CINXE.COM
Introducing Data Portal: Real-Time Enterprise Data Management
<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><title>Introducing Data Portal: Real-Time Enterprise Data Management</title><meta name="robots" content="index,follow"/><meta name="description" content="StarTree's Data Portal brings reliability and control to real-time data operations, bridging the gap of managing batch and real-time data."/><meta property="og:title" content="Introducing Data Portal: Real-Time Enterprise Data Management"/><meta property="og:description" content="StarTree's Data Portal brings reliability and control to real-time data operations, bridging the gap of managing batch and real-time data."/><meta property="og:url" content="https://startree.ai/resources/introducing-data-portal"/><meta property="og:image" content="https://startree.wpenginepowered.com/wp-content/uploads/2024/11/11212024-data-portal_preview-1024x576.png"/><link rel="canonical" href="https://startree.ai/resources/introducing-data-portal"/><meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1"/><link rel="apple-touch-icon" sizes="180x180" href="/favicon/apple-touch-icon.png"/><link rel="icon" type="image/png" sizes="32x32" href="/favicon/favicon-32x32.png"/><link rel="icon" type="image/png" sizes="16x16" href="/favicon/favicon-16x16.png"/><link rel="manifest" href="/favicon/site.webmanifest"/><link rel="mask-icon" href="/favicon/safari-pinned-tab.svg" color="#5bbad5"/><meta name="msapplication-TileColor" content="#ffffff"/><meta name="theme-color" content="#ffffff"/><meta name="twitter:card" content="summary"/><meta name="next-head-count" content="18"/><link rel="preload" href="/_next/static/media/f7040064460a9b21-s.p.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><link rel="preload" href="/_next/static/media/122c360d7fe6d395-s.p.woff2" as="font" type="font/woff2" crossorigin="anonymous" data-next-font="size-adjust"/><link rel="preload" href="/_next/static/css/778c226e39197960.css" as="style"/><link rel="stylesheet" href="/_next/static/css/778c226e39197960.css" data-n-g=""/><link rel="preload" href="/_next/static/css/25cae41c71aa3ee0.css" as="style"/><link rel="stylesheet" href="/_next/static/css/25cae41c71aa3ee0.css" data-n-p=""/><noscript data-n-css=""></noscript><script defer="" nomodule="" src="/_next/static/chunks/polyfills-78c92fac7aa8fdd8.js"></script><script id="brightEdge" src="//cdn.bc0a.com/autopilot/f00000000304780/autopilot_sdk.js" data-cfasync="false" defer="" data-nscript="beforeInteractive"></script><script defer="" src="/_next/static/chunks/114.c67adae6ed23d0f1.js"></script><script defer="" src="/_next/static/chunks/442.2c3608a8ab0d9442.js"></script><script src="/_next/static/chunks/webpack-7f5c6789c515ac4f.js" defer=""></script><script src="/_next/static/chunks/framework-9620da855a94eb57.js" defer=""></script><script src="/_next/static/chunks/main-4c5a65bf32bd6706.js" defer=""></script><script src="/_next/static/chunks/pages/_app-af3bd3ce1347445d.js" defer=""></script><script src="/_next/static/chunks/31d4e3d1-0a655c6d6ff6e9de.js" defer=""></script><script src="/_next/static/chunks/9e82d048-ffb998b39e497a2e.js" defer=""></script><script src="/_next/static/chunks/854-338aa8ccdafb1663.js" defer=""></script><script src="/_next/static/chunks/927-252a7a71f883e286.js" defer=""></script><script src="/_next/static/chunks/463-f9292cf30fcf41ef.js" defer=""></script><script src="/_next/static/chunks/726-b42f656bc376bec4.js" defer=""></script><script src="/_next/static/chunks/583-d9f7cd47c724f386.js" defer=""></script><script src="/_next/static/chunks/pages/%5B...slug%5D-56e93f395059f52f.js" defer=""></script><script src="/_next/static/CJebP-AqeGLq33GCxCquV/_buildManifest.js" defer=""></script><script src="/_next/static/CJebP-AqeGLq33GCxCquV/_ssgManifest.js" defer=""></script><style id="__jsx-3450457828">:root{--font-mulish:'__Mulish_1ed915', '__Mulish_Fallback_1ed915';--font-fira:'__Fira_Code_74c79e', '__Fira_Code_Fallback_74c79e'}</style></head><body class="font-body"><div id="__next"><header class="fixed inset-x-0 top-0 z-50 h-[60px] w-full bg-indigo transition-all duration-300 lg:h-[89px] bg-transparent"><div class="header-container h-full"><div class="flex h-full items-center justify-between gap-4"><div class="z-50 flex items-center gap-[71px]"><div class="relative z-50 w-[100px] cursor-pointer lg:w-[118px]"><a aria-label="Back to Home" class="nav-logo transition-colors text-indigo" href="/"><svg width="100%" height="100%" viewBox="0 0 119 21" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M12.65 15.607c0 3.3-2.893 4.893-6.186 4.893-3.078 0-5.357-1.286-6.464-3.64l3.446-1.928c.433 1.257 1.479 1.99 3.018 1.99 1.265 0 2.122-.43 2.122-1.315 0-2.236-7.94-1.01-7.94-6.393 0-3.118 2.679-4.86 5.847-4.86 2.5 0 4.643 1.128 5.846 3.239L8.954 9.429a2.607 2.607 0 0 0-2.465-1.561c-.982 0-1.785.428-1.785 1.257 0 2.26 7.942.854 7.942 6.482M36.785 12.425c0-2.568-1.817-4.31-4.285-4.31s-4.247 1.742-4.247 4.31c0 2.568 1.815 4.311 4.247 4.311s4.285-1.74 4.285-4.31Zm3.972-7.643v15.29h-3.971V18.26c-1.108 1.375-2.772 2.232-5.018 2.232-4.093 0-7.479-3.518-7.479-8.075 0-4.557 3.386-8.071 7.479-8.071 2.246 0 3.91.853 5.017 2.232V4.775l3.972.007ZM51.615 4.475v4.403c-2.06-.243-4.679.675-4.679 3.886v7.307h-3.971V4.781h3.971v2.63c.8-2.08 2.74-2.936 4.679-2.936ZM71.369 8.571v6.361c0 1.654 1.2 1.682 3.475 1.56v3.572c-5.572.611-7.45-1.007-7.45-5.135V8.564h-2.675V4.775h2.675V.489h3.975v4.286h3.475v3.79h-3.475M85.146 4.475v4.403c-2.06-.243-4.675.675-4.675 3.886v7.307H76.5V4.781h3.971v2.63c.797-2.08 2.736-2.936 4.675-2.936ZM97.61 10.99a3.732 3.732 0 0 0-3.817-3.086c-2.121 0-3.571 1.132-4.032 3.09h7.857m-3.45 5.931a4.286 4.286 0 0 0 3.45-1.528l3.214 1.832c-1.428 2.082-3.753 3.275-6.71 3.275-5.168 0-8.433-3.518-8.433-8.075 0-4.557 3.293-8.072 8.126-8.072 4.557 0 7.785 3.572 7.785 8.072a8.821 8.821 0 0 1-.153 1.621H89.822c.553 2.015 2.25 2.872 4.339 2.872l.007.003ZM114.603 10.99a3.733 3.733 0 0 0-3.818-3.086c-2.125 0-3.571 1.132-4.032 3.09h7.857m-3.45 5.931a4.284 4.284 0 0 0 3.45-1.528l3.214 1.832c-1.446 2.082-3.757 3.275-6.71 3.275-5.172 0-8.432-3.518-8.432-8.075 0-4.557 3.292-8.072 8.125-8.072 4.553 0 7.785 3.572 7.785 8.072a8.821 8.821 0 0 1-.153 1.621h-11.625c.557 2.015 2.246 2.872 4.339 2.872l.007.003ZM20.043 8.571v6.361c0 1.654 1.2 1.682 3.479 1.56v3.572c-5.572.611-7.45-1.007-7.45-5.135V8.564h-2.675V4.775h2.675V.489h3.97v4.286h3.48v3.79h-3.48M63.114 10.857h-4.596V4.643a.282.282 0 0 0-.06-.175.304.304 0 0 0-.154-.103.268.268 0 0 0-.183 0 .275.275 0 0 0-.142.117l-5.415 8.958a.333.333 0 0 0-.042.142.297.297 0 0 0 .143.254.311.311 0 0 0 .146.04h4.6v6.217a.286.286 0 0 0 .21.279c.06.018.123.018.183 0a.293.293 0 0 0 .142-.118l5.411-8.957a.26.26 0 0 0 .043-.147.282.282 0 0 0-.143-.25.26.26 0 0 0-.146-.043" fill="currentColor"></path></svg></a></div><nav class="flex items-center gap-8 max-lg:hidden"><a class="nav-link z-50 relative text-indigo" aria-label="Platform" href="/products/startree-cloud"><span style="will-change:opacity">Platform</span></a><button type="button" class="nav-link z-50 relative text-indigo" aria-label="Solutions"><span style="will-change:opacity">Solutions</span></button><a class="nav-link z-50 relative text-indigo" aria-label="For Developers" href="https://dev.startree.ai/"><span style="will-change:opacity">For Developers</span></a><a class="nav-link z-50 relative text-indigo" aria-label="Resources" href="/resources"><span style="will-change:opacity">Resources</span></a><a class="nav-link z-50 relative text-indigo" href="/partners"><span style="will-change:opacity">Partners</span></a><a class="nav-link z-50 relative text-indigo" href="/pricing"><span style="will-change:opacity">Pricing</span></a><div class="pointer-events-none absolute inset-0 h-screen min-w-full backdrop-blur-xl" style="opacity:0;will-change:opacity"></div><div class="absolute inset-x-0 top-0 z-30 min-w-full origin-top overflow-hidden rounded-[3px] bg-white pt-[89px]" style="pointer-events:none;opacity:0;will-change:opacity"><div class="min-h-[250px]"></div></div></nav></div><div class="flex gap-2"><div class="flex items-center gap-x-6"><a class="nav-button text-[15px] font-medium leading-[1.1] tracking-[-0.15px] transition-colors text-indigo hover:text-ocean" href="/search"><svg class="w-[14px]" aria-hidden="true" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 14 14"><path d="M6.125 10.5a4.375 4.375 0 1 0 0-8.75 4.375 4.375 0 0 0 0 8.75ZM9.219 9.219l3.031 3.031" stroke="currentColor"></path></svg></a><a class="nav-button text-[15px] font-medium leading-[1.1] tracking-[-0.15px] transition-colors max-xl:hidden text-indigo hover:text-ocean" target="_blank" href="https://startree.cloud/login">Login</a><a class="gradient-border-mask nav-button text-indigo" href="/saas-signup">Start for free</a><a class="nav-button text-[15px] font-medium leading-[1.1] tracking-[-0.15px] transition-colors max-xl:hidden text-indigo hover:text-ocean" href="/demo">Book a demo</a></div><div class="-mr-[15px] lg:hidden" role="button" tabindex="0"><div