,r)=\u003e{\"use strict\";r.d(t,{W:()=\u003eo});var n=r(7836),i=r(1687);class o{constructor(e,t){this.agentIdentifier=e,this.ee=n.ee.get(e),this.featureName=t,this.blocked=!1}deregisterDrain(){(0,i.x3)(this.agentIdentifier,this.featureName)}}},7767:(e,t,r)=\u003e{\"use strict\";r.d(t,{V:()=\u003eo});var n=r(9417),i=r(6154);const o=e=\u003ei.RI\u0026\u0026!0===(0,n.gD)(e,\"privacy.cookies_enabled\")},425:(e,t,r)=\u003e{\"use strict\";r.d(t,{j:()=\u003ej});var n=r(860),i=r(2555),o=r(3371),a=r(9908),s=r(7836),c=r(1687),u=r(5289),d=r(6154),l=r(944),f=r(3969),h=r(384),p=r(6344);const g=[\"setErrorHandler\",\"finished\",\"addToTrace\",\"addRelease\",\"addPageAction\",\"setCurrentRouteName\",\"setPageViewName\",\"setCustomAttribute\",\"interaction\",\"noticeError\",\"setUserId\",\"setApplicationVersion\",\"start\",p.G4.RECORD,p.G4.PAUSE,\"log\",\"wrapLogger\"],m=[\"setErrorHandler\",\"finished\",\"addToTrace\",\"addRelease\"];var v=r(1863),b=r(2614),y=r(993),w=r(3785),R=r(2646),x=r(3434);function T(e,t,r,n){if(\"object\"!=typeof t||!t||\"string\"!=typeof r||!r||\"function\"!=typeof t[r])return(0,l.R)(29);const i=function(e){return(e||s.ee).get(\"logger\")}(e),o=(0,x.YM)(i),a=new R.y(s.P);return a.level=n.level,a.customAttributes=n.customAttributes,o.inPlace(t,[r],\"wrap-logger-\",a),i}function A(){const e=(0,h.pV)();g.forEach((t=\u003e{e[t]=(...r)=\u003efunction(t,...r){let n=[];return Object.values(e.initializedAgents).forEach((e=\u003e{e\u0026\u0026e.api?e.exposed\u0026\u0026e.api[t]\u0026\u0026n.push(e.api[t](...r)):(0,l.R)(38,t)})),n.length\u003e1?n:n[0]}(t,...r)}))}const E={};var S=r(9417),N=r(5603),O=r(5284);const _=e=\u003e{const t=e.startsWith(\"http\");e+=\"/\",r.p=t?e:\"https://\"+e};let I=!1;function j(e,t={},g,R){let{init:x,info:j,loader_config:P,runtime:C={},exposed:k=!0}=t;C.loaderType=g;const L=(0,h.pV)();j||(x=L.init,j=L.info,P=L.loader_config),(0,S.xN)(e.agentIdentifier,x||{}),(0,N.a)(e.agentIdentifier,P||{}),j.jsAttributes??={},d.bv\u0026\u0026(j.jsAttributes.isWorker=!0),(0,i.x1)(e.agentIdentifier,j);const H=(0,S.D0)(e.agentIdentifier),D=[j.beacon,j.errorBeacon];I||(H.proxy.assets\u0026\u0026(_(H.proxy.assets),D.push(H.proxy.assets)),H.proxy.beacon\u0026\u0026D.push(H.proxy.beacon),A(),(0,h.US)(\"activatedFeatures\",O.B),e.runSoftNavOverSpa\u0026\u0026=!0===H.soft_navigations.enabled\u0026\u0026H.feature_flags.includes(\"soft_nav\")),C.denyList=[...H.ajax.deny_list||[],...H.ajax.block_internal?D:[]],C.ptid=e.agentIdentifier,(0,o.V)(e.agentIdentifier,C),e.ee=s.ee.get(e.agentIdentifier),void 0===e.api\u0026\u0026(e.api=function(e,t,h=!1){t||(0,c.Ak)(e,\"api\");const g={};var R=s.ee.get(e),x=R.get(\"tracer\");E[e]=b.g.OFF,R.on(p.G4.REPLAY_RUNNING,(t=\u003e{E[e]=t}));var A=\"api-\",S=A+\"ixn-\";function N(t,r,n,o){const a=(0,i.Vp)(e);return null===r?delete a.jsAttributes[t]:(0,i.x1)(e,{...a,jsAttributes:{...a.jsAttributes,[t]:r}}),I(A,n,!0,o||null===r?\"session\":void 0)(t,r)}function O(){}g.log=function(e,{customAttributes:t={},level:r=y.p_.INFO}={}){(0,a.p)(f.xV,[\"API/log/called\"],void 0,n.K7.metrics,R),(0,w.R)(R,e,t,r)},g.wrapLogger=(e,t,{customAttributes:r={},level:i=y.p_.INFO}={})=\u003e{(0,a.p)(f.xV,[\"API/wrapLogger/called\"],void 0,n.K7.metrics,R),T(R,e,t,{customAttributes:r,level:i})},m.forEach((e=\u003e{g[e]=I(A,e,!0,\"api\")})),g.addPageAction=I(A,\"addPageAction\",!0,n.K7.genericEvents),g.setPageViewName=function(t,r){if(\"string\"==typeof t)return\"/\"!==t.charAt(0)\u0026\u0026(t=\"/\"+t),(0,o.f)(e).customTransaction=(r||\"http://custom.transaction\")+t,I(A,\"setPageViewName\",!0)()},g.setCustomAttribute=function(e,t,r=!1){if(\"string\"==typeof e){if([\"string\",\"number\",\"boolean\"].includes(typeof t)||null===t)return N(e,t,\"setCustomAttribute\",r);(0,l.R)(40,typeof t)}else(0,l.R)(39,typeof e)},g.setUserId=function(e){if(\"string\"==typeof e||null===e)return N(\"enduser.id\",e,\"setUserId\",!0);(0,l.R)(41,typeof e)},g.setApplicationVersion=function(e){if(\"string\"==typeof e||null===e)return N(\"application.version\",e,\"setApplicationVersion\",!1);(0,l.R)(42,typeof e)},g.start=()=\u003e{try{(0,a.p)(f.xV,[\"API/start/called\"],void 0,n.K7.metrics,R),R.emit(\"manual-start-all\")}catch(e){(0,l.R)(23,e)}},g[p.G4.RECORD]=function(){(0,a.p)(f.xV,[\"API/recordReplay/called\"],void 0,n.K7.metrics,R),(0,a.p)(p.G4.RECORD,[],void 0,n.K7.sessionReplay,R)},g[p.G4.PAUSE]=function(){(0,a.p)(f.xV,[\"API/pauseReplay/called\"],void 0,n.K7.metrics,R),(0,a.p)(p.G4.PAUSE,[],void 0,n.K7.sessionReplay,R)},g.interaction=function(e){return(new O).get(\"object\"==typeof e?e:{})};const _=O.prototype={createTracer:function(e,t){var r={},i=this,o=\"function\"==typeof t;return(0,a.p)(f.xV,[\"API/createTracer/called\"],void 0,n.K7.metrics,R),h||(0,a.p)(S+\"tracer\",[(0,v.t)(),e,r],i,n.K7.spa,R),function(){if(x.emit((o?\"\":\"no-\")+\"fn-start\",[(0,v.t)(),i,o],r),o)try{return t.apply(this,arguments)}catch(e){const t=\"string\"==typeof e?new Error(e):e;throw x.emit(\"fn-err\",[arguments,this,t],r),t}finally{x.emit(\"fn-end\",[(0,v.t)()],r)}}}};function I(e,t,r,i){return function(){return(0,a.p)(f.xV,[\"API/\"+t+\"/called\"],void 0,n.K7.metrics,R),i\u0026\u0026(0,a.p)(e+t,[(0,v.t)(),...arguments],r?null:this,i,R),r?void 0:this}}function j(){r.e(478).then(r.bind(r,8778)).then((({setAPI:t})=\u003e{t(e),(0,c.Ze)(e,\"api\")})).catch((e=\u003e{(0,l.R)(27,e),R.abort()}))}return[\"actionText\",\"setName\",\"setAttribute\",\"save\",\"ignore\",\"onEnd\",\"getContext\",\"end\",\"get\"].forEach((e=\u003e{_[e]=I(S,e,void 0,h?n.K7.softNav:n.K7.spa)})),g.setCurrentRouteName=h?I(S,\"routeName\",void 0,n.K7.softNav):I(A,\"routeName\",!0,n.K7.spa),g.noticeError=function(t,r){\"string\"==typeof t\u0026\u0026(t=new Error(t)),(0,a.p)(f.xV,[\"API/noticeError/called\"],void 0,n.K7.metrics,R),(0,a.p)(\"err\",[t,(0,v.t)(),!1,r,!!E[e]],void 0,n.K7.jserrors,R)},d.RI?(0,u.GG)((()=\u003ej()),!0):j(),g}(e.agentIdentifier,R,e.runSoftNavOverSpa)),void 0===e.exposed\u0026\u0026(e.exposed=k),I=!0}},8374:(e,t,r)=\u003e{r.nc=(()=\u003e{try{return document?.currentScript?.nonce}catch(e){}return\"\"})()},860:(e,t,r)=\u003e{\"use strict\";r.d(t,{$J:()=\u003eo,K7:()=\u003en,P3:()=\u003ei});const n={ajax:\"ajax\",genericEvents:\"generic_events\",jserrors:\"jserrors\",logging:\"logging\",metrics:\"metrics\",pageAction:\"page_action\",pageViewEvent:\"page_view_event\",pageViewTiming:\"page_view_timing\",sessionReplay:\"session_replay\",sessionTrace:\"session_trace\",softNav:\"soft_navigations\",spa:\"spa\"},i={[n.pageViewEvent]:1,[n.pageViewTiming]:2,[n.metrics]:3,[n.jserrors]:4,[n.spa]:5,[n.ajax]:6,[n.sessionTrace]:7,[n.softNav]:8,[n.sessionReplay]:9,[n.logging]:10,[n.genericEvents]:11},o={[n.pageViewTiming]:\"events\",[n.ajax]:\"events\",[n.spa]:\"events\",[n.softNav]:\"events\",[n.metrics]:\"jserrors\",[n.jserrors]:\"jserrors\",[n.sessionTrace]:\"browser/blobs\",[n.sessionReplay]:\"browser/blobs\",[n.logging]:\"browser/logs\",[n.genericEvents]:\"ins\"}}},n={};function i(e){var t=n[e];if(void 0!==t)return t.exports;var o=n[e]={exports:{}};return r[e](o,o.exports,i),o.exports}i.m=r,i.d=(e,t)=\u003e{for(var r in t)i.o(t,r)\u0026\u0026!i.o(e,r)\u0026\u0026Object.defineProperty(e,r,{enumerable:!0,get:t[r]})},i.f={},i.e=e=\u003ePromise.all(Object.keys(i.f).reduce(((t,r)=\u003e(i.f[r](e,t),t)),[])),i.u=e=\u003e({212:\"nr-spa-compressor\",249:\"nr-spa-recorder\",478:\"nr-spa\"}[e]+\"-1.274.0.min.js\"),i.o=(e,t)=\u003eObject.prototype.hasOwnProperty.call(e,t),e={},t=\"NRBA-1.274.0.PROD:\",i.l=(r,n,o,a)=\u003e{if(e[r])e[r].push(n);else{var s,c;if(void 0!==o)for(var u=document.getElementsByTagName(\"script\"),d=0;d\u003cu.length;d++){var l=u[d];if(l.getAttribute(\"src\")==r||l.getAttribute(\"data-webpack\")==t+o){s=l;break}}if(!s){c=!0;var f={478:\"sha512-1vUqEfJPB8Pihje9mv5CfYgkitO1FWcS+UQb84DbXqP8oYctRv4/lzl/MzNLPlRhcY1WVDBGL20I8vm6s2VV7g==\",249:\"sha512-Y/BeZAh6VSTmUtUNmS5XdyKxL92s30Fyyj8xVW76HSPxcKItL4+x2+kGMZc8pMJnUpZDz1L4eftZQAJh3D8NnA==\",212:\"sha512-Gn2tQ3qog5Yhrx/gRutkSTYPp+7nkKFt4/mIXg99LxcNpMDAYJZDBYmAACdoHNM86+iq1F3cBcQotFNzjIX8bw==\"};(s=document.createElement(\"script\")).charset=\"utf-8\",s.timeout=120,i.nc\u0026\u0026s.setAttribute(\"nonce\",i.nc),s.setAttribute(\"data-webpack\",t+o),s.src=r,0!==s.src.indexOf(window.location.origin+\"/\")\u0026\u0026(s.crossOrigin=\"anonymous\"),f[a]\u0026\u0026(s.integrity=f[a])}e[r]=[n];var h=(t,n)=\u003e{s.onerror=s.onload=null,clearTimeout(p);var i=e[r];if(delete e[r],s.parentNode\u0026\u0026s.parentNode.removeChild(s),i\u0026\u0026i.forEach((e=\u003ee(n))),t)return t(n)},p=setTimeout(h.bind(null,void 0,{type:\"timeout\",target:s}),12e4);s.onerror=h.bind(null,s.onerror),s.onload=h.bind(null,s.onload),c\u0026\u0026document.head.appendChild(s)}},i.r=e=\u003e{\"undefined\"!