class="hamburger-react" aria-label="Show menu" aria-expanded="false" role="button" style="cursor:pointer;height:48px;position:relative;transition:0.4s cubic-bezier(0, 0, 0, 1);user-select:none;width:48px;outline:none" tabindex="0"><div style="background:#001e43;height:2px;left:15px;position:absolute;width:18px;top:17px;transition:0.4s cubic-bezier(0, 0, 0, 1);transform:none"></div><div style="background:#001e43;height:2px;left:15px;position:absolute;width:18px;top:23px;transition:0.2s cubic-bezier(0, 0, 0, 1);transform:none"></div><div style="background:#001e43;height:2px;left:15px;position:absolute;width:18px;top:29px;transition:0.4s cubic-bezier(0, 0, 0, 1);transform:none"></div></div></div></div></div></div></header><main class="pt-[60px] lg:pt-[89px]"><section class="overflow-hidden pt-12 lg:pt-24"><div class="container !max-w-[1120px]"><div class="flex items-center gap-[18px] divide-x divide-ocean"><div class="text-label-l text-ocean">Resources</div><span class="text-label-l pl-6 text-ocean">Blog</span></div><h1 class="text-h2 mt-4 text-indigo">Introducing Data Portal: Enterprise Data Management Built for Real-Time Speed</h1><hr class="my-6 border-black/5 md:mb-8 md:mt-16"/><div class="flex flex-col gap-y-4 sm:flex-row sm:items-center sm:gap-x-4 sm:gap-y-0 md:gap-x-10"><div class="flex items-center gap-x-[14px] border-black/5 max-sm:col-span-2 max-sm:border-b max-sm:pb-3"><div class="relative size-[52px] shrink-0 overflow-hidden rounded-full bg-indigo"><img alt="Kait Hobson" loading="lazy" decoding="async" data-nimg="fill" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 h-full w-full object-cover object-center" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" sizes="100vw" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=320&q=75 320w, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=412&q=75 412w, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=640&q=75 640w, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=750&q=75 750w, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=828&q=75 828w, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=1080&q=75 1080w, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=1200&q=75 1200w, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=1920&q=75 1920w, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=2048&q=75 2048w, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=3840&q=75 3840w" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F12%2FKait-Hobson.jpeg&w=3840&q=75"/></div><div><div class="text-18 text-indigo">Kait Hobson</div><div class="text-label-l mt-1 text-indigo-600">GTM Marketing Director</div></div></div><div><div class="text-label-l text-indigo-600">released on</div><div class="text-16 mt-1 text-indigo">November 21, 2024</div></div><div><div class="text-label-l text-indigo-600">READ TIME</div><div class="text-16 mt-1 text-indigo">5 min</div></div></div></div></section><section id="form" class="relative isolate overflow-x-clip bg-white pt-[28px] md:pt-12 lg:pt-20 pb-[56px] md:pb-24 lg:pb-[160px]"><div class="container"><div class="relative mx-auto flex w-full max-w-[1120px] flex-wrap gap-x-10 gap-y-10 max-lg:flex-col xl:gap-x-16"><div aria-hidden="true" class="pointer-events-none absolute left-[-590px] top-[-400px] -z-10 size-[780px] rounded-full bg-[radial-gradient(50%_50%_at_50%_50%,_#21c6dc_0%,_rgba(255,198,31,0.00)_100%)] opacity-60 md:left-[-950px] md:size-[1052px]"></div><div aria-hidden="true" class="pointer-events-none absolute right-[-600px] top-[-400px] -z-10 size-[780px] rounded-full bg-[radial-gradient(50%_50%_at_50%_50%,_#f94f8d_0%,_rgba(255,198,31,0.00)_100%)] opacity-60 md:right-[-1100px] md:size-[1135px]"></div><div class="w-full shrink-0 space-y-10 md:space-y-20 lg:max-w-[70%] xl:max-w-[800px]"><div class="space-y-10 md:space-y-20"><div class="space-y-9" id=""><div class="text-18 text-block prose text-indigo"><p><span style="font-weight: 400;">Data Portal is a </span><a href="https://www.globenewswire.com/news-release/2024/11/20/2984361/0/en/StarTree-Unveils-New-Features-to-Tackle-Data-Management-and-Security-Challenges-for-Scaling-Real-Time-Analytics.html"><span style="font-weight: 400;">new offering</span></a><span style="font-weight: 400;"> in StarTree Cloud that brings enterprise-grade reliability and control to real-time data operations. It addresses the fundamental mismatch between traditional data management practices, built for batch processing, and the demands of real-time analytics.聽</span></p> <p><i><span style="font-weight: 400;">Note: Data Portal will subsume the capabilities of StarTree Cloud鈥檚 Data Manager.</span></i></p> </div></div><div class="space-y-9" id="challenge"><div class="text-18 text-block prose text-indigo"><h2>The real-time challenge: Why traditional approaches fail</h2> <p><span style="font-weight: 400;">Modern enterprises face an exponential increase in data complexity, with real-time ingestion rates now reaching tens of millions of messages per second. Traditional batch-oriented tools鈥攄esigned for predictable overnight processing鈥攃annot meet the demands of millisecond-scale analytics. Success in real-time data management requires maintaining peak performance and security while handling dynamic data structures, continuous schema evolution, and uninterrupted data streams. This represents a fundamental shift in how organizations must approach their data architecture.</span></p> <p><span style="font-weight: 400;">The gap between batch-oriented architectures and real-time requirements is evident across key areas of data management:</span></p> </div><div><div class="lg:hidden"><div><div class="space-y-6"><button type="button" class="flex w-full justify-between gap-4 border-t border-black/[0.06] pt-6 text-left text-[16px] font-semibold leading-[1.2] text-indigo"><p>Query optimization</p> <svg class="w-5 shrink-0 text-indigo transition-transform duration-500 sm:w-[26px] rotate-0" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 26 27"><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.625" d="M20.313 6.188 5.688 20.813M20.313 20.813 5.688 6.188"></path></svg></button><div class=""><div class="space-y-4 overflow-hidden" style="height:0px;opacity:0;will-change:opacity"><div class="last-of-type:pb-5"><div class="text-[16px] font-semibold leading-[1.2] text-indigo">Batch processing</div><div class="mt-1 text-[14px] leading-normal text-indigo"><p>Manual analysis & tuning, scheduled optimization cycles</p> </div></div><div class="last-of-type:pb-5"><div class="text-[16px] font-semibold leading-[1.2] text-indigo">Real-time requirements</div><div class="mt-1 text-[14px] leading-normal text-indigo"><p>Instant performance optimization for high QPS workloads</p> </div></div></div></div></div><div class="space-y-6"><button type="button" class="flex w-full justify-between gap-4 border-t border-black/[0.06] pt-6 text-left text-[16px] font-semibold leading-[1.2] text-indigo"><p>Schema management</p> <svg class="w-5 shrink-0 text-indigo transition-transform duration-500 sm:w-[26px] rotate-[225deg]" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 26 27"><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.625" d="M20.313 6.188 5.688 20.813M20.313 20.813 5.688 6.188"></path></svg></button><div class=""></div></div><div class="space-y-6"><button type="button" class="flex w-full justify-between gap-4 border-t border-black/[0.06] pt-6 text-left text-[16px] font-semibold leading-[1.2] text-indigo"><p>Data consistency</p> <svg class="w-5 shrink-0 text-indigo transition-transform duration-500 sm:w-[26px] rotate-[225deg]" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 26 27"><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.625" d="M20.313 6.188 5.688 20.813M20.313 20.813 5.688 6.188"></path></svg></button><div class=""></div></div><div class="space-y-6"><button type="button" class="flex w-full justify-between gap-4 border-t border-black/[0.06] pt-6 text-left text-[16px] font-semibold leading-[1.2] text-indigo"><p>Security &#038; access control</p> <svg class="w-5 shrink-0 text-indigo transition-transform duration-500 sm:w-[26px] rotate-[225deg]" xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 26 27"><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.625" d="M20.313 6.188 5.688 20.813M20.313 20.813 5.688 6.188"></path></svg></button><div class=""></div></div></div></div><div class="hidden overflow-hidden rounded-md lg:block"><div class="flex divide-x divide-black/[0.06] bg-sky-200"><div class="flex-1 px-4 py-[11px] text-[16px] font-semibold leading-[1.2] text-indigo">Area</div><div class="flex-1 px-4 py-[11px] text-[16px] font-semibold leading-[1.2] text-indigo">Batch processing</div><div class="flex-1 px-4 py-[11px] text-[16px] font-semibold leading-[1.2] text-indigo">Real-time requirements</div></div><div class="divide-y divide-black/[0.06]"><div class="flex divide-x divide-black/[0.06] bg-sky-25"><div class="flex-1 px-4 py-[11px] text-[14px] font-medium leading-normal text-indigo"><p>Query