=typeof Symbol\u0026\u0026Symbol.toStringTag\u0026\u0026Object.defineProperty(e,Symbol.toStringTag,{value:\"Module\"}),Object.defineProperty(e,\"__esModule\",{value:!0})},i.p=\"https://js-agent.newrelic.com/\",(()=\u003e{var e={38:0,788:0};i.f.j=(t,r)=\u003e{var n=i.o(e,t)?e[t]:void 0;if(0!==n)if(n)r.push(n[2]);else{var o=new Promise(((r,i)=\u003en=e[t]=[r,i]));r.push(n[2]=o);var a=i.p+i.u(t),s=new Error;i.l(a,(r=\u003e{if(i.o(e,t)\u0026\u0026(0!==(n=e[t])\u0026\u0026(e[t]=void 0),n)){var o=r\u0026\u0026(\"load\"===r.type?\"missing\":r.type),a=r\u0026\u0026r.target\u0026\u0026r.target.src;s.message=\"Loading chunk \"+t+\" failed.\\n(\"+o+\": \"+a+\")\",s.name=\"ChunkLoadError\",s.type=o,s.request=a,n[1](s)}}),\"chunk-\"+t,t)}};var t=(t,r)=\u003e{var n,o,[a,s,c]=r,u=0;if(a.some((t=\u003e0!==e[t]))){for(n in s)i.o(s,n)\u0026\u0026(i.m[n]=s[n]);if(c)c(i)}for(t\u0026\u0026t(r);u\u003ca.length;u++)o=a[u],i.o(e,o)\u0026\u0026e[o]\u0026\u0026e[o][0](),e[o]=0},r=self[\"webpackChunk:NRBA-1.274.0.PROD\"]=self[\"webpackChunk:NRBA-1.274.0.PROD\"]||[];r.forEach(t.bind(null,0)),r.push=t.bind(null,r.push.bind(r))})(),(()=\u003e{\"use strict\";i(8374);var e=i(944),t=i(6344),r=i(9566);class n{agentIdentifier;constructor(e=(0,r.LA)(16)){this.agentIdentifier=e}#e(t,...r){if(\"function\"==typeof this.api?.[t])return this.api[t](...r);(0,e.R)(35,t)}addPageAction(e,t){return this.#e(\"addPageAction\",e,t)}setPageViewName(e,t){return this.#e(\"setPageViewName\",e,t)}setCustomAttribute(e,t,r){return this.#e(\"setCustomAttribute\",e,t,r)}noticeError(e,t){return this.#e(\"noticeError\",e,t)}setUserId(e){return this.#e(\"setUserId\",e)}setApplicationVersion(e){return this.#e(\"setApplicationVersion\",e)}setErrorHandler(e){return this.#e(\"setErrorHandler\",e)}addRelease(e,t){return this.#e(\"addRelease\",e,t)}log(e,t){return this.#e(\"log\",e,t)}}class o extends n{#e(t,...r){if(\"function\"==typeof this.api?.[t])return this.api[t](...r);(0,e.R)(35,t)}start(){return this.#e(\"start\")}finished(e){return this.#e(\"finished\",e)}recordReplay(){return this.#e(t.G4.RECORD)}pauseReplay(){return this.#e(t.G4.PAUSE)}addToTrace(e){return this.#e(\"addToTrace\",e)}setCurrentRouteName(e){return this.#e(\"setCurrentRouteName\",e)}interaction(){return this.#e(\"interaction\")}wrapLogger(e,t,r){return this.#e(\"wrapLogger\",e,t,r)}}var a=i(860),s=i(9417);const c=Object.values(a.K7);function u(e){const t={};return c.forEach((r=\u003e{t[r]=function(e,t){return!0===(0,s.gD)(t,\"\".concat(e,\".enabled\"))}(r,e)})),t}var d=i(425);var l=i(1687),f=i(4234),h=i(5289),p=i(6154),g=i(5270),m=i(7767),v=i(6389);class b extends f.W{constructor(e,t,r=!0){super(e.agentIdentifier,t),this.auto=r,this.abortHandler=void 0,this.featAggregate=void 0,this.onAggregateImported=void 0,!1===e.init[this.featureName].autoStart\u0026\u0026(this.auto=!1),this.auto?(0,l.Ak)(e.agentIdentifier,t):this.ee.on(\"manual-start-all\",(0,v.J)((()=\u003e{(0,l.Ak)(e.agentIdentifier,this.featureName),this.auto=!0,this.importAggregator(e)})))}importAggregator(t,r={}){if(this.featAggregate||!this.auto)return;let n;this.onAggregateImported=new Promise((e=\u003e{n=e}));const o=async()=\u003e{let o;try{if((0,m.V)(this.agentIdentifier)){const{setupAgentSession:e}=await i.e(478).then(i.bind(i,6526));o=e(t)}}catch(t){(0,e.R)(20,t),this.ee.emit(\"internal-error\",[t]),this.featureName===a.K7.sessionReplay\u0026\u0026this.abortHandler?.()}try{if(t.sharedAggregator)await t.sharedAggregator;else{t.sharedAggregator=i.e(478).then(i.bind(i,9337));const{EventAggregator:e}=await t.sharedAggregator;t.sharedAggregator=new e}if(!this.#t(this.featureName,o))return(0,l.Ze)(this.agentIdentifier,this.featureName),void n(!1);const{lazyFeatureLoader:e}=await i.e(478).then(i.bind(i,6103)),{Aggregate:a}=await e(this.featureName,\"aggregate\");this.featAggregate=new a(t,r),n(!0)}catch(t){(0,e.R)(34,t),this.abortHandler?.(),(0,l.Ze)(this.agentIdentifier,this.featureName,!0),n(!1),this.ee\u0026\u0026this.ee.abort()}};p.RI?(0,h.GG)((()=\u003eo()),!0):o()}#t(e,t){switch(e){case a.K7.sessionReplay:return(0,g.SR)(this.agentIdentifier)\u0026\u0026!!t;case a.K7.sessionTrace:return!!t;default:return!0}}}var y=i(6630);class w extends b{static featureName=y.T;constructor(e,t=!0){super(e,y.T,t),this.importAggregator(e)}}var R=i(384);var x=i(9908),T=i(2843),A=i(3878),E=i(782),S=i(1863);class N extends b{static featureName=E.T;constructor(e,t=!0){super(e,E.T,t),p.RI\u0026\u0026((0,T.u)((()=\u003e(0,x.p)(\"docHidden\",[(0,S.t)()],void 0,E.T,this.ee)),!0),(0,A.sp)(\"pagehide\",(()=\u003e(0,x.p)(\"winPagehide\",[(0,S.t)()],void 0,E.T,this.ee))),this.importAggregator(e))}}var O=i(3969);class _ extends b{static featureName=O.TZ;constructor(e,t=!0){super(e,O.TZ,t),this.importAggregator(e)}}var I=i(6774),j=i(3304);class P{constructor(e,t,r,n,i){this.name=\"UncaughtError\",this.message=\"string\"==typeof e?e:(0,j.A)(e),this.sourceURL=t,this.line=r,this.column=n,this.__newrelic=i}}function C(e){return H(e)?e:new P(void 0!==e?.message?e.message:e,e?.filename||e?.sourceURL,e?.lineno||e?.line,e?.colno||e?.col,e?.__newrelic)}function k(e){const t=\"Unhandled Promise Rejection\";if(!e?.reason)return;if(H(e.reason))try{return e.reason.message=t+\": \"+e.reason.message,C(e.reason)}catch(t){return C(e.reason)}const r=C(e.reason);return r.message=t+\": \"+r?.message,r}function L(e){if(e.error instanceof SyntaxError\u0026\u0026!/:\\d+$/.test(e.error.stack?.trim())){const t=new P(e.message,e.filename,e.lineno,e.colno,e.error.__newrelic);return t.name=SyntaxError.name,t}return H(e.error)?e.error:C(e)}function H(e){return e instanceof Error\u0026\u0026!!e.stack}class D extends b{static featureName=I.T;#r=!1;constructor(e,r=!0){super(e,I.T,r);try{this.removeOnAbort=new AbortController}catch(e){}this.ee.on(\"internal-error\",(e=\u003e{this.abortHandler\u0026\u0026(0,x.p)(\"ierr\",[C(e),(0,S.t)(),!0,{},this.#r],void 0,this.featureName,this.ee)})),this.ee.on(t.G4.REPLAY_RUNNING,(e=\u003e{this.#r=e})),p.gm.addEventListener(\"unhandledrejection\",(e=\u003e{this.abortHandler\u0026\u0026(0,x.p)(\"err\",[k(e),(0,S.t)(),!1,{unhandledPromiseRejection:1},this.#r],void 0,this.featureName,this.ee)}),(0,A.jT)(!1,this.removeOnAbort?.signal)),p.gm.addEventListener(\"error\",(e=\u003e{this.abortHandler\u0026\u0026(0,x.p)(\"err\",[L(e),(0,S.t)(),!1,{},this.#r],void 0,this.featureName,this.ee)}),(0,A.jT)(!1,this.removeOnAbort?.signal)),this.abortHandler=this.#n,this.importAggregator(e)}#n(){this.removeOnAbort?.abort(),this.abortHandler=void 0}}var M=i(8990);let K=1;const U=\"nr@id\";function V(e){const t=typeof e;return!e||\"object\"!==t\u0026\u0026\"function\"!==t?-1:e===p.gm?0:(0,M.I)(e,U,(function(){return K++}))}function G(e){if(\"string\"==typeof e\u0026\u0026e.length)return e.length;if(\"object\"==typeof e){if(\"undefined\"!=typeof ArrayBuffer\u0026\u0026e instanceof ArrayBuffer\u0026\u0026e.byteLength)return e.byteLength;if(\"undefined\"!=typeof Blob\u0026\u0026e instanceof Blob\u0026\u0026e.size)return e.size;if(!(\"undefined\"!=typeof FormData\u0026\u0026e instanceof FormData))try{return(0,j.A)(e).length}catch(e){return}}}var F=i(8139),B=i(7836),W=i(3434);const z={},q=[\"open\",\"send\"];function Z(t){var r=t||B.ee;const n=function(e){return(e||B.ee).get(\"xhr\")}(r);if(z[n.debugId]++)return n;z[n.debugId]=1,(0,F.u)(r);var i=(0,W.YM)(n),o=p.gm.XMLHttpRequest,a=p.gm.MutationObserver,s=p.gm.Promise,c=p.gm.setInterval,u=\"readystatechange\",d=[\"onload\",\"onerror\",\"onabort\",\"onloadstart\",\"onloadend\",\"onprogress\",\"ontimeout\"],l=[],f=p.gm.XMLHttpRequest=function(t){const r=new o(t),a=n.context(r);try{n.emit(\"new-xhr\",[r],a),r.addEventListener(u,(s=a,function(){var e=this;e.readyState\u003e3\u0026\u0026!s.resolved\u0026\u0026(s.resolved=!0,n.emit(\"xhr-resolved\",[],e)),i.inPlace(e,d,\"fn-\",y)}),(0,A.jT)(!1))}catch(t){(0,e.R)(15,t);try{n.emit(\"internal-error\",[t])}catch(e){}}var s;return r};function h(e,t){i.inPlace(t,[\"onreadystatechange\"],\"fn-\",y)}if(function(e,t){for(var r in e)t[r]=e[r]}(o,f),f.prototype=o.prototype,i.inPlace(f.prototype,q,\"-xhr-\",y),n.on(\"send-xhr-start\",(function(e,t){h(e,t),function(e){l.push(e),a\u0026\u0026(g?g.then(b):c?c(b):(m=-m,v.data=m))}(t)})),n.on(\"open-xhr-start\",h),a){var g=s\u0026\u0026s.resolve();if(!c\u0026\u0026!s){var m=1,v=document.createTextNode(m);new a(b).observe(v,{characterData:!0})}}else r.on(\"fn-end\",(function(e){e[0]\u0026\u0026e[0].type===u||b()}));function b(){for(var e=0;e\u003cl.length;e++)h(0,l[e]);l.length\u0026\u0026(l=[])}function y(e,t){return t}return n}var Y=\"fetch-\",X=Y+\"body-\",J=[\"arrayBuffer\",\"blob\",\"json\",\"text\",\"formData\"],Q=p.gm.Request,ee=p.gm.Response,te=\"prototype\";const re={};function ne(e){const t=function(e){return(e||B.ee).get(\"fetch\")}(e);if(!