optimization</p> </div><div class="flex-1 px-4 py-[11px] text-[14px] leading-normal text-indigo [&_a]:text-blue-600 [&_code]:rounded [&_code]:bg-gray-100 [&_code]:px-1"><p>Manual analysis & tuning, scheduled optimization cycles</p> </div><div class="flex-1 px-4 py-[11px] text-[14px] leading-normal text-indigo [&_a]:text-blue-600 [&_code]:rounded [&_code]:bg-gray-100 [&_code]:px-1"><p>Instant performance optimization for high QPS workloads</p> </div></div><div class="flex divide-x divide-black/[0.06] bg-sky-25"><div class="flex-1 px-4 py-[11px] text-[14px] font-medium leading-normal text-indigo"><p>Schema management</p> </div><div class="flex-1 px-4 py-[11px] text-[14px] leading-normal text-indigo [&_a]:text-blue-600 [&_code]:rounded [&_code]:bg-gray-100 [&_code]:px-1"><p>Planned downtime, isolated environments, predictable loads</p> </div><div class="flex-1 px-4 py-[11px] text-[14px] leading-normal text-indigo [&_a]:text-blue-600 [&_code]:rounded [&_code]:bg-gray-100 [&_code]:px-1"><p>Zero-downtime evolution, high throughput, latency sensitivity</p> </div></div><div class="flex divide-x divide-black/[0.06] bg-sky-25"><div class="flex-1 px-4 py-[11px] text-[14px] font-medium leading-normal text-indigo"><p>Data consistency</p> </div><div class="flex-1 px-4 py-[11px] text-[14px] leading-normal text-indigo [&_a]:text-blue-600 [&_code]:rounded [&_code]:bg-gray-100 [&_code]:px-1"><p>Periodic gap checks, scheduled reprocessing, manual corrections</p> </div><div class="flex-1 px-4 py-[11px] text-[14px] leading-normal text-indigo [&_a]:text-blue-600 [&_code]:rounded [&_code]:bg-gray-100 [&_code]:px-1"><p>Faster means to achieve consistency, real-time flow maintenance</p> </div></div><div class="flex divide-x divide-black/[0.06] bg-sky-25"><div class="flex-1 px-4 py-[11px] text-[14px] font-medium leading-normal text-indigo"><p>Security & access control</p> </div><div class="flex-1 px-4 py-[11px] text-[14px] leading-normal text-indigo [&_a]:text-blue-600 [&_code]:rounded [&_code]:bg-gray-100 [&_code]:px-1"><p>Scheduled permission updates, manual role assignment, periodic security checks</p> </div><div class="flex-1 px-4 py-[11px] text-[14px] leading-normal text-indigo [&_a]:text-blue-600 [&_code]:rounded [&_code]:bg-gray-100 [&_code]:px-1"><p>Rapid permission changes, real-time access control, secure streaming</p> </div></div></div></div></div><div class="text-18 text-block prose text-indigo"><p><span style="font-weight: 400;">Bridging this gap has long been a barrier to adoption, forcing organizations to accept compromises in either performance or control. Meanwhile, data teams face expanding table sizes, soaring ingestion rates, and a widening skills gap.</span></p> </div><figure><img alt="Real-time data management vs batch data management" loading="lazy" width="993" height="492" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 undefined" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F11%2F11252024-data_portal-blog_graphic_1-v1.png&w=1080&q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F11%2F11252024-data_portal-blog_graphic_1-v1.png&w=2048&q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F11%2F11252024-data_portal-blog_graphic_1-v1.png&w=2048&q=75"/></figure></div><div class="space-y-9" id="data-portal"><div class="text-18 text-block prose text-indigo"><h2>Data Portal in StarTree Cloud: Enterprise data management for real time</h2> <p><span style="font-weight: 400;">Data Portal in StarTree Cloud addresses these challenges, bringing the reliability and control enterprises require to the dynamic world of real-time analytics. Powered by machine learning and advanced automation capabilities, Data Portal helps organizations maintain enterprise-grade security and reliability without sacrificing speed.</span></p> <h3>Key features</h3> <p><b>Performance Manager: </b><span style="font-weight: 400;">Replaces manual query optimization with ML-driven recommendations and guided index selection. Performance Manager analyzes query patterns to provide one-click optimizations, delivering up to 4x faster queries while balancing storage costs.</span></p> <p><b>Schema Evolution:</b><span style="font-weight: 400;"> Enables zero-downtime schema updates in continuous data flows, allowing users to add or modify columns, fields or indexes while the system runs. Ensures continuous query availability during structural changes.</span></p> <p><b>Data Backfill:</b><span style="font-weight: 400;"> Automates the detection and filling of data gaps, enabling seamless reloading of data from past events without impacting real-time operations. Maintains consistency across datasets through an automated workflow.</span></p> <p><b>Role-Based Access Control (RBAC):</b><span style="font-weight: 400;"> Delivers fast, fine-grained permission enforcement across the data plane. Simplifies user administration while maintaining strict security standards, even when data is ingested and analyzed in sub-second windows.</span></p> </div><figure><img alt="The technical benefits of StarTree Cloud's new Data Portal" loading="lazy" width="908" height="252" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 undefined" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F11%2F11252024-data_portal-blog_graphic_2-v1.png&w=1080&q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F11%2F11252024-data_portal-blog_graphic_2-v1.png&w=1920&q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F11%2F11252024-data_portal-blog_graphic_2-v1.png&w=1920&q=75"/></figure></div><div class="space-y-9" id="impact"><div class="text-18 text-block prose text-indigo"><h3>Business impact</h3> <p><span style="font-weight: 400;">Across industries, from financial trading to digital advertising, organizations face mounting pressure to make decisions in real-time. When milliseconds matter, even brief delays can result in missed opportunities, fraud incidents, or lost customers. Data Portal transforms these challenges into competitive advantages by combining enterprise controls with real-time processing:聽</span></p> <p><b>Intelligent Automation:</b><span style="font-weight: 400;"> Transform from manual query optimization cycles to instant, ML-powered query performance improvements</span></p> <p><b>Always-On Operations:</b><span style="font-weight: 400;"> Move from scheduled maintenance windows to continuous, zero-downtime evolution</span></p> <p><b>Competitive Advantage:</b><span style="font-weight: 400;"> Shift from end-of-day processing to real-time insights and instant decision-making</span></p> <p><span style="font-weight: 400;">The business costs of delayed insights continue to rise. Fraud needs to be stopped instantly, inventory decisions can鈥檛 wait for overnight batch processing and customers expect personalized experiences in the moment. With Data Portal, these use cases become not just possible, but practical to implement at enterprise scale.</span></p> </div></div><div class="space-y-9" id="get-started"><div class="text-18 text-block prose text-indigo"><h2>Get started with Data Portal</h2> <p><span style="font-weight: 400;">Data Portal is available in private preview for StarTree Cloud customers and prospects, with general availability planned for Q1 2025. The service is accessible across major cloud platforms including AWS, Google Cloud, and Microsoft Azure, enabling organizations to implement real-time analytics capabilities regardless of their cloud infrastructure.</span></p> <p><span style="font-weight: 400;">Ready to experience the power of real-time analytics without compromising on enterprise controls? </span><a href="/demo"><span style="font-weight: 400;">Book a demo</span></a><span style="font-weight: 400;"> of Data Portal to see these features in action, or if you have specific needs or want to speak with a member of our team.