(Q\u0026\u0026ee\u0026\u0026p.gm.fetch))return t;if(re[t.debugId]++)return t;function r(e,r,n){var i=e[r];\"function\"==typeof i\u0026\u0026(e[r]=function(){var e,r=[...arguments],o={};t.emit(n+\"before-start\",[r],o),o[B.P]\u0026\u0026o[B.P].dt\u0026\u0026(e=o[B.P].dt);var a=i.apply(this,r);return t.emit(n+\"start\",[r,e],a),a.then((function(e){return t.emit(n+\"end\",[null,e],a),e}),(function(e){throw t.emit(n+\"end\",[e],a),e}))})}return re[t.debugId]=1,J.forEach((e=\u003e{r(Q[te],e,X),r(ee[te],e,X)})),r(p.gm,\"fetch\",Y),t.on(Y+\"end\",(function(e,r){var n=this;if(r){var i=r.headers.get(\"content-length\");null!==i\u0026\u0026(n.rxSize=i),t.emit(Y+\"done\",[null,r],n)}else t.emit(Y+\"done\",[e],n)})),t}var ie=i(7485),oe=i(5603);class ae{constructor(e){this.agentIdentifier=e}generateTracePayload(e){if(!this.shouldGenerateTrace(e))return null;var t=(0,oe.o)(this.agentIdentifier);if(!t)return null;var n=(t.accountID||\"\").toString()||null,i=(t.agentID||\"\").toString()||null,o=(t.trustKey||\"\").toString()||null;if(!n||!i)return null;var a=(0,r.ZF)(),s=(0,r.el)(),c=Date.now(),u={spanId:a,traceId:s,timestamp:c};return(e.sameOrigin||this.isAllowedOrigin(e)\u0026\u0026this.useTraceContextHeadersForCors())\u0026\u0026(u.traceContextParentHeader=this.generateTraceContextParentHeader(a,s),u.traceContextStateHeader=this.generateTraceContextStateHeader(a,c,n,i,o)),(e.sameOrigin\u0026\u0026!this.excludeNewrelicHeader()||!e.sameOrigin\u0026\u0026this.isAllowedOrigin(e)\u0026\u0026this.useNewrelicHeaderForCors())\u0026\u0026(u.newrelicHeader=this.generateTraceHeader(a,s,c,n,i,o)),u}generateTraceContextParentHeader(e,t){return\"00-\"+t+\"-\"+e+\"-01\"}generateTraceContextStateHeader(e,t,r,n,i){return i+\"@nr=0-1-\"+r+\"-\"+n+\"-\"+e+\"----\"+t}generateTraceHeader(e,t,r,n,i,o){if(!(\"function\"==typeof p.gm?.btoa))return null;var a={v:[0,1],d:{ty:\"Browser\",ac:n,ap:i,id:e,tr:t,ti:r}};return o\u0026\u0026n!==o\u0026\u0026(a.d.tk=o),btoa((0,j.A)(a))}shouldGenerateTrace(e){return this.isDtEnabled()\u0026\u0026this.isAllowedOrigin(e)}isAllowedOrigin(e){var t=!1,r={};if((0,s.gD)(this.agentIdentifier,\"distributed_tracing\")\u0026\u0026(r=(0,s.D0)(this.agentIdentifier).distributed_tracing),e.sameOrigin)t=!0;else if(r.allowed_origins instanceof Array)for(var n=0;n\u003cr.allowed_origins.length;n++){var i=(0,ie.D)(r.allowed_origins[n]);if(e.hostname===i.hostname\u0026\u0026e.protocol===i.protocol\u0026\u0026e.port===i.port){t=!0;break}}return t}isDtEnabled(){var e=(0,s.gD)(this.agentIdentifier,\"distributed_tracing\");return!!e\u0026\u0026!!e.enabled}excludeNewrelicHeader(){var e=(0,s.gD)(this.agentIdentifier,\"distributed_tracing\");return!!e\u0026\u0026!!e.exclude_newrelic_header}useNewrelicHeaderForCors(){var e=(0,s.gD)(this.agentIdentifier,\"distributed_tracing\");return!!e\u0026\u0026!1!==e.cors_use_newrelic_header}useTraceContextHeadersForCors(){var e=(0,s.gD)(this.agentIdentifier,\"distributed_tracing\");return!!e\u0026\u0026!!e.cors_use_tracecontext_headers}}var se=i(9300),ce=i(7295),ue=[\"load\",\"error\",\"abort\",\"timeout\"],de=ue.length,le=(0,R.dV)().o.REQ,fe=(0,R.dV)().o.XHR;class he extends b{static featureName=se.T;constructor(e,t=!0){super(e,se.T,t),this.dt=new ae(e.agentIdentifier),this.handler=(e,t,r,n)=\u003e(0,x.p)(e,t,r,n,this.ee);try{const e={xmlhttprequest:\"xhr\",fetch:\"fetch\",beacon:\"beacon\"};p.gm?.performance?.getEntriesByType(\"resource\").forEach((t=\u003e{if(t.initiatorType in e\u0026\u00260!==t.responseStatus){const r={status:t.responseStatus},n={rxSize:t.transferSize,duration:Math.floor(t.duration),cbTime:0};pe(r,t.name),this.handler(\"xhr\",[r,n,t.startTime,t.responseEnd,e[t.initiatorType]],void 0,a.K7.ajax)}}))}catch(e){}ne(this.ee),Z(this.ee),function(e,t,r,n){function i(e){var t=this;t.totalCbs=0,t.called=0,t.cbTime=0,t.end=R,t.ended=!1,t.xhrGuids={},t.lastSize=null,t.loadCaptureCalled=!1,t.params=this.params||{},t.metrics=this.metrics||{},e.addEventListener(\"load\",(function(r){T(t,e)}),(0,A.jT)(!1)),p.lR||e.addEventListener(\"progress\",(function(e){t.lastSize=e.loaded}),(0,A.jT)(!1))}function o(e){this.params={method:e[0]},pe(this,e[1]),this.metrics={}}function s(t,r){e.loader_config.xpid\u0026\u0026this.sameOrigin\u0026\u0026r.setRequestHeader(\"X-NewRelic-ID\",e.loader_config.xpid);var i=n.generateTracePayload(this.parsedOrigin);if(i){var o=!1;i.newrelicHeader\u0026\u0026(r.setRequestHeader(\"newrelic\",i.newrelicHeader),o=!0),i.traceContextParentHeader\u0026\u0026(r.setRequestHeader(\"traceparent\",i.traceContextParentHeader),i.traceContextStateHeader\u0026\u0026r.setRequestHeader(\"tracestate\",i.traceContextStateHeader),o=!0),o\u0026\u0026(this.dt=i)}}function c(e,r){var n=this.metrics,i=e[0],o=this;if(n\u0026\u0026i){var a=G(i);a\u0026\u0026(n.txSize=a)}this.startTime=(0,S.t)(),this.body=i,this.listener=function(e){try{\"abort\"!==e.type||o.loadCaptureCalled||(o.params.aborted=!0),(\"load\"!==e.type||o.called===o.totalCbs\u0026\u0026(o.onloadCalled||\"function\"!=typeof r.onload)\u0026\u0026\"function\"==typeof o.end)\u0026\u0026o.end(r)}catch(e){try{t.emit(\"internal-error\",[e])}catch(e){}}};for(var s=0;s\u003cde;s++)r.addEventListener(ue[s],this.listener,(0,A.jT)(!1))}function u(e,t,r){this.cbTime+=e,t?this.onloadCalled=!0:this.called+=1,this.called!==this.totalCbs||!this.onloadCalled\u0026\u0026\"function\"==typeof r.onload||\"function\"!=typeof this.end||this.end(r)}function d(e,t){var r=\"\"+V(e)+!!t;this.xhrGuids\u0026\u0026!this.xhrGuids[r]\u0026\u0026(this.xhrGuids[r]=!0,this.totalCbs+=1)}function l(e,t){var r=\"\"+V(e)+!!t;this.xhrGuids\u0026\u0026this.xhrGuids[r]\u0026\u0026(delete this.xhrGuids[r],this.totalCbs-=1)}function f(){this.endTime=(0,S.t)()}function h(e,r){r instanceof fe\u0026\u0026\"load\"===e[0]\u0026\u0026t.emit(\"xhr-load-added\",[e[1],e[2]],r)}function g(e,r){r instanceof fe\u0026\u0026\"load\"===e[0]\u0026\u0026t.emit(\"xhr-load-removed\",[e[1],e[2]],r)}function m(e,t,r){t instanceof fe\u0026\u0026(\"onload\"===r\u0026\u0026(this.onload=!0),(\"load\"===(e[0]\u0026\u0026e[0].type)||this.onload)\u0026\u0026(this.xhrCbStart=(0,S.t)()))}function v(e,r){this.xhrCbStart\u0026\u0026t.emit(\"xhr-cb-time\",[(0,S.t)()-this.xhrCbStart,this.onload,r],r)}function b(e){var t,r=e[1]||{};if(\"string\"==typeof e[0]?0===(t=e[0]).length\u0026\u0026p.RI\u0026\u0026(t=\"\"+p.gm.location.href):e[0]\u0026\u0026e[0].url?t=e[0].url:p.gm?.URL\u0026\u0026e[0]\u0026\u0026e[0]instanceof URL?t=e[0].href:\"function\"==typeof e[0].toString\u0026\u0026(t=e[0].toString()),\"string\"==typeof t\u0026\u00260!==t.length){t\u0026\u0026(this.parsedOrigin=(0,ie.D)(t),this.sameOrigin=this.parsedOrigin.sameOrigin);var i=n.generateTracePayload(this.parsedOrigin);if(i\u0026\u0026(i.newrelicHeader||i.traceContextParentHeader))if(e[0]\u0026\u0026e[0].headers)s(e[0].headers,i)\u0026\u0026(this.dt=i);else{var o={};for(var a in r)o[a]=r[a];o.headers=new Headers(r.headers||{}),s(o.headers,i)\u0026\u0026(this.dt=i),e.length\u003e1?e[1]=o:e.push(o)}}function s(e,t){var r=!1;return t.newrelicHeader\u0026\u0026(e.set(\"newrelic\",t.newrelicHeader),r=!0),t.traceContextParentHeader\u0026\u0026(e.set(\"traceparent\",t.traceContextParentHeader),t.traceContextStateHeader\u0026\u0026e.set(\"tracestate\",t.traceContextStateHeader),r=!0),r}}function y(e,t){this.params={},this.metrics={},this.startTime=(0,S.t)(),this.dt=t,e.length\u003e=1\u0026\u0026(this.target=e[0]),e.length\u003e=2\u0026\u0026(this.opts=e[1]);var r,n=this.opts||{},i=this.target;\"string\"==typeof i?r=i:\"object\"==typeof i\u0026\u0026i instanceof le?r=i.url:p.gm?.URL\u0026\u0026\"object\"==typeof i\u0026\u0026i instanceof URL\u0026\u0026(r=i.href),pe(this,r);var o=(\"\"+(i\u0026\u0026i instanceof le\u0026\u0026i.method||n.method||\"GET\")).toUpperCase();this.params.method=o,this.body=n.body,this.txSize=G(n.body)||0}function w(e,t){if(this.endTime=(0,S.t)(),this.params||(this.params={}),(0,ce.iW)(this.params))return;let n;this.params.status=t?t.status:0,\"string\"==typeof this.rxSize\u0026\u0026this.rxSize.length\u003e0\u0026\u0026(n=+this.rxSize);const i={txSize:this.txSize,rxSize:n,duration:(0,S.t)()-this.startTime};r(\"xhr\",[this.params,i,this.startTime,this.endTime,\"fetch\"],this,a.K7.ajax)}function R(e){const t=this.params,n=this.metrics;if(!this.ended){this.ended=!0;for(let t=0;t\u003cde;t++)e.removeEventListener(ue[t],this.listener,!1);t.aborted||(0,ce.iW)(t)||(n.duration=(0,S.t)()-this.startTime,this.loadCazptureCalled||4!==e.readyState?null==t.status\u0026\u0026(t.status=0):T(this,e),n.cbTime=this.cbTime,r(\"xhr\",[t,n,this.startTime,this.endTime,\"xhr\"],this,a.K7.ajax))}}function T(e,r){e.params.status=r.status;var n=function(e,t){var r=e.responseType;return\"json\"===r\u0026\u0026null!