</span></p> </div><div class="flex self-start"><a target="" class=" " href="/demo"><div class="text-center rounded-full focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-white px-[25px] relative overflow-hidden group isolate overflow-hidden py-3 md:px-8 md:py-4 text-link-m bg-turmeric text-indigo" type="button"><div>Book a demo</div><div class="absolute -z-10 size-[98px] bg-[radial-gradient(50%_50%_at_50%_50%,_#FFFFFF_0%,_rgba(233,248,255,0.00)_100%)] opacity-0 transition-[opacity,transform] group-hover:opacity-100" style="left:0px;top:0px"><div class="absolute inset-0 m-auto size-14 bg-[radial-gradient(50%_50%_at_50%_50%,_#A6E8F1_0%,_rgba(233,248,255,0.00)_100%)]"></div></div></div></a></div></div></div></div><aside class="hide-scrollbars flex-1 space-y-7 lg:sticky lg:top-24 lg:self-start lg:max-w-[256px]"><div class="max-md:hidden rounded-lg bg-white px-5 py-6 ring-1 ring-sky-25"><h5 class="text-indigo text-h8">Table of contents</h5><div class="mt-[25px] space-y-[25px]"><a class="block transition-colors duration-300 text-ocean" href="/resources/introducing-data-portal#challenge">The real-time challenge</a><a class="block transition-colors duration-300 text-ocean" href="/resources/introducing-data-portal#data-portal">Key features of Data Portal</a><a class="block transition-colors duration-300 text-ocean" href="/resources/introducing-data-portal#impact">The business impact</a></div></div><div class="relative isolate flex-col space-y-5 overflow-hidden rounded-lg bg-indigo-25/20 p-5 ring-1 ring-indigo-25 max-md:flex max-md:justify-between max-md:gap-x-4 xs:flex-row-reverse xs:space-y-0 md:space-y-6 md:divide-y md:divide-black/[0.08] md:py-6"><div><h3 class="text-label-l text-indigo-300">Share</h3><div class="mt-3 flex items-center gap-5"><button class="react-share__ShareButton block focus:outline-none" style="background-color:transparent;border:none;padding:0;font:inherit;color:inherit;cursor:pointer"><div tabindex="0"><div><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 20 20" fill="none"><path fill-rule="evenodd" clip-rule="evenodd" d="M2.28516 17.4507H5.45602V6.89966H2.28516V17.4507Z" fill="#002654"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M17.0811 11.577V17.4507H13.9769V11.9033C13.9769 10.4892 13.4762 9.61902 12.3748 9.61902C11.6618 9.61141 11.021 10.09 10.7726 10.8155C10.6835 11.094 10.6495 11.391 10.6725 11.6857V17.4507H7.56836V7.226H10.6725V8.64006C11.2552 7.55884 12.3237 6.89641 13.4762 6.89967C15.4789 6.89967 17.0811 8.42251 17.0811 11.577Z" fill="#002654"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M3.91537 2.68506C3.10117 2.59549 2.37482 3.24116 2.2924 4.12503C2.28787 4.17031 2.28606 4.2146 2.28516 4.25987C2.28606 5.13291 2.93815 5.83862 3.74057 5.83665C3.76865 5.83665 3.79673 5.83665 3.8248 5.83468C4.639 5.92326 5.36535 5.27956 5.44777 4.39471C5.45139 4.34944 5.45411 4.30515 5.45501 4.25987C5.48399 3.41734 4.879 2.71065 4.10466 2.67817C4.04126 2.6762 3.97786 2.67817 3.91537 2.68506Z" fill="#002654"></path></svg></div></div></button><button class="react-share__ShareButton block focus:outline-none" style="background-color:transparent;border:none;padding:0;font:inherit;color:inherit;cursor:pointer"><div tabindex="0"><div><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 20 20" fill="none"><path d="M10.9561 8.85086L16.38 2.67676H15.0951L10.3836 8.03655L6.62329 2.67676H2.28516L7.97271 10.7825L2.28516 17.2562H3.56999L8.54229 11.5948L12.5143 17.2562H16.8524M4.03372 3.62557H6.00758L15.0942 16.354H13.1198" fill="#002654"></path></svg></div></div></button></div></div><div class="md:pt-6"><h3 class="text-label-l text-indigo-300">newsletter sign up</h3><form class="borxder-indigo-25 mt-3 flex w-full items-center gap-x-0 rounded-full border bg-white px-5 py-3.5 md:p-6 md:py-3.5"><input type="email" name="email" required="" class="flex-1_ border-0 bg-transparent p-0 text-[15px] leading-[1.1] tracking-[-0.3px] text-indigo outline-0 ring-0 placeholder:text-indigo focus:ring-0" placeholder="Your email address"/><button type="submit" class="w-2.5 shrink-0"><svg xmlns="http://www.w3.org/2000/svg" fill="none" class="text-indigo" viewBox="0 0 12 12"><path stroke="currentColor" stroke-linecap="round" stroke-width="1.1" d="M1 6h10.125"></path><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.1" d="m6.625 1.5 4.5 4.5-4.5 4.5"></path></svg><span class="sr-only">Subscribe</span></button></form></div><div aria-hidden="true" class="pointer-events-none absolute bottom-[-500px] right-[-800px] -z-10 size-[780px] rounded-full bg-[radial-gradient(50%_50%_at_50%_50%,_#FFC61F_0%,_rgba(255,198,31,0.00)_100%)] opacity-40 md:size-[1040px]"></div></div></aside></div></div></section><section class="overflow-hidden bg-sky-25 max-sm:!py-8 pt-[56px] md:pt-24 lg:pt-[160px] pb-[56px] md:pb-24 lg:pb-[160px]"><div class="container space-y-8 md:space-y-20"><div class="overflow-hidden_"><h3 class="text-h3 text-ocean">Read more</h3><div class="swiper !mx-0 mt-9 !overflow-visible will-change-transform"><div class="swiper-wrapper"><div class="swiper-slide"><article class="relative isolate overflow-hidden rounded-xl bg-[#F1FAFF] p-[19px] lg:p-7 xs:aspect-[259/289] lg:aspect-[384/428]"><img alt="how to visualize segment distribution in Data Portal" loading="lazy" width="1440" height="1157" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 !absolute inset-0 -z-10 h-full w-full object-cover blur" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F11%2FData-Portal-blog7.png&w=1920&q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F11%2FData-Portal-blog7.png&w=3840&q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F11%2FData-Portal-blog7.png&w=3840&q=75"/><div class="absolute inset-0 bottom-0 z-10 bg-gradient-to-b from-[#00152E]/90 to-[#00152E]/40"></div><div class="relative z-20 flex h-full flex-col justify-between overflow-hidden max-xs:min-h-[320px]"><div><div class="flex items-center gap-3"><p class="text-label-s inline-flex items-center self-start rounded-full border px-2.5 py-[5px] xs:px-3 xs:py-1.5 bg-white/15 text-white border-white/25">Blog</p></div><h3 class="mt-[14px] md:mt-5 text-white text-h6 lg:max-w-[280px]"><a class="cta-button" target="" href="/resources/automate-real-time-operations"><span class="absolute inset-0"></span>Automate Real-Time Operations with Performance Manager, Backfill, and Schema Evolution</a></h3></div><div class="mb-0.5"><div class="text-link-m flex items-center gap-2 text-white"><div class="flex items-center gap-2" style="will-change:transform;transform:translateX(-91%)"><span style="opacity:0;will-change:opacity">Read article</span><svg xmlns="http://www.w3.org/2000/svg" fill="none" class="text-white w-2.5" viewBox="0 0 12 12"><path stroke="currentColor" stroke-linecap="round" stroke-width="1.1" d="M1 6h10.125"></path><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.1" d="m6.625 1.5 4.5 4.5-4.5 4.5"></path></svg></div></div></div></div><div aria-hidden="true" class="pointer-events-none absolute left-[-250px] top-[-250px] -z-10 size-[468px] rounded-full bg-[radial-gradient(50%_50%_at_50%_50%,_#7ADDEA_0%,_rgba(242,251,255,0.00)_100%)]"></div><div aria-hidden="true" class="pointer-events-none absolute bottom-[-500px] right-[-580px] -z-10 size-[937px] rounded-full bg-[radial-gradient(50%_50%_at_50%_50%,_#AE95DC_0%,_rgba(242,251,255,0.00)_100%)]"></div></article></div><div class="swiper-slide"><article class="relative isolate overflow-hidden rounded-xl bg-[#F1FAFF] p-[19px] lg:p-7 xs:aspect-[259/289] lg:aspect-[384/428]"><img alt="maxresdefault-90.jpg" loading="lazy" width="1280" height="720" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 !absolute inset-0 -z-10 h-full w-full object-cover blur" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fmaxresdefault-90.jpg&w=1920&q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fmaxresdefault-90.jpg&w=3840&q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F08%2Fmaxresdefault-90.jpg&w=3840&q=75"/><div class="absolute inset-0 bottom-0 z-10 bg-gradient-to-b from-[#00152E]/90 to-[#00152E]/40"></div><div class="relative z-20 flex h-full flex-col justify-between overflow-hidden max-xs:min-h-[320px]"><div><div class="flex items-center gap-3"><p class="text-label-s inline-flex items-center self-start rounded-full border px-2.5 py-[5px] xs:px-3 xs:py-1.5 bg-white/15 text-white border-white/25">Videos</p></div><h3 class="mt-[14px] md:mt-5 text-white text-h6 lg:max-w-[280px]"><a class="cta-button" target="" href="/resources/get-data-into-pinot-faster-with-startree-s-data-manager"><span class="absolute inset-0"></span>Get Data into Pinot Faster with StarTree鈥檚 Data Manager</a></h3></div><div class="mb-0.5"><div class="text-link-m flex items-center gap-2 text-white"><div class="flex items-center gap-2" style="will-change:transform;transform:translateX(-91%)"><span style="opacity:0;will-change:opacity">Watch video</span><svg xmlns="http://www.w3.org/2000/svg" fill="none" class="text-white w-2.5" viewBox="0 0 12 12"><path stroke="currentColor" stroke-linecap="round" stroke-width="1.1" d="M1 6h10.125"></path><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.1" d="m6.625 1.5 4.5 4.5-4.5 4.5"></path></svg></div></div></div></div><div aria-hidden="true" class="pointer-events-none absolute left-[-250px] top-[-250px] -z-10 size-[468px] rounded-full bg-[radial-gradient(50%_50%_at_50%_50%,_#FFE8A5_0%,_rgba(242,251,255,0.00)_100%)]"></div><div aria-hidden="true" class="pointer-events-none absolute bottom-[-500px] right-[-580px] -z-10 size-[937px] rounded-full bg-[radial-gradient(50%_50%_at_50%_50%,_#7ADDEA_0%,_rgba(242,251,255,0.00)_100%)]"></div></article></div><div class="swiper-slide"><article class="relative isolate overflow-hidden rounded-xl bg-[#F1FAFF] p-[19px] lg:p-7 xs:aspect-[259/289] lg:aspect-[384/428]"><div class="relative z-20 flex h-full flex-col justify-between overflow-hidden max-xs:min-h-[320px]"><div><div class="flex items-center gap-3"><p class="text-label-s inline-flex items-center self-start rounded-full border px-2.5 py-[5px] xs:px-3 xs:py-1.5 bg-white/80 text-indigo border-white/50">Blog</p></div><h3 class="mt-[14px] md:mt-5 text-indigo text-h6 lg:max-w-[280px]"><a class="cta-button" target="" href="/resources/announcing-startree-data-manager"><span