==t?t:\"arraybuffer\"===r||\"blob\"===r||\"json\"===r?G(e.response):\"text\"===r||\"\"===r||void 0===r?G(e.responseText):void 0}(r,e.lastSize);if(n\u0026\u0026(e.metrics.rxSize=n),e.sameOrigin){var i=r.getResponseHeader(\"X-NewRelic-App-Data\");i\u0026\u0026((0,x.p)(O.rs,[\"Ajax/CrossApplicationTracing/Header/Seen\"],void 0,a.K7.metrics,t),e.params.cat=i.split(\", \").pop())}e.loadCaptureCalled=!0}t.on(\"new-xhr\",i),t.on(\"open-xhr-start\",o),t.on(\"open-xhr-end\",s),t.on(\"send-xhr-start\",c),t.on(\"xhr-cb-time\",u),t.on(\"xhr-load-added\",d),t.on(\"xhr-load-removed\",l),t.on(\"xhr-resolved\",f),t.on(\"addEventListener-end\",h),t.on(\"removeEventListener-end\",g),t.on(\"fn-end\",v),t.on(\"fetch-before-start\",b),t.on(\"fetch-start\",y),t.on(\"fn-start\",m),t.on(\"fetch-done\",w)}(e,this.ee,this.handler,this.dt),this.importAggregator(e)}}function pe(e,t){var r=(0,ie.D)(t),n=e.params||e;n.hostname=r.hostname,n.port=r.port,n.protocol=r.protocol,n.host=r.hostname+\":\"+r.port,n.pathname=r.pathname,e.parsedOrigin=r,e.sameOrigin=r.sameOrigin}const ge={},me=[\"pushState\",\"replaceState\"];function ve(e){const t=function(e){return(e||B.ee).get(\"history\")}(e);return!p.RI||ge[t.debugId]++||(ge[t.debugId]=1,(0,W.YM)(t).inPlace(window.history,me,\"-\")),t}var be=i(3738);const{He:ye,bD:we,d3:Re,Kp:xe,TZ:Te,Lc:Ae,uP:Ee,Rz:Se}=be;class Ne extends b{static featureName=Te;constructor(e,t=!0){super(e,Te,t);if(!(0,m.V)(this.agentIdentifier))return void this.deregisterDrain();const r=this.ee;let n;ve(r),this.eventsEE=(0,F.u)(r),this.eventsEE.on(Ee,(function(e,t){this.bstStart=(0,S.t)()})),this.eventsEE.on(Ae,(function(e,t){(0,x.p)(\"bst\",[e[0],t,this.bstStart,(0,S.t)()],void 0,a.K7.sessionTrace,r)})),r.on(Se+Re,(function(e){this.time=(0,S.t)(),this.startPath=location.pathname+location.hash})),r.on(Se+xe,(function(e){(0,x.p)(\"bstHist\",[location.pathname+location.hash,this.startPath,this.time],void 0,a.K7.sessionTrace,r)}));try{n=new PerformanceObserver((e=\u003e{const t=e.getEntries();(0,x.p)(ye,[t],void 0,a.K7.sessionTrace,r)})),n.observe({type:we,buffered:!0})}catch(e){}this.importAggregator(e,{resourceObserver:n})}}var Oe=i(2614);class _e extends b{static featureName=t.TZ;#i;#o;constructor(e,r=!0){let n;super(e,t.TZ,r),this.replayRunning=!1,this.#o=e;try{n=JSON.parse(localStorage.getItem(\"\".concat(Oe.H3,\"_\").concat(Oe.uh)))}catch(e){}(0,g.SR)(e.agentIdentifier)\u0026\u0026this.ee.on(t.G4.RECORD,(()=\u003ethis.#a())),this.#s(n)?(this.#i=n?.sessionReplayMode,this.#c()):this.importAggregator(e),this.ee.on(\"err\",(e=\u003e{this.replayRunning\u0026\u0026(this.errorNoticed=!0,(0,x.p)(t.G4.ERROR_DURING_REPLAY,[e],void 0,this.featureName,this.ee))})),this.ee.on(t.G4.REPLAY_RUNNING,(e=\u003e{this.replayRunning=e}))}#s(e){return e\u0026\u0026(e.sessionReplayMode===Oe.g.FULL||e.sessionReplayMode===Oe.g.ERROR)||(0,g.Aw)(this.agentIdentifier)}#u=!1;async#c(e){if(!this.#u){this.#u=!0;try{const{Recorder:t}=await Promise.all([i.e(478),i.e(249)]).then(i.bind(i,8589));this.recorder??=new t({mode:this.#i,agentIdentifier:this.agentIdentifier,trigger:e,ee:this.ee}),this.recorder.startRecording(),this.abortHandler=this.recorder.stopRecording}catch(e){}this.importAggregator(this.#o,{recorder:this.recorder,errorNoticed:this.errorNoticed})}}#a(){this.featAggregate?this.featAggregate.mode!==Oe.g.FULL\u0026\u0026this.featAggregate.initializeRecording(Oe.g.FULL,!0):(this.#i=Oe.g.FULL,this.#c(t.Qb.API),this.recorder\u0026\u0026this.recorder.parent.mode!==Oe.g.FULL\u0026\u0026(this.recorder.parent.mode=Oe.g.FULL,this.recorder.stopRecording(),this.recorder.startRecording(),this.abortHandler=this.recorder.stopRecording))}}var Ie=i(3962);class je extends b{static featureName=Ie.TZ;constructor(e,t=!0){if(super(e,Ie.TZ,t),!p.RI||!(0,R.dV)().o.MO)return;const r=ve(this.ee);Ie.tC.forEach((e=\u003e{(0,A.sp)(e,(e=\u003e{a(e)}),!0)}));const n=()=\u003e(0,x.p)(\"newURL\",[(0,S.t)(),\"\"+window.location],void 0,this.featureName,this.ee);r.on(\"pushState-end\",n),r.on(\"replaceState-end\",n);try{this.removeOnAbort=new AbortController}catch(e){}(0,A.sp)(\"popstate\",(e=\u003e(0,x.p)(\"newURL\",[e.timeStamp,\"\"+window.location],void 0,this.featureName,this.ee)),!0,this.removeOnAbort?.signal);let i=!1;const o=new((0,R.dV)().o.MO)(((e,t)=\u003e{i||(i=!0,requestAnimationFrame((()=\u003e{(0,x.p)(\"newDom\",[(0,S.t)()],void 0,this.featureName,this.ee),i=!1})))})),a=(0,v.s)((e=\u003e{(0,x.p)(\"newUIEvent\",[e],void 0,this.featureName,this.ee),o.observe(document.body,{attributes:!0,childList:!0,subtree:!0,characterData:!0})}),100,{leading:!0});this.abortHandler=function(){this.removeOnAbort?.abort(),o.disconnect(),this.abortHandler=void 0},this.importAggregator(e,{domObserver:o})}}var Pe=i(7378);const Ce={},ke=[\"appendChild\",\"insertBefore\",\"replaceChild\"];function Le(e){const t=function(e){return(e||B.ee).get(\"jsonp\")}(e);if(!p.RI||Ce[t.debugId])return t;Ce[t.debugId]=!0;var r=(0,W.YM)(t),n=/[?\u0026](?:callback|cb)=([^\u0026#]+)/,i=/(.*)\\.([^.]+)/,o=/^(\\w+)(\\.|$)(.*)$/;function a(e,t){if(!e)return t;const r=e.match(o),n=r[1];return a(r[3],t[n])}return r.inPlace(Node.prototype,ke,\"dom-\"),t.on(\"dom-start\",(function(e){!function(e){if(!e||\"string\"!=typeof e.nodeName||\"script\"!==e.nodeName.toLowerCase())return;if(\"function\"!=typeof e.addEventListener)return;var o=(s=e.src,c=s.match(n),c?c[1]:null);var s,c;if(!o)return;var u=function(e){var t=e.match(i);if(t\u0026\u0026t.length\u003e=3)return{key:t[2],parent:a(t[1],window)};return{key:e,parent:window}}(o);if(\"function\"!=typeof u.parent[u.key])return;var d={};function l(){t.emit(\"jsonp-end\",[],d),e.removeEventListener(\"load\",l,(0,A.jT)(!1)),e.removeEventListener(\"error\",f,(0,A.jT)(!1))}function f(){t.emit(\"jsonp-error\",[],d),t.emit(\"jsonp-end\",[],d),e.removeEventListener(\"load\",l,(0,A.jT)(!1)),e.removeEventListener(\"error\",f,(0,A.jT)(!1))}r.inPlace(u.parent,[u.key],\"cb-\",d),e.addEventListener(\"load\",l,(0,A.jT)(!1)),e.addEventListener(\"error\",f,(0,A.jT)(!1)),t.emit(\"new-jsonp\",[e.src],d)}(e[0])})),t}const He={};function De(e){const t=function(e){return(e||B.ee).get(\"promise\")}(e);if(He[t.debugId])return t;He[t.debugId]=!0;var r=t.context,n=(0,W.YM)(t),i=p.gm.Promise;return i\u0026\u0026function(){function e(r){var o=t.context(),a=n(r,\"executor-\",o,null,!1);const s=Reflect.construct(i,[a],e);return t.context(s).getCtx=function(){return o},s}p.gm.Promise=e,Object.defineProperty(e,\"name\",{value:\"Promise\"}),e.toString=function(){return i.toString()},Object.setPrototypeOf(e,i),[\"all\",\"race\"].forEach((function(r){const n=i[r];e[r]=function(e){let i=!1;[...e||[]].forEach((e=\u003e{this.resolve(e).then(a(\"all\"===r),a(!1))}));const o=n.apply(this,arguments);return o;function a(e){return function(){t.emit(\"propagate\",[null,!i],o,!1,!1),i=i||!e}}}})),[\"resolve\",\"reject\"].forEach((function(r){const n=i[r];e[r]=function(e){const r=n.apply(this,arguments);return e!==r\u0026\u0026t.emit(\"propagate\",[e,!0],r,!1,!1),r}})),e.prototype=i.prototype;const o=i.prototype.then;i.prototype.then=function(...e){var i=this,a=r(i);a.promise=i,e[0]=n(e[0],\"cb-\",a,null,!1),e[1]=n(e[1],\"cb-\",a,null,!1);const s=o.apply(this,e);return a.nextPromise=s,t.emit(\"propagate\",[i,!0],s,!1,!1),s},i.prototype.then[W.Jt]=o,t.on(\"executor-start\",(function(e){e[0]=n(e[0],\"resolve-\",this,null,!1),e[1]=n(e[1],\"resolve-\",this,null,!1)})),t.on(\"executor-err\",(function(e,t,r){e[1](r)})),t.on(\"cb-end\",(function(e,r,n){t.emit(\"propagate\",[n,!0],this.nextPromise,!1,!1)})),t.on(\"propagate\",(function(e,r,n){this.getCtx\u0026\u0026!r||(this.getCtx=function(){if(e instanceof Promise)var r=t.context(e);return r\u0026\u0026r.getCtx?r.getCtx():this})}))}(),t}const Me={},Ke=\"setTimeout\",Ue=\"setInterval\",Ve=\"clearTimeout\",Ge=\"-start\",Fe=[Ke,\"setImmediate\",Ue,Ve,\"clearImmediate\"];function Be(e){const t=function(e){return(e||B.ee).get(\"timer\")}(e);if(Me[t.debugId]++)return t;Me[t.debugId]=1;var r=(0,W.YM)(t);return r.inPlace(p.gm,Fe.slice(0,2),Ke+\"-\"),r.inPlace(p.gm,Fe.slice(2,3),Ue+\"-\"),r.inPlace(p.gm,Fe.slice(3),Ve+\"-\"),t.on(Ue+Ge,(function(e,t,n){e[0]=r(e[0],\"fn-\",null,n)})),t.on(Ke+Ge,(function(e,t,n){this.method=n,this.timerDuration=isNaN(e[1])?0:+e[1],e[0]=r(e[0],\"fn-\",this,n)})),t}const We={};function ze(e){const t=function(e){return(e||B.ee).get(\"mutation\")}(e);if(!p.RI||We[t.debugId])return t;We[t.debugId]=!0;var r=(0,W.YM)(t),n=p.gm.MutationObserver;return n\u0026\u0026(window.MutationObserver=function(e){return this instanceof n?new n(r(e,\"fn-\")):n.apply(this,arguments)},MutationObserver.prototype=n.prototype),t}const{TZ:qe,d3:Ze,Kp:Ye,$p:Xe,wW:Je,e5:Qe,tH:$e,uP:et,rw:tt,Lc:rt}=Pe;class nt extends b{static featureName=qe;constructor(e,t=!0){if(super(e,qe,t),!p.RI)return;try{this.removeOnAbort=new AbortController}catch(e){}let r,n=0;const i=this.ee.get(\"tracer\"),o=Le(this.ee),a=De(this.ee),s=Be(this.ee),c=Z(this.ee),u=this.ee.get(\"events\"),d=ne(this.ee),l=ve(this.ee),f=ze(this.ee);function h(e,t){l.emit(\"newURL\",[\"\"+window.location,t])}function g(){n++,r=window.location.hash,this[et]=(0,S.t)()}function m(){n--,window.location.hash!