class="absolute inset-0"></span>Announcing StarTree Data Manager, a No-Code, Self-Service Tool for Apache Pinot</a></h3></div><div class="mb-0.5"><div class="text-link-m flex items-center gap-2 text-indigo"><div class="flex items-center gap-2" style="will-change:transform;transform:translateX(-91%)"><span style="opacity:0;will-change:opacity">Read article</span><svg xmlns="http://www.w3.org/2000/svg" fill="none" class="text-indigo w-2.5" viewBox="0 0 12 12"><path stroke="currentColor" stroke-linecap="round" stroke-width="1.1" d="M1 6h10.125"></path><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.1" d="m6.625 1.5 4.5 4.5-4.5 4.5"></path></svg></div></div></div></div><div aria-hidden="true" class="pointer-events-none absolute left-[-250px] top-[-250px] -z-10 size-[468px] rounded-full bg-[radial-gradient(50%_50%_at_50%_50%,_#FFE8A5_0%,_rgba(242,251,255,0.00)_100%)]"></div><div aria-hidden="true" class="pointer-events-none absolute bottom-[-500px] right-[-580px] -z-10 size-[937px] rounded-full bg-[radial-gradient(50%_50%_at_50%_50%,_#7ADDEA_0%,_rgba(242,251,255,0.00)_100%)]"></div></article></div></div></div></div></div></section></main><div class="space-y-4 bg-indigo py-4 md:pb-[60px] md:pt-16"><div class="header-container"><div class="relative isolate overflow-hidden rounded-lg bg-white/[0.03] px-6 py-10 md:rounded-xl md:px-8 md:py-16 lg:px-20 lg:py-[125px]"><h2 class="text-cta relative z-10 max-w-xl text-sky-25">Ready to deploy real-time analytics?</h2><div class="text-18 prose prose-sky relative z-10 mt-3 !max-w-xl !text-sky-200 md:mt-6"><p>Start for free or book a demo with our team.</p> </div><div class="relative z-10 mt-[22px] flex items-center gap-x-[18px] sm:gap-x-6 md:mt-[47px]"><a class="cta-button block" href="/saas-signup"><div class="text-center rounded-full focus-visible:outline focus-visible:outline-2 focus-visible:outline-offset-2 focus-visible:outline-white px-[25px] relative overflow-hidden group isolate overflow-hidden py-3 md:px-8 md:py-4 text-link-m bg-turmeric text-indigo"><div>Start for free</div><div class="absolute -z-10 size-[98px] bg-[radial-gradient(50%_50%_at_50%_50%,_#FFFFFF_0%,_rgba(233,248,255,0.00)_100%)] opacity-0 transition-[opacity,transform] group-hover:opacity-100" style="left:0px;top:0px"><div class="absolute inset-0 m-auto size-14 bg-[radial-gradient(50%_50%_at_50%_50%,_#A6E8F1_0%,_rgba(233,248,255,0.00)_100%)]"></div></div></div></a><a class="cta-button block" href="/demo"><div class="text-link-m group flex items-center gap-2 text-white">Book a demo<span aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" fill="none" class="w-2.5 translate-x-0 transition-transform ease-[0.76,0,0.24,1] group-hover:translate-x-1.5 text-white" viewBox="0 0 12 12"><path d="M1 6h10.125M6.625 1.5l4.5 4.5-4.5 4.5" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round"></path></svg></span></div></a></div><div class="pointer-events-none absolute left-[-90%] top-[-40%] aspect-[2311/1052] w-[910px] bg-[radial-gradient(50%_50%_at_50%_50%,_#21C6DC_0%,_rgba(77,_209,_227,_0.00)_100%)] blur-lg [clip-path:_ellipse(1155px_526px_at_50%_50%)] sm:w-[150%] xl:top-[-110%] xl:w-[2311px] transition-transform duration-[3000ms] rotate-[0deg] scale-100 rotate-[0deg] scale-100"></div><div class="pointer-events-none absolute bottom-[-50%] right-[-90%] aspect-[2311/1052] w-[910px] bg-[radial-gradient(50%_50%_at_50%_50%,_#6F42C1_0%,_rgba(111,_66,_193,_0.00)_100%)] blur-lg [clip-path:_ellipse(1155px_526px_at_50%_50%)] md:w-[130%] xl:bottom-[-140%] xl:w-[2311px] transition-transform duration-[3000ms] rotate-[0deg] scale-100 rotate-[0deg] scale-100"></div></div></div></div><footer class="pb-8 pt-10 md:pb-10 md:pt-[60px] bg-indigo" aria-labelledby="footer-heading"><h2 id="footer-heading" class="sr-only">Footer</h2><div class="container"><div class="be-ix-link-block"></div><div class="grid grid-cols-2 gap-x-6 gap-y-10 sm:grid-cols-3 md:gap-9 lg:flex lg:justify-between lg:gap-[9px]"><div class="w-full lg:max-w-[192px]"><h3 class="text-label-l text-river-200">Platform</h3><ul class="mt-5 w-full space-y-[14px] lg:mt-9 lg:max-w-[165px] lg:space-y-[18px]"><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/products/startree-cloud">Platform Overview</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/products/startree-thirdeye">Anomaly Detection</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/products/real-time-upserts">Real-Time Upserts</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/products/tiered-storage">Tiered Storage</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/products/indexing">Indexing</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/products/multi-stage-query-engine">Multi-Stage Query Engine</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/products/autoscaling-minions">Autoscaling Minions</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/products/data-manager">Integrations</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/security-compliance">Security & Compliance</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/deployment-options">Deployment Options</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/partners">Partner</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/pricing">Pricing</a></li></ul></div><div class="w-full lg:max-w-[192px]"><h3 class="text-label-l text-river-200">Industries</h3><ul class="mt-5 w-full space-y-[14px] lg:mt-9 lg:max-w-[165px] lg:space-y-[18px]"><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/solutions/financial-services">Financial Services</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/solutions/retail">Retail</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/solutions/gaming">Gaming</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/solutions/delivery-and-ridesharing">Delivery & Ridesharing</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/solutions/human-resources">Human Resources</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/solutions/healthcare">Healthcare</a></li></ul></div><div class="w-full lg:max-w-[192px]"><h3 class="text-label-l text-river-200">Use cases</h3><ul class="mt-5 w-full space-y-[14px] lg:mt-9 lg:max-w-[165px] lg:space-y-[18px]"><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/solutions/fraud-detection">Fraud Detection</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/solutions/personalization">Personalization</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/solutions/business-metrics-monitoring">Business Metrics鈥∕onitoring</a></li></ul></div><div class="w-full lg:max-w-[192px]"><h3 class="text-label-l text-river-200">For Developers</h3><ul class="mt-5 w-full space-y-[14px] lg:mt-9 lg:max-w-[165px] lg:space-y-[18px]"><li><a target="_blank" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="https://dev.startree.ai/docs/">Docs</a></li><li><a target="_blank" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="https://support.startree.ai/">Support</a></li><li><a target="_blank" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="https://dev.startree.ai/docs/community/">Community</a></li></ul></div><div class="w-full lg:max-w-[192px]"><h3 class="text-label-l text-river-200">Resources</h3><ul class="mt-5 w-full space-y-[14px] lg:mt-9 lg:max-w-[165px] lg:space-y-[18px]"><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/user-stories">User Stories</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/resources/category/blog">Blog</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/resources/category/videos">Videos</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/glossary">Glossary</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/resources/category/events-webinars">Events & Webinars</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/resources/category/fundamentals">Fundamentals</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/rta-summit">RTA Summit</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/all-stars">StarTree All-Stars</a></li></ul></div><div class="w-full lg:max-w-[192px]"><h3 class="text-label-l text-river-200">Company</h3><ul class="mt-5 w-full space-y-[14px] lg:mt-9 lg:max-w-[165px] lg:space-y-[18px]"><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/about">About</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/careers">Careers</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/news">Press</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/contact-us">Contact</a></li><li><a target="" class="text-nav-link footer-link block !leading-[1.1] text-sky-100 transition-colors duration-300 hover:text-white" href="/legal">Legal</a></li><li></li></ul></div></div><div class="mt-10 flex gap-x-6 gap-y-6 max-sm:flex-col-reverse lg:mt-[140px] lg:gap-x-[167px]"><img alt="Svg 223107605 1699873195" loading="lazy" width="80" height="80" decoding="async" data-nimg="1" class="fade-in relative z-10 opacity-100 transition-opacity duration-200 max-sm:max-w-14" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F06%2Fsvg-223107605-1699873195.svg&w=96&q=75 