==r\u0026\u0026h(0,!0);var e=(0,S.t)();this[Qe]=~~this[Qe]+e-this[et],this[rt]=e}function v(e,t){e.on(t,(function(){this[t]=(0,S.t)()}))}this.ee.on(et,g),a.on(tt,g),o.on(tt,g),this.ee.on(rt,m),a.on(Je,m),o.on(Je,m),this.ee.on(\"fn-err\",((...t)=\u003e{t[2]?.__newrelic?.[e.agentIdentifier]||(0,x.p)(\"function-err\",[...t],void 0,this.featureName,this.ee)})),this.ee.buffer([et,rt,\"xhr-resolved\"],this.featureName),u.buffer([et],this.featureName),s.buffer([\"setTimeout\"+Ye,\"clearTimeout\"+Ze,et],this.featureName),c.buffer([et,\"new-xhr\",\"send-xhr\"+Ze],this.featureName),d.buffer([$e+Ze,$e+\"-done\",$e+Xe+Ze,$e+Xe+Ye],this.featureName),l.buffer([\"newURL\"],this.featureName),f.buffer([et],this.featureName),a.buffer([\"propagate\",tt,Je,\"executor-err\",\"resolve\"+Ze],this.featureName),i.buffer([et,\"no-\"+et],this.featureName),o.buffer([\"new-jsonp\",\"cb-start\",\"jsonp-error\",\"jsonp-end\"],this.featureName),v(d,$e+Ze),v(d,$e+\"-done\"),v(o,\"new-jsonp\"),v(o,\"jsonp-end\"),v(o,\"cb-start\"),l.on(\"pushState-end\",h),l.on(\"replaceState-end\",h),window.addEventListener(\"hashchange\",h,(0,A.jT)(!0,this.removeOnAbort?.signal)),window.addEventListener(\"load\",h,(0,A.jT)(!0,this.removeOnAbort?.signal)),window.addEventListener(\"popstate\",(function(){h(0,n\u003e1)}),(0,A.jT)(!0,this.removeOnAbort?.signal)),this.abortHandler=this.#n,this.importAggregator(e)}#n(){this.removeOnAbort?.abort(),this.abortHandler=void 0}}var it=i(3333);class ot extends b{static featureName=it.TZ;constructor(e,t=!0){super(e,it.TZ,t);const r=[e.init.page_action.enabled,e.init.performance.capture_marks,e.init.performance.capture_measures,e.init.user_actions.enabled];p.RI\u0026\u0026e.init.user_actions.enabled\u0026\u0026(it.Zp.forEach((e=\u003e(0,A.sp)(e,(e=\u003e(0,x.p)(\"ua\",[e],void 0,this.featureName,this.ee)),!0))),it.qN.forEach((e=\u003e(0,A.sp)(e,(e=\u003e(0,x.p)(\"ua\",[e],void 0,this.featureName,this.ee)))))),r.some((e=\u003ee))?this.importAggregator(e):this.deregisterDrain()}}var at=i(993),st=i(3785);class ct extends b{static featureName=at.TZ;constructor(e,t=!0){super(e,at.TZ,t);const r=this.ee;this.ee.on(\"wrap-logger-end\",(function([e]){const{level:t,customAttributes:n}=this;(0,st.R)(r,e,n,t)})),this.importAggregator(e)}}new class extends o{constructor(t,r){super(r),p.gm?(this.features={},(0,R.bQ)(this.agentIdentifier,this),this.desiredFeatures=new Set(t.features||[]),this.desiredFeatures.add(w),this.runSoftNavOverSpa=[...this.desiredFeatures].some((e=\u003ee.featureName===a.K7.softNav)),(0,d.j)(this,t,t.loaderType||\"agent\"),this.run()):(0,e.R)(21)}get config(){return{info:this.info,init:this.init,loader_config:this.loader_config,runtime:this.runtime}}run(){try{const t=u(this.agentIdentifier),r=[...this.desiredFeatures];r.sort(((e,t)=\u003ea.P3[e.featureName]-a.P3[t.featureName])),r.forEach((r=\u003e{if(!t[r.featureName]\u0026\u0026r.featureName!==a.K7.pageViewEvent)return;if(this.runSoftNavOverSpa\u0026\u0026r.featureName===a.K7.spa)return;if(!this.runSoftNavOverSpa\u0026\u0026r.featureName===a.K7.softNav)return;const n=function(e){switch(e){case a.K7.ajax:return[a.K7.jserrors];case a.K7.sessionTrace:return[a.K7.ajax,a.K7.pageViewEvent];case a.K7.sessionReplay:return[a.K7.sessionTrace];case a.K7.pageViewTiming:return[a.K7.pageViewEvent];default:return[]}}(r.featureName).filter((e=\u003e!(e in this.features)));n.length\u003e0\u0026\u0026(0,e.R)(36,{targetFeature:r.featureName,missingDependencies:n}),this.features[r.featureName]=new r(this)}))}catch(t){(0,e.R)(22,t);for(const e in this.features)this.features[e].abortHandler?.();const r=(0,R.Zm)();delete r.initializedAgents[this.agentIdentifier]?.api,delete r.initializedAgents[this.agentIdentifier]?.features,delete this.sharedAggregator;return r.ee.get(this.agentIdentifier).abort(),!1}}}({features:[he,w,N,Ne,_e,_,D,ot,ct,je,nt],loaderType:\"spa\"})})()})();","testAutomationFlags":{"disableAds":false,"disableIirisAuth":false,"disableWelcomeAd":false,"disableBigskyAd":false,"disableIirisRecommend":false,"disableDcts":false,"disableWeatherWidget":false,"disableCashGrainWidget":false,"disableCommoditiesWidget":false,"disableCaptcha":false,"disableCookieBanner":false,"overrideBrandStyling":"","overrideThemeStyling":""},"configState":{"font":{"primary":{"name":"Inter","url":"https://fonts.googleapis.com/css2?family=Inter:wght@100;200;300;400;500;600;700;800;900\u0026display=swap"},"secondary":{"name":"Inter","url":"https://fonts.googleapis.com/css2?family=Inter:wght@100;200;300;400;500;600;700;800;900\u0026display=swap"}},"theme":"theme1","uiBrand":"itprotoday","isMarketsDivision":false,"image":{"brand":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt06f49c53183e1192/65def48d237abe040a0cdb1b/Placeholder_Image.svg","contributor":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltae99c6600909049d/6582ebe1e746c5040a189f2b/theme1_placeholder_avatar.png"},"media":{"brightcoveAccountId":""},"newsletterSignupPromo":{"unbounceURL":"https://itp-resources.itprotoday.com/c/pubRD.mpl?secure=1\u0026sr=pp\u0026_t=pp:\u0026qf=w_itpb86\u0026ch=itpsitebtn","elnConfig":{"newsletter":{"subscribeForm":{"title":"Subscribe to Our Newsletters","subtitle":"Subtitle"},"subscribeConfirm":{"title":"Subscribe to Our Newsletters","subtitle":"Subtitle"}}}},"isOneTrustLoaded":false}},"routes/$topic.$slug._index":{"isRequestedByGoogleBot":false,"iirisRecommendationConfig":{"id":"widget-1717150909887","division":"it","brandFamily":"enterpriseit","entityTagBackground":"#333333BF","showBy":"","showTime":"","borderRadius":"4","imageWidth":"324","imageHeight":"182","imagePosition":"vertical","dropShadow":"#FFEB00","entityTagBorderColor":"#333333","borderColor":"#e6e6e6","redirectMode":"same","recipe":"related-items","brand":"itprotoday"},"isUserEntitled":false,"isGatedAsPaid":false,"metadata":{"type":"article","uid":"blt58cd3a3bf380b527","aid":"392704","reg":"anonymous","pterm":{"main":"Hybrid Cloud","parent":"Cloud Computing","grandparent":{"title":""},"additional":[{"type":"TopicPrimary","title":"Cloud Computing","url":"/cloud-computing"}]},"contentFormat":"News","buyersJourney":"awareness","contributor":[{"title":"Nathan Eddy","name":"Nathan Eddy","companyName":"","role":"","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd76bf4740a6e8198/6658946837ce132abb475f63/nathan-eddy-pic.webp","link":"/author/nathan-eddy","tagLine":"","summary":[{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"Nathan Eddy is a freelance writer for ITProToday and covers various IT trends and topics across wide variety of industries. A graduate of Northwestern University’s Medill School of Journalism, he is also a documentary filmmaker specializing in architecture and urban planning. He currently lives in Berlin, Germany."}]}]}],"gatedWithExternalForm":false,"gatedWithSiteReg":false,"paidGating":false,"sponsorName":""},"template":{"breadcrumbs":[{"url":"/","title":"Home"},{"url":"/cloud-computing/hybrid-cloud","title":"Hybrid Cloud"}],"topics":[{"__typename":"TopicSecondary","title":"Hybrid Cloud","url":"/cloud-computing/hybrid-cloud","parentTopic":{"title":"Cloud Computing"}},{"__typename":"TopicPrimary","title":"Cloud Computing","url":"/cloud-computing"}],"subBrand":null,"searchParams":{},"summary":"The federal government faces a number of challenges implementing multicloud strategies, DevSecOps, and AI, a new survey finds.","title":"Multicloud, DevSecOps, AI Pose Challenges for Federal Government","mobileHeadline":"Multicloud, DevSecOps, AI Pose Challenges for Federal Government","authoredBy":"Rick_Dagley","authoredOn":"2023-02-21T20:32:49+00:00","oldUrl":"https://www.itprotoday.com/hybrid-cloud-and-multicloud/multicloud-devsecops-ai-pose-challenges-federal-government","buyersJourney":"awareness","contributors":[{"title":"Nathan Eddy","name":"Nathan Eddy","companyName":"","role":"","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd76bf4740a6e8198/6658946837ce132abb475f63/nathan-eddy-pic.webp","link":"/author/nathan-eddy","tagLine":"","summary":[{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"Nathan Eddy is a freelance writer for ITProToday and covers various IT trends and topics across wide variety of industries. A graduate of Northwestern University’s Medill School of Journalism, he is also a documentary filmmaker specializing in architecture and urban planning. He currently lives in Berlin, Germany."