1x, /_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F06%2Fsvg-223107605-1699873195.svg&w=256&q=75 2x" src="/_next/image?url=https%3A%2F%2Fstartree.wpenginepowered.com%2Fwp-content%2Fuploads%2F2024%2F06%2Fsvg-223107605-1699873195.svg&w=256&q=75"/><div class="w-full max-w-[459px] shrink-0"><h3 class="text-22-t mb-5 !font-normal !leading-[1.2] !tracking-[-0.22px] text-sky md:mb-7">Get the latest updates</h3><form class="flex w-full items-center gap-x-4 rounded-full border border-white/10 bg-white/[0.03] px-5 py-3.5 md:px-6 md:py-3.5"><input type="email" name="email" required="" class="flex-1 border-0 bg-transparent p-0 text-[15px] leading-[1.1] tracking-[-0.3px] text-sky outline-0 ring-0 placeholder:text-white/50 focus:ring-0" placeholder="Your email address"/><button type="submit" class="w-2.5 shrink-0"><svg xmlns="http://www.w3.org/2000/svg" fill="none" class="text-white" viewBox="0 0 12 12"><path stroke="currentColor" stroke-linecap="round" stroke-width="1.1" d="M1 6h10.125"></path><path stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.1" d="m6.625 1.5 4.5 4.5-4.5 4.5"></path></svg><span class="sr-only">Subscribe</span></button></form></div></div><div class="mt-10 flex gap-y-6 max-md:flex-col md:items-end md:justify-between lg:mt-[160px] xl:items-center"><div class="flex flex-1 gap-x-10 gap-y-6 max-lg:flex-col lg:items-center xl:gap-x-[126px]"><p class="text-link-s text-sky/40">漏 <!-- -->2025<!-- --> <!-- -->StarTree Inc. All rights reserved.</p><div class="flex flex-wrap gap-x-6 gap-y-2"><a class="text-link-s block text-sky-25/60 transition-colors duration-300 hover:text-sky" href="/startree-trademark-policy">Trademark Policy</a><a class="text-link-s block text-sky-25/60 transition-colors duration-300 hover:text-sky" href="/privacy-policy">Privacy Policy</a><a class="text-link-s block text-sky-25/60 transition-colors duration-300 hover:text-sky" href="/terms-conditions">Terms of Use</a><a class="text-link-s block text-sky-25/60 transition-colors duration-300 hover:text-sky" href="/responsible-disclosure">Responsible Disclosure</a></div></div><div class="flex space-x-4 max-md:order-first"><a target="_blank" href="https://www.linkedin.com/company/startreedata/"><span class="block transition-colors duration-300 text-sky hover:text-sky/80"><span class="sr-only">linkedin</span><div class="w-5" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20"><path fill="currentColor" fill-rule="evenodd" d="M2.285 17.45h3.171V6.9h-3.17v10.55ZM17.081 11.577v5.874h-3.104v-5.548c0-1.414-.5-2.284-1.602-2.284-.713-.008-1.354.47-1.602 1.196a2.28 2.28 0 0 0-.1.87v5.766H7.567V7.226h3.104V8.64c.583-1.081 1.652-1.744 2.804-1.74 2.003 0 3.605 1.522 3.605 4.677ZM3.915 2.685c-.814-.09-1.54.556-1.623 1.44-.004.045-.006.09-.007.135.001.873.653 1.579 1.456 1.577.028 0 .056 0 .084-.002.814.088 1.54-.555 1.623-1.44.003-.046.006-.09.007-.135.029-.843-.576-1.55-1.35-1.582-.064-.002-.127 0-.19.007Z" clip-rule="evenodd"></path></svg></div></span></a><a target="_blank" href="https://www.youtube.com/startreedata"><span class="block transition-colors duration-300 text-sky hover:text-sky/80"><span class="sr-only">youtube</span><div class="w-5" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20"><path fill="currentColor" d="M15.057 3H4.685C2.65 3 1 4.75 1 6.908v5.5c0 2.158 1.65 3.908 3.685 3.908h10.372c2.035 0 3.685-1.75 3.685-3.909V6.908C18.742 4.75 17.092 3 15.057 3Zm-2.492 6.925L7.714 12.38c-.13.066-.279-.034-.279-.186V7.131c0-.154.153-.254.283-.184l4.851 2.608c.145.077.142.297-.004.37Z"></path></svg></div></span></a><a target="_blank" href="https://twitter.com/startreedata"><span class="block transition-colors duration-300 text-sky hover:text-sky/80"><span class="sr-only">x</span><div class="w-5" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 20 20"><path fill="currentColor" d="m10.956 8.85 5.424-6.173h-1.285l-4.711 5.36-3.76-5.36H2.284l5.688 8.106-5.688 6.473H3.57l4.972-5.661 3.972 5.661h4.338M4.034 3.626h1.974l9.086 12.728H13.12"></path></svg></div></span></a></div></div></div></footer></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"page":{"ID":6408,"post_author":"10","post_date":"2024-11-21 19:03:00","post_date_gmt":"2024-11-21 19:03:00","post_title":"Introducing Data Portal: Enterprise Data Management Built for Real-Time Speed","post_status":"publish","comment_status":"closed","ping_status":"open","post_name":"introducing-data-portal","post_modified":"2024-12-20 22:05:13","post_modified_gmt":"2024-12-20 22:05:13","guid":"https://startree.wpenginepowered.com/?p=6408","post_type":"post","filter":"raw","url":"https://startree.ai/resources/introducing-data-portal","layout":"post","content_navigation":[{"label":"The real-time challenge","anchor_id":"challenge"},{"label":"Key features of Data Portal","anchor_id":"data-portal"},{"label":"The business impact","anchor_id":"impact"}],"content":[{"acf_fc_layout":"content","content_blocks":[{"acf_fc_layout":"text_block","text":"\u003cp\u003e\u003cspan style=\"font-weight: 400;\"\u003eData Portal is a \u003c/span\u003e\u003ca href=\"https://www.globenewswire.com/news-release/2024/11/20/2984361/0/en/StarTree-Unveils-New-Features-to-Tackle-Data-Management-and-Security-Challenges-for-Scaling-Real-Time-Analytics.html\"\u003e\u003cspan style=\"font-weight: 400;\"\u003enew offering\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-weight: 400;\"\u003e in StarTree Cloud that brings enterprise-grade reliability and control to real-time data operations. It addresses the fundamental mismatch between traditional data management practices, built for batch processing, and the demands of real-time analytics.聽\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003ci\u003e\u003cspan style=\"font-weight: 400;\"\u003eNote: Data Portal will subsume the capabilities of StarTree Cloud鈥檚 Data Manager.\u003c/span\u003e\u003c/i\u003e\u003c/p\u003e\n"}]},{"acf_fc_layout":"content","anchor_id":"challenge","content_blocks":[{"acf_fc_layout":"text_block","text":"\u003ch2\u003eThe real-time challenge: Why traditional approaches fail\u003c/h2\u003e\n\u003cp\u003e\u003cspan style=\"font-weight: 400;\"\u003eModern enterprises face an exponential increase in data complexity, with real-time ingestion rates now reaching tens of millions of messages per second. Traditional batch-oriented tools鈥攄esigned for predictable overnight processing鈥攃annot meet the demands of millisecond-scale analytics. Success in real-time data management requires maintaining peak performance and security while handling dynamic data structures, continuous schema evolution, and uninterrupted data streams. This represents a fundamental shift in how organizations must approach their data architecture.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style=\"font-weight: 400;\"\u003eThe gap between batch-oriented architectures and real-time requirements is evident across key areas of data management:\u003c/span\u003e\u003c/p\u003e\n"},{"acf_fc_layout":"table","headings":[{"heading":"Area"},{"heading":"Batch processing"},{"heading":"Real-time requirements"}],"rows":[{"label":"\u003cp\u003eQuery optimization\u003c/p\u003e\n","column":[{"text":"\u003cp\u003eManual analysis \u0026#038; tuning, scheduled optimization cycles\u003c/p\u003e\n"},{"text":"\u003cp\u003eInstant performance optimization for high QPS workloads\u003c/p\u003e\n"}]},{"label":"\u003cp\u003eSchema management\u003c/p\u003e\n","column":[{"text":"\u003cp\u003ePlanned downtime, isolated environments, predictable loads\u003c/p\u003e\n"},{"text":"\u003cp\u003eZero-downtime evolution, high throughput, latency sensitivity\u003c/p\u003e\n"}]},{"label":"\u003cp\u003eData consistency\u003c/p\u003e\n","column":[{"text":"\u003cp\u003ePeriodic gap checks, scheduled reprocessing, manual corrections\u003c/p\u003e\n"},{"text":"\u003cp\u003eFaster means to achieve consistency, real-time flow maintenance\u003c/p\u003e\n"}]},{"label":"\u003cp\u003eSecurity \u0026#038; access control\u003c/p\u003e\n","column":[{"text":"\u003cp\u003eScheduled permission updates, manual role assignment, periodic security checks\u003c/p\u003e\n"},{"text":"\u003cp\u003eRapid permission changes, real-time access control, secure streaming\u003c/p\u003e\n"}]}]},{"acf_fc_layout":"text_block","text":"\u003cp\u003e\u003cspan style=\"font-weight: 400;\"\u003eBridging this gap has long been a barrier to adoption, forcing organizations to accept compromises in either performance or control. Meanwhile, data teams face expanding table sizes, soaring ingestion rates, and a widening skills gap.\u003c/span\u003e\u003c/p\u003e\n"},{"acf_fc_layout":"image","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/11/11252024-data_portal-blog_graphic_1-v1.png","alt":"Real-time data management vs batch data management","width":993,"height":492}}]},{"acf_fc_layout":"content","anchor_id":"data-portal","content_blocks":[{"acf_fc_layout":"text_block","text":"\u003ch2\u003eData Portal in StarTree Cloud: Enterprise data management for real time\u003c/h2\u003e\n\u003cp\u003e\u003cspan style=\"font-weight: 400;\"\u003eData Portal in StarTree Cloud addresses these challenges, bringing the reliability and control enterprises require to the dynamic world of real-time analytics. Powered by machine learning and advanced automation capabilities, Data Portal helps organizations maintain enterprise-grade security and reliability without sacrificing speed.