}]}]}],"readTime":4,"newsletterSignUpPromo":{"title":"Sign up for the ITPro Today newsletter","message":"Stay on top of the IT universe with commentary, news analysis, how-to's, and tips delivered to your inbox daily.","newsletterId":"blt96562e27e259477c","buttonText":"Newsletter Sign-Up","variant":"vertical","mode":"dark"},"socialShare":[{"type":"Linkedin","url":"https://www.linkedin.com/sharing/share-offsite/?url=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"},{"type":"Facebook","url":"http://www.facebook.com/sharer/sharer.php?u=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"},{"type":"Twitter","url":"http://www.twitter.com/intent/tweet?url=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government"},{"type":"Reddit","url":"https://www.reddit.com/submit?url=https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government\u0026title=Multicloud%2C%20DevSecOps%2C%20AI%20Pose%20Challenges%20for%20Federal%20Government"},{"type":"Email","url":"mailto:?subject=Multicloud, DevSecOps, AI Pose Challenges for Federal Government\u0026body=I%20thought%20the%20following%20from%20ITPro%20Today%20might%20interest%20you.%0D%0A%0D%0A%20Multicloud%2C%20DevSecOps%2C%20AI%20Pose%20Challenges%20for%20Federal%20Government%0D%0Ahttps%3A%2F%2Fwww.itprotoday.com%2Fhybrid-cloud%2Fmulticloud-devsecops-ai-pose-challenges-for-federal-government"}],"publishedDate":"2023-02-21T20:21:00.000Z","keywords":[{"url":"/keyword/government","title":"Government"},{"url":"/keyword/devsecops","title":"DevSecOps"}],"atAGlance":[],"bodyJson":[{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"The federal government is facing multiple issues as it adopts "},{"type":"text","marks":[{"type":"link","attrs":{"href":"/edge-computing/how-to-optimize-a-multi-cloud-deployment","target":"_self","rel":null,"class":null}}],"text":"multicloud"},{"type":"text","text":" strategies and implements "},{"type":"text","marks":[{"type":"link","attrs":{"href":"/it-security/what-is-devsecops-","target":"_self","rel":null,"class":null}}],"text":"DevSecOps"},{"type":"text","text":" and artificial intelligence (AI), according to a survey sponsored by Science Applications International Corp. (SAIC)."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"The survey of IT and business influencers and decision-makers in the federal government, conducted by Market Connections, "},{"type":"text","marks":[{"type":"link","attrs":{"href":"https://www.saic.com/sites/default/files/2023-02/SAIC-Cloud-WP___2023.pdf","target":"_blank","rel":"nofollow","class":null}}],"text":"found"},{"type":"text","text":" that when consuming services from one or multiple clouds, insufficient budgeting and forecasting are considerable cost challenges — nearly one in five (17%) blames incorrect billing as a financial concern."}]},{"type":"ad","pos":"300_1v_article"},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"While nearly all federal government employees use at least one cloud, 70% use two or more, with Microsoft Azure, Amazon Web Services (AWS), and Google Cloud the three most widely used cloud service providers (CSPs)."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Related:"},{"type":"text","text":" "},{"type":"text","marks":[{"type":"link","attrs":{"href":"/edge-computing/big-3-public-cloud-providers-focus-on-what-s-next","target":"_blank","rel":null,"class":null}}],"text":"Big 3 Public Cloud Providers Focus on What's Next"}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"More than half (54%) of survey respondents said integration is the most difficult component of deploying a DevSecOps solution, while policy and governance is the top barrier to implementing AI."}]},{"type":"ad","pos":"native_1v"},{"type":"iframe","attrs":{"width":"100%","height":"500px title=Chart: Top Obstacles to Agencies' Implementation of AI","scrolling":null,"frameBorder":null,"allow":null,"src":"https://app.everviz.com/embed/OyRThaPgw/?v=1","loading":"lazy"}},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"\"Government agencies need to be more prescriptive in areas where there is an overpopulation of choice,\" explained Bob Ritchie, chief technology officer at SAIC. \"By making a choice, getting behind that choice, and pressing forward, agencies can see positive outcomes.\""}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"The cloud business model is a pivot from capital expenditure (CapEx) to operational expenditure (OpEx), which is a significant culture shift for many in the federal budget and forecast space, he said."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"In the past, if you needed to provide a service, you could build a more discrete bill of materials of what would be needed as a \"worst case\" (read, overprovisioned 99% of the time)."}]},{"type":"ad","pos":"video_v"},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"\"With cloud, you have to have a lot more insight into the operating model in terms of traffic or use your service will experience to accurately forecast, lest you fall into the trap of treating cloud like someone else's data center and procuring infrastructure as if a legacy CapEx,\" he noted."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"In addition, the uncertainty around system modernization and migration, as well as the business case around ROI post-modernization/migration, presents unacceptable budget risk to both operate the as-is legacy infrastructure and systems and finance the modernized cloud environment."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"\"In some cases, for example, we have been able to eliminate third-party software license costs that completely offset the cost to modernize within 12 months of migrating to cloud, thus paying for itself in one year,\" he said."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"However, forecasting for that type of result on a multiyear congressional budget is difficult and requires rigorous portfolio rationalization and analysis."}]},{"type":"heading","attrs":{"textAlign":"left","level":2},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Access to DevSecOps, AI Talent a Continued Challenge"}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"Government agencies need to rationalize the number of choices to find an optimal balance, Ritchie said, noting that access to "},{"type":"text","marks":[{"type":"link","attrs":{"href":"/hybrid-cloud/it-pros-lack-time-support-to-learn-vital-cloud-computing-skills","target":"_self","rel":null,"class":null}}],"text":"cloud, DevSecOps, and AI talent"},{"type":"text","text":" continues to be a challenge that government agencies must overcome."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"CSPs and government agencies, he said, are working well together on some of the large multi-CSP vehicles such as C2E and JWCC to establish more streamlined and predictable cost projections, along with a commitment scheme that fits within the parameters of the Federal Acquisition Regulation (FAR)."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"Related:"},{"type":"text","text":" "},{"type":"text","marks":[{"type":"link","attrs":{"href":"/hybrid-cloud/best-practices-for-moving-to-a-multicloud-strategy","target":"_blank","rel":null,"class":null}}],"text":"Best Practices for Moving to a Multicloud Strategy"}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"In addition, CSPs are focused on establishing a marketplace of secure, reusable mission accelerators and programs to help offset the cost of running dual-ops."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"\"This is operating the old while modernizing and migrating to the new,\" Ritchie said. \"CSPs will thrive by continuing to collaborate with integrators across the industry to operationalize the acceleration packages and tools.\""}]},{"type":"ad","pos":"native_2v"},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"Ritchie added that the marketplace across clouds could expand beyond software as a service (SaaS) and get to a point where government agencies will be able to select from effectively Provisional Authority to Operate (P-ATO) architectures."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"\"We could see large contracts like C2E and JWCC account for 80% of use cases,\" he said. \"It will also allow more tailored and curated options at the agency, division, and program levels to provide choice and customizations as needed.\""}]},{"type":"heading","attrs":{"textAlign":"left","level":2},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"A Growing Selection of CSPs"}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"Ultimately, agencies will have greater selection of cloud architectures to choose from, like the range of choices for productivity and other IT tooling."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"The other major component over the next 18 to 24 months is addressing the storage, security, access, and interoperability of data across CSPs."}]},{"type":"iframe","attrs":{"width":"100%","height":"315px","scrolling":null,"frameBorder":"0","allow":"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share","src":"https://www.youtube.com/embed/9NyPzXW_bGE","loading":"lazy"}},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"\"A curated data fabric enabled by multi-CSP is the necessary next step toward finding the right tool for the job, to ensure missions aren't locked into a CSP's system,\" Ritchie said."