\u003c/span\u003e\u003c/p\u003e\n\u003ch3\u003eKey features\u003c/h3\u003e\n\u003cp\u003e\u003cb\u003ePerformance Manager: \u003c/b\u003e\u003cspan style=\"font-weight: 400;\"\u003eReplaces manual query optimization with ML-driven recommendations and guided index selection. Performance Manager analyzes query patterns to provide one-click optimizations, delivering up to 4x faster queries while balancing storage costs.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cb\u003eSchema Evolution:\u003c/b\u003e\u003cspan style=\"font-weight: 400;\"\u003e Enables zero-downtime schema updates in continuous data flows, allowing users to add or modify columns, fields or indexes while the system runs. Ensures continuous query availability during structural changes.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cb\u003eData Backfill:\u003c/b\u003e\u003cspan style=\"font-weight: 400;\"\u003e Automates the detection and filling of data gaps, enabling seamless reloading of data from past events without impacting real-time operations. Maintains consistency across datasets through an automated workflow.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cb\u003eRole-Based Access Control (RBAC):\u003c/b\u003e\u003cspan style=\"font-weight: 400;\"\u003e Delivers fast, fine-grained permission enforcement across the data plane. Simplifies user administration while maintaining strict security standards, even when data is ingested and analyzed in sub-second windows.\u003c/span\u003e\u003c/p\u003e\n"},{"acf_fc_layout":"image","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/11/11252024-data_portal-blog_graphic_2-v1.png","alt":"The technical benefits of StarTree Cloud's new Data Portal","width":908,"height":252}}]},{"acf_fc_layout":"content","anchor_id":"impact","content_blocks":[{"acf_fc_layout":"text_block","text":"\u003ch3\u003eBusiness impact\u003c/h3\u003e\n\u003cp\u003e\u003cspan style=\"font-weight: 400;\"\u003eAcross industries, from financial trading to digital advertising, organizations face mounting pressure to make decisions in real-time. When milliseconds matter, even brief delays can result in missed opportunities, fraud incidents, or lost customers. Data Portal transforms these challenges into competitive advantages by combining enterprise controls with real-time processing:聽\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cb\u003eIntelligent Automation:\u003c/b\u003e\u003cspan style=\"font-weight: 400;\"\u003e Transform from manual query optimization cycles to instant, ML-powered query performance improvements\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cb\u003eAlways-On Operations:\u003c/b\u003e\u003cspan style=\"font-weight: 400;\"\u003e Move from scheduled maintenance windows to continuous, zero-downtime evolution\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cb\u003eCompetitive Advantage:\u003c/b\u003e\u003cspan style=\"font-weight: 400;\"\u003e Shift from end-of-day processing to real-time insights and instant decision-making\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style=\"font-weight: 400;\"\u003eThe business costs of delayed insights continue to rise. Fraud needs to be stopped instantly, inventory decisions can鈥檛 wait for overnight batch processing and customers expect personalized experiences in the moment. With Data Portal, these use cases become not just possible, but practical to implement at enterprise scale.\u003c/span\u003e\u003c/p\u003e\n"}]},{"acf_fc_layout":"content","anchor_id":"get-started","content_blocks":[{"acf_fc_layout":"text_block","text":"\u003ch2\u003eGet started with Data Portal\u003c/h2\u003e\n\u003cp\u003e\u003cspan style=\"font-weight: 400;\"\u003eData Portal is available in private preview for StarTree Cloud customers and prospects, with general availability planned for Q1 2025. The service is accessible across major cloud platforms including AWS, Google Cloud, and Microsoft Azure, enabling organizations to implement real-time analytics capabilities regardless of their cloud infrastructure.\u003c/span\u003e\u003c/p\u003e\n\u003cp\u003e\u003cspan style=\"font-weight: 400;\"\u003eReady to experience the power of real-time analytics without compromising on enterprise controls? \u003c/span\u003e\u003ca href=\"/demo\"\u003e\u003cspan style=\"font-weight: 400;\"\u003eBook a demo\u003c/span\u003e\u003c/a\u003e\u003cspan style=\"font-weight: 400;\"\u003e of Data Portal to see these features in action, or if you have specific needs or want to speak with a member of our team.\u003c/span\u003e\u003c/p\u003e\n"},{"acf_fc_layout":"link","link":{"link":{"title":"Book a demo","url":"/demo"},"type":"button","button":{"type":"default","background_color":"tumeric","size":"default"}}}]}],"preview":{"thumbnail":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/11/11252024-data_portal-blog_graphic_1-v1.png","alt":"11252024 Data Portal Blog Graphic 1 V1","width":993,"height":492},"resource_callout_thumbnail":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/11/11252024-data_portal-blog_graphic_1-v1.png","alt":"11252024 Data Portal Blog Graphic 1 V1","width":993,"height":492},"theme":"yellow_blue"},"information":{"non_wp_user":true,"external_author":{"avatar":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/12/Kait-Hobson.jpeg","alt":"Kait Hobson","width":200,"height":200},"name":"Kait Hobson","role":"GTM Marketing Director"},"read_time":"5 min"},"related_posts":[{"ID":6418,"post_title":"Automate Real-Time Operations with Performance Manager, Backfill, and Schema Evolution","permalink":"/resources/automate-real-time-operations","categories":[{"id":3,"name":"Blog","slug":"blog"}],"acf":{"preview":{"thumbnail":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/11/Data-Portal-blog7.png","alt":"how to visualize segment distribution in Data Portal","width":1440,"height":1157},"theme":"blue_purple"},"layout":"post"}},{"ID":1652,"post_title":"Get Data into Pinot Faster with StarTree鈥檚 Data Manager","permalink":"/resources/get-data-into-pinot-faster-with-startree-s-data-manager","categories":[{"id":9,"name":"Videos","slug":"videos"}],"acf":{"preview":{"thumbnail":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/08/maxresdefault-90.jpg","alt":"maxresdefault-90.jpg","width":1280,"height":720},"theme":"yellow_blue"},"layout":"video"}},{"ID":2172,"post_title":"Announcing StarTree Data Manager, a No-Code, Self-Service Tool for Apache Pinot","permalink":"/resources/announcing-startree-data-manager","categories":[{"id":3,"name":"Blog","slug":"blog"}],"acf":{"preview":{"theme":"yellow_blue"},"layout":"post"}}],"author":{"name":"Kristin Crosier"},"tags":[{"id":17,"name":"StarTree Cloud"}],"categories":[{"id":3,"name":"Blog"}],"seo":{"title":"Introducing Data Portal: Real-Time Enterprise Data Management","description":"StarTree's Data Portal brings reliability and control to real-time data operations, bridging the gap of managing batch and real-time data.","image":"https://startree.wpenginepowered.com/wp-content/uploads/2024/11/11212024-data-portal_preview-1024x576.png"},"featured_image":{"width":1120,"height":600}},"postListing":{},"options":{"menu":{"header_links":[{"link":{"title":"Platform","url":"/products/startree-cloud","target":""},"has_submenu":true,"submenu":{"submenu_type":"platform","platform":{"nav":[{"heading":"","links":[{"link":{"title":"Anomaly Detection","url":"/products/startree-thirdeye","target":""},"description":"Explore StarTree ThirdEye.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Anomaly-Detection.svg","alt":"Anomaly Detection","width":44,"height":44},"layout":""}]},{"heading":"Features","links":[{"link":{"title":"Real-Time Upserts","url":"/products/real-time-upserts","target":""},"description":"Perform inserts \u0026 updates.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Real-Time-Updates.svg","alt":"Real Time Updates","width":44,"height":44},"layout":""},{"link":{"title":"Tiered Storage","url":"/products/tiered-storage","target":""},"description":"Analyze all your data.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Tiered-Storage.svg","alt":"Tiered Storage","width":44,"height":44},"layout":""},{"link":{"title":"Indexing","url":"/products/indexing","target":""},"description":"Create flexible indexes.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Indexing.svg","alt":"Indexing","width":44,"height":44},"layout":""},{"link":{"title":"Multi-Stage Query Engine","url":"/products/multi-stage-query-engine","target":""},"description":"Run complex SQL queries.