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"Ritchie noted that the most surprising findings from the survey were around the slow success/adoption rate of DevSecOps across organizations."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"\"There are certainly pockets of exceptional adoption, and this reflects a similar pattern in the private and commercial sectors,\" he explained."}]},{"type":"paragraph","attrs":{"textAlign":"left"},"content":[{"type":"text","text":"However, the commercial sector has seen a significant increase in the \"moderate to good\" range according to the Department of Regulatory Agencies (DORA), Ritchie said, and he was surprised not to see the same movement in the federal government."}]}],"contentType":"Article","uid":"blt58cd3a3bf380b527","sponsored":{"logoUrl":"","url":"","alt":"","title":"","campaignURL":"","isSponsored":false,"gateWithSiteReg":false,"gateWithExternalForm":"None","externalFormID":""},"featuredImage":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf5ff205b9853faa4/6617ff49766f327c1bc23080/multicloud_0.jpg","alt":"multiple clouds connected to each other","caption":"","creditTo":"Alamy"},"contentFormat":{"title":"News"},"seriesTaxonomy":[],"programTaxonomy":[],"sidebarModules":[{"type":"module_content_cards","data":{"title":"Editor's Choice","moduleLabel":"Editor's Choice","variant":"default","contents":[{"type":"contentPreview","data":{"contentType":"Article","variant":"card-horizontal","thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blte7be8ee65ed686ae/67128e1e98e874167c4f05e1/hero_powershell_multifile_tool.png","alt":"the interface of the PowerShell search tool with a hand holding a magnifying glass on a background of a blue sky and clouds in the shape of gears"},"articleName":"How I Built My Own PowerShell Multi-File Search Tool","mobileHeadline":"How I Built My Own PowerShell Multi-File Search Tool","articleUrl":"/powershell/how-i-built-my-own-powershell-multi-file-search-tool","listPageUrl":"/powershell/how-i-built-my-own-powershell-multi-file-search-tool","linkAttrs":{},"date":"Oct 22, 2024","webinarStartTime":"","categoryName":"PowerShell","categoryUrl":"/operating-systems/powershell","contributors":[{"name":"Brien Posey","link":"/author/brien-posey","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbd2d61ed5b87072c/6613c9a9bce8e3a5a1d68782/Brien_Posey.jpg"}],"timeRead":10,"paidGating":{"paidContent":false,"paidProductTaxonomy":[]}}},{"type":"ad","data":{"pos":"native_right_1v"}},{"type":"contentPreview","data":{"contentType":"Article","variant":"card-horizontal","thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf8db9c6bab6974be/67191ffa32efaa4f10cc0da3/burnout_gif.gif","alt":"burnout gif featuring a mannequin surrounded by office technology on fire"},"articleName":"Am I Burned Out? How To Identify and Address Burnout in IT","mobileHeadline":"Am I Burned Out? How To Identify and Address Burnout in IT","articleUrl":"/career-tips/am-i-burned-out-how-to-identify-and-address-burnout-in-it","listPageUrl":"/career-tips/am-i-burned-out-how-to-identify-and-address-burnout-in-it","linkAttrs":{},"date":"Oct 24, 2024","webinarStartTime":"","categoryName":"Career Tips","categoryUrl":"/career-management/career-tips","contributors":[{"name":"Danielle Meinert","link":"/author/danielle-meinert","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6cea48e7fba9fe0c/66744228de07df7824ca2798/danielle-profile-photo.jpeg"}],"timeRead":4,"paidGating":{"paidContent":false,"paidProductTaxonomy":[]}}},{"type":"contentPreview","data":{"contentType":"Article","variant":"card-horizontal","thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt6848a0ecb0125906/6718d881c3b38d9d32d538ac/ML-1716x965_-_2024-10-23.jpg","alt":"MLOps"},"articleName":"Choosing Between Cloud and On-Prem MLOps: What's Best for Your Needs?","mobileHeadline":"Choosing Between Cloud and On-Prem MLOps: What's Best for Your Needs?","articleUrl":"/ops-and-more/choosing-between-cloud-and-on-prem-mlops-what-s-best-for-your-needs-","listPageUrl":"/ops-and-more/choosing-between-cloud-and-on-prem-mlops-what-s-best-for-your-needs-","linkAttrs":{},"date":"Oct 23, 2024","webinarStartTime":"","categoryName":"Ops and More","categoryUrl":"/it-management/ops-and-more","contributors":[{"name":"Christopher Tozzi","link":"/author/christopher-tozzi","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt363e2b757d4697ca/6613c9a4e92bcfe48a891995/christophertozzi_2.jpg"}],"timeRead":4,"paidGating":{"paidContent":false,"paidProductTaxonomy":[]}}},{"type":"ad","data":{"pos":"native_right_2v"}},{"type":"contentPreview","data":{"contentType":"Article","variant":"card-horizontal","thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf99e8de69c884e47/6703e85e7c36d207b980a3fa/Linux_Kernel_Security.png","alt":"a digital shield icon with a keyhole next to text that says linux kernel security"},"articleName":"Linux Kernel Exploits: How Attackers Gain Root Access and How To Defend Against It","mobileHeadline":"Linux Kernel Exploits: Common Threats and How To Prevent Them","articleUrl":"/vulnerabilities-threats/linux-kernel-exploits-how-attackers-gain-root-access-and-how-to-defend-against-it","listPageUrl":"/vulnerabilities-threats/linux-kernel-exploits-how-attackers-gain-root-access-and-how-to-defend-against-it","linkAttrs":{},"date":"Oct 8, 2024","webinarStartTime":"","categoryName":"Vulnerabilities \u0026 Threats","categoryUrl":"/it-security/vulnerabilities-threats","contributors":[{"name":"Grant Knoetze","link":"/author/grant-knoetze","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltb840b8274b6e83ca/6613c9f9ddf6623b6265761c/Grant-Knoetze-cropped.jpg"}],"timeRead":6,"paidGating":{"paidContent":false,"paidProductTaxonomy":[]}}}],"dateDisplay":"show","contributorDisplay":"show"},"adConfig":{"nativeAdOption":true}},{"type":"module_link_list","data":{"listOption":"Dynamic","listTitle":"Exclusive ITPro Resources","icon":"Document","externalFeed":"","ctaButton":{"ctaButtonLink":"/documents","ctaButtonText":"See all ITPro Resources"},"openInNewTab":false,"articles":[{"contentType":"Document","title":"BCDR Basics: A Quick Reference Guide for Business Continuity \u0026 Disaster Recovery","url":"/disaster-recovery/bcdr-basics-a-quick-reference-guide-for-business-continuity-disaster-recovery","isExternalLink":false,"readTime":1,"publishedDate":"2024-10-10T15:22:31.000Z","eventDate":"","webinarStartTime":""},{"contentType":"Document","title":"ITPro Today’s 2024 IT Priorities Report","url":"/career-management/itpro-today-s-2024-it-priorities-report","isExternalLink":false,"readTime":1,"publishedDate":"2024-09-25T10:00:00.000Z","eventDate":"","webinarStartTime":""},{"contentType":"Document","title":"Tech Careers: Quick Reference Guide to IT Job Titles","url":"/career-management/tech-careers-quick-reference-guide-to-it-job-titles","isExternalLink":false,"readTime":1,"publishedDate":"2024-09-13T10:45:00.000Z","eventDate":"","webinarStartTime":""},{"contentType":"Document","title":"Migrating From VMware: Guide to a Successful Transition","url":"/vmware/migrating-from-vmware-guide-to-a-successful-transition","isExternalLink":false,"readTime":1,"publishedDate":"2024-09-03T09:45:00.000Z","eventDate":"","webinarStartTime":""}]}},{"type":"module_content_cards","data":{"title":"Technical Explainers","moduleLabel":"Featured Technical Explainers","variant":"default","contents":[{"type":"contentPreview","data":{"contentType":"Article","variant":"card-horizontal","thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfec5fcbd31c7f2a6/673b100cd675084d0707e288/AI-chip-1716x965_-_2024-11-18.jpg","alt":"AI chip"},"articleName":"Cloud vs. On-Prem AI Accelerators: Choosing the Best Fit for Your AI Workloads","mobileHeadline":"Cloud vs. On-Prem AI Accelerators: Choosing the Best Fit for Your AI Workloads","articleUrl":"/cloud-computing/cloud-vs-on-prem-ai-accelerators-choosing-the-best-fit-for-your-ai-workloads","listPageUrl":"/cloud-computing/cloud-vs-on-prem-ai-accelerators-choosing-the-best-fit-for-your-ai-workloads","linkAttrs":{},"date":"Nov 18, 2024","webinarStartTime":"","categoryName":"Cloud Computing","categoryUrl":"/cloud-computing","contributors":[{"name":"Christopher Tozzi","link":"/author/christopher-tozzi","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt363e2b757d4697ca/6613c9a4e92bcfe48a891995/christophertozzi_2.jpg"}],"timeRead":4,"paidGating":{"paidContent":false,"paidProductTaxonomy":[]}}},{"type":"contentPreview","data":{"contentType":"Article","variant":"card-horizontal","thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd277e0c4548d3c42/673278ac8d8bc463268a48b4/SaaS-1716x965_-_2024-11-11.jpg","alt":"SaaS concept on a tablet"},"articleName":"Why SaaS Backup Matters: Protecting Data Beyond Vendor Guarantees","mobileHeadline":"Why SaaS Backup Matters: Protecting Data Beyond Vendor Guarantees","articleUrl":"/cloud-computing/why-saas-backup-matters-protecting-data-beyond-vendor-guarantees","listPageUrl":"/cloud-computing/why-saas-backup-matters-protecting-data-beyond-vendor-guarantees","linkAttrs":{},"date":"Nov 12, 2024","webinarStartTime":"","categoryName":"Cloud Computing","categoryUrl":"/cloud-computing","contributors":[{"name":"Christopher Tozzi","link":"/author/christopher-tozzi","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt363e2b757d4697ca/6613c9a4e92bcfe48a891995/christophertozzi_2.jpg"}],"timeRead":5,"paidGating":{"paidContent":false,"paidProductTaxonomy":[]}}},{"type":"contentPreview","data":{"contentType":"Article","variant":"card-horizontal","thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltdf272a7a39b366c2/672b48253c936766d5282090/DevOps-code-1716x965_-_2024-09-06.jpg","alt":"DevOps logo on top of code"},"articleName":"DevOps: Key to Faster, More Efficient Government Software Development","mobileHeadline":"DevOps: Key to Faster, More Efficient Government Software Development","articleUrl":"/devops/devops-key-to-faster-more-efficient-government-software-development","listPageUrl":"/devops/devops-key-to-faster-more-efficient-government-software-development","linkAttrs":{},"date":"Nov 6, 2024","webinarStartTime":"","categoryName":"DevOps","categoryUrl":"/it-management/devops","contributors":[{"name":"Christopher Tozzi","link":"/author/christopher-tozzi","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt363e2b757d4697ca/6613c9a4e92bcfe48a891995/christophertozzi_2.jpg"}],"timeRead":4,"paidGating":{"paidContent":false,"paidProductTaxonomy":[]}}}],"dateDisplay":"hide","contributorDisplay":"hide"},"adConfig":{"nativeAdOption":false}},{"type":"module_newsletter_promo","uid":"blt96562e27e259477c","data":{"title":"Sign up for the ITPro Today newsletter","message":"Stay on top of the IT universe with commentary, news analysis, how-to's, and tips delivered to your inbox daily.","newsletterId":"blt96562e27e259477c","buttonText":"Newsletter Sign-Up","variant":"vertical","mode":"dark","isOnHomepage":false,"moduleLocation":"sidebar"}},{"type":"module_content_cards","data":{"title":"What Is","moduleLabel":"Recent What Is","variant":"column","contents":[{"type":"contentPreview","data":{"contentType":"Document","variant":"card-vertical","thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd6267f0056e427cb/6707f1e94c215e0bdbe8db2f/image-1795x965_(2).jpg","alt":"cartoon shows a person next to a checklist and several icons that represent disaster scenarios"},"articleName":"BCDR Basics: A Quick Reference Guide for Business Continuity \u0026 Disaster Recovery","mobileHeadline":"BCDR Basics: A Quick Reference Guide for IT Pros","articleUrl":"/disaster-recovery/bcdr-basics-a-quick-reference-guide-for-business-continuity-disaster-recovery","listPageUrl":"/disaster-recovery/bcdr-basics-a-quick-reference-guide-for-business-continuity-disaster-recovery","linkAttrs":{},"date":"Oct 10, 2024","webinarStartTime":"","categoryName":"Disaster Recovery","categoryUrl":"/data-storage/disaster-recovery","contributors":[{"name":"Ian Horowitz","link":"/author/ian-horowitz","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltc93aa705007174ee/66a10526893fa79494559f62/itpro-contributor-icon2.png"}],"timeRead":1,"paidGating":{"paidContent":false,"paidProductTaxonomy":[]}}},{"type":"contentPreview","data":{"contentType":"Article","variant":"card-vertical","thumbnail":{"src":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltfffa964ee37aaf1e/66f6ee6fe8a6b02af4dab7fe/powershell_environment_variables_chart.png","alt":"technology interface with a person's hand drawing gears and cogs"},"articleName":"Introduction To PowerShell Environment Variables","mobileHeadline":"Introduction To PowerShell Environment Variables","articleUrl":"/powershell/introduction-to-powershell-environment-variables","listPageUrl":"/powershell/introduction-to-powershell-environment-variables","linkAttrs":{},"date":"Sep 30, 2024","webinarStartTime":"","categoryName":"PowerShell","categoryUrl":"/operating-systems/powershell","contributors":[{"name":"Brien Posey","link":"/author/brien-posey","avatar":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltbd2d61ed5b87072c/6613c9a9bce8e3a5a1d68782/Brien_Posey.jpg"}],"timeRead":4,"paidGating":{"paidContent":false,"paidProductTaxonomy":[]}}}],"dateDisplay":"hide","contributorDisplay":"hide"},"adConfig":{"nativeAdOption":false}}],"relatedEvents":[],"topicSelector":{"mainTopic":{"type":"TopicSecondary","title":"Hybrid Cloud","url":"/cloud-computing/hybrid-cloud","parentTopic":{"type":"TopicPrimary","title":"Cloud Computing"}},"additionalTopics":[{"type":"TopicPrimary","title":"Cloud Computing","url":"/cloud-computing"}]},"disclaimer":[],"paidGating":{"isPaidContent":false,"paidProductTaxonomies":[]},"errorModal":{"showErrorModal":false,"errorTitle":"Oops! An error has occurred","errorDescription":"The connection on our end has been interrupted. Please refresh the page and try again."},"additionalGatingSettings":{"gatingCharacterLength":0,"gatingTitle":"","gatingDescriptionMessage":""},"isGatedAsPaid":false},"schema":[{"@context":"https://schema.org","@type":"Article","datePublished":"2023-02-21T20:21:00.000Z","dateModified":"2024-06-04T09:41:27.688Z","headline":"Multicloud, DevSecOps, AI Pose Challenges for Federal Government","mainEntityOfPage":"https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government","image":{"@type":"ImageObject","url":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf5ff205b9853faa4/6617ff49766f327c1bc23080/multicloud_0.jpg","caption":"","creditText":"Alamy"},"author":[{"@type":"Person","name":"Nathan Eddy","image":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltd76bf4740a6e8198/6658946837ce132abb475f63/nathan-eddy-pic.webp","url":"https://www.itprotoday.com/author/nathan-eddy"}]},{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://www.itprotoday.com"},{"@type":"ListItem","position":2,"name":"Hybrid Cloud","item":"https://www.itprotoday.com/cloud-computing/hybrid-cloud"}]}],"seo":{"canonicalUrl":"https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government","metaDescription":"The federal government faces a number of challenges implementing multicloud strategies, DevSecOps, and AI, a new survey finds.","metaTitle":"Multicloud, DevSecOps, AI Pose Challenges for Federal Government","noIndex":false,"imageUrl":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltf5ff205b9853faa4/6617ff49766f327c1bc23080/multicloud_0.jpg?disable=upscale\u0026width=1200\u0026height=630\u0026fit=crop","noArchive":false,"keywords":"Hybrid Cloud, Cloud Computing"},"gtm":{"loadEvent":{"attributes":{"events":[],"subBrand":"","seo":{"canonicalURL":"https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government","hideFromSearchEngines":false},"sponsored":{"name":"","campaignURL":"","isSponsored":false,"gateWithSiteReg":false,"gateWithExternalForm":"None","externalFormID":""},"legacy":{"destinationPath":"https://www.itprotoday.com/hybrid-cloud-and-multicloud/multicloud-devsecops-ai-pose-challenges-federal-government","issueDate":"Feb 21, 2023","contributor":"Rick_Dagley"}},"category":{"buyerJourney":"awareness","contentFormat":"News","pageType":"article","keyword":[{"name":"Government"},{"name":"DevSecOps"}],"series":[],"primaryTerm":{"parent":"Cloud Computing","child":"Hybrid Cloud","grandchild":""},"secondaryTerm":[{"parent":"Cloud Computing","child":"","grandchild":""}]},"pageInfo":{"pageID":"blt58cd3a3bf380b527","pageName":"Multicloud, DevSecOps, AI Pose Challenges for Federal Government","destinationURL":"https://www.itprotoday.com/hybrid-cloud/multicloud-devsecops-ai-pose-challenges-for-federal-government","issueDate":"Feb 21, 2023","contributor":[{"companyName":"","displayName":"Nathan Eddy","jobTitle":"","name":"Nathan Eddy"}]}}},"siteSetting":{"placeholderImages":{"brand":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/blt06f49c53183e1192/65def48d237abe040a0cdb1b/Placeholder_Image.svg","contributor":"https://eu-images.contentstack.com/v3/assets/blt07f68461ccd75245/bltae99c6600909049d/6582ebe1e746c5040a189f2b/theme1_placeholder_avatar.png"},"defaultGatingTitle":"","defaultGatingDescriptionMessage":""},"isLivePreview":false}},"actionData":null,"errors":null}};</script><script type="module" async="">import "/build/manifest-A2F38A42.js"; import * as route0 from "/build/root-TPDAOOC5.js"; import * as route1 from "/build/routes/$topic.$slug._index-J4IJ2FVO.js"; window.__remixRouteModules = {"root":route0,"routes/$topic.$slug._index":route1}; import("/build/entry.client-SFHSSSEN.js");</script><script async="" defer="" src="https://connect.facebook.net/en_US/sdk.js#xfbml=1&version=v3.2"></script><script async="" defer="" src="https://www.instagram.com/embed.js"></script></body></html>