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Multi-stage-query-engine.svg","alt":"Multi Stage Query Engine","width":44,"height":44},"layout":""},{"link":{"title":"Autoscaling Minions","url":"/products/autoscaling-minions","target":""},"description":"Save costs on your infra.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Auto-scaling-minions.svg","alt":"Auto Scaling Minions","width":44,"height":44},"layout":""},{"link":{"title":"Fast \u0026 Scalable Data Ingestion","url":"/products/data-manager","target":""},"description":"Explore StarTree Data Manager.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/08/data_manger_icon-bkg.svg","alt":"Data Manger Icon Bkg","width":44,"height":44},"layout":""}]},{"heading":"Technology","links":[{"link":{"title":"Security \u0026 Compliance","url":"/security-compliance","target":""},"description":"Enterprise-grade security.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Security.svg","alt":"Security","width":44,"height":44},"layout":""},{"link":{"title":"Deployment Options","url":"/deployment-options","target":""},"description":"BYoC or use our SaaS.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Deployment-options.svg","alt":"Deployment Options Icon","width":44,"height":44},"layout":""},{"link":{"title":"Technology Partners","url":"/partners","target":""},"description":"AWS, Google Cloud \u0026 Azure.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Partners.svg","alt":"Partners","width":44,"height":44},"layout":""}]}],"featured_link":{"link":{"title":"Platform Overview","url":"/products/startree-cloud","target":""},"description":"Meet StarTree Cloud, the fully-managed DBaaS.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/08/Frame-1948759746-1.svg","alt":"Frame 1948759746","width":304,"height":281},"layout":"platform"}},"solutions":{"nav":false},"developers":{"featured_link":{"link":null,"description":"","image":false,"layout":false},"links":false},"resources":{"featured_link":{"link":null,"description":"","image":false,"layout":false},"nav":false}}},{"link":{"title":"Solutions","url":"/#","target":""},"has_submenu":true,"submenu":{"submenu_type":"solutions","platform":{"nav":false,"featured_link":{"link":null,"description":"","image":false,"layout":false}},"solutions":{"nav":[{"heading":"By Industry","links":[{"link":{"title":"Financial Services","url":"/solutions/financial-services","target":""},"description":"Build personal finance products.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Fintech.svg","alt":"Fintech","width":44,"height":44},"layout":""},{"link":{"title":"Transportation, Delivery, \u0026 Rideshare","url":"/solutions/delivery-and-ridesharing","target":""},"description":"Power your location-based services.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/08/devliery-rideshare_icon-bkg.svg","alt":"Devliery Rideshare Icon Bkg","width":44,"height":44},"layout":""},{"link":{"title":"Retail","url":"/solutions/retail","target":""},"description":"Understand shopping habits.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Shopping.svg","alt":"Shopping","width":44,"height":44},"layout":""},{"link":{"title":"Human Resources","url":"/solutions/hr","target":""},"description":"Enhance employee experiences.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/08/hr_icon-bkg.svg","alt":"Hr Icon Bkg","width":44,"height":44},"layout":""},{"link":{"title":"Gaming","url":"/solutions/gaming","target":""},"description":"Deliver hyper-personalized gaming analytics.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/08/gaming_icon-bkg.svg","alt":"Gaming Icon Bkg","width":44,"height":44},"layout":""},{"link":{"title":"Healthcare","url":"/solutions/healthcare","target":""},"description":"Provide personalized patient care.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/08/healthcare_icon-bkg.svg","alt":"Healthcare Icon Bkg","width":44,"height":44},"layout":""}]},{"heading":"By use case","links":[{"link":{"title":"Observability","url":"/solutions/observability","target":""},"description":"Real-time insights for critical business data.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2025/02/observability_icon-bkg_fill.svg","alt":"Observability Icon Bkg Fill","width":45,"height":44},"layout":""},{"link":{"title":"Fraud Detection","url":"/solutions/fraud-detection","target":""},"description":"Detect fraud in real-time.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Fraud-detection.svg","alt":"Fraud Detection","width":44,"height":44},"layout":""},{"link":{"title":"Business Metrics Monitoring","url":"/solutions/business-metrics-monitoring","target":""},"description":"Track key performance indicators.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Analytics.svg","alt":"Analytics","width":44,"height":44},"layout":""},{"link":{"title":"Personalization","url":"/solutions/personalization","target":""},"description":"Tailor products with real-time data.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Personalisation.svg","alt":"Personalisation","width":44,"height":44},"layout":""}]}]},"developers":{"featured_link":{"link":null,"description":"","image":false,"layout":false},"links":false},"resources":{"featured_link":{"link":null,"description":"","image":false,"layout":false},"nav":false}}},{"link":{"title":"For Developers","url":"https://dev.startree.ai/","target":""},"has_submenu":true,"submenu":{"submenu_type":"developers","platform":{"nav":false,"featured_link":{"link":null,"description":"","image":false,"layout":false}},"solutions":{"nav":false},"developers":{"featured_link":{"link":{"title":"Docs","url":"https://dev.startree.ai/docs","target":"_blank"},"description":"Start building your real-time analytics application.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/08/Group-64280.svg","alt":"Group 64280","width":199,"height":280},"layout":"devs"},"links":[{"link":{"title":"Support","url":"https://support.startree.ai/","target":"_blank"},"description":"Get first-rate support from dedicated engineers.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/06/Frame-1948759621.jpg","alt":"Frame 1948759621","width":844,"height":492},"layout":""},{"link":{"title":"Community","url":"https://dev.startree.ai/docs/community/","target":"_blank"},"description":"Join our real-time community.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/06/Frame-1948759621-1.jpg","alt":"Frame 1948759621 1","width":844,"height":492},"layout":""}]},"resources":{"featured_link":{"link":null,"description":"","image":false,"layout":false},"nav":false}}},{"link":{"title":"Resources","url":"/resources","target":""},"has_submenu":true,"submenu":{"submenu_type":"resources","platform":{"nav":false,"featured_link":{"link":null,"description":"","image":false,"layout":false}},"solutions":{"nav":false},"developers":{"featured_link":{"link":null,"description":"","image":false,"layout":false},"links":false},"resources":{"featured_link":{"link":{"title":"User Stories","url":"/user-stories","target":""},"description":"Meet the leading companies who use StarTree and Apache Pinot.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/08/hr_slider-image-v1.png","alt":"Hr Slider Image V1","width":2400,"height":1434},"layout":"resources"},"nav":[{"link":{"title":"Blog","url":"/resources/category/blog/","target":""},"description":"Explore articles, guides, \u0026 content.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Blog.svg","alt":"Blog","width":44,"height":44},"layout":""},{"link":{"title":"Videos","url":"/resources/category/videos/","target":""},"description":"Learn more with walkthroughs.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Video.svg","alt":"Video","width":44,"height":44},"layout":""},{"link":{"title":"Events \u0026 Webinars","url":"/resources/category/events-webinars","target":""},"description":"View webinars \u0026 upcoming events. ","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/07/Webinars.svg","alt":"Webinars","width":44,"height":44},"layout":""},{"link":{"title":"RTA Summit","url":"https://rtasummit.startree.ai/?utm_source=StarTree\u0026utm_medium=Referral\u0026utm_campaign=rtas2025","target":"_blank"},"description":"Attend Real-Time Analytics Summit.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/12/All-star.svg","alt":"All Star","width":44,"height":44},"layout":""},{"link":{"title":"In the News","url":"/news","target":""},"description":"Read about StarTree in the news.","image":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2025/01/news_press_icon-bkg.svg","alt":"News Press Icon Bkg","width":44,"height":44},"layout":""}]}}},{"link":{"title":"Partners","url":"/partners","target":""},"has_submenu":false,"submenu":{"submenu_type":false,"platform":{"nav":false,"featured_link":{"link":null,"description":"","image":false,"layout":false}},"solutions":{"nav":false},"developers":{"featured_link":{"link":null,"description":"","image":false,"layout":false},"links":false},"resources":{"featured_link":{"link":null,"description":"","image":false,"layout":false},"nav":false}}},{"link":{"title":"Pricing","url":"/pricing","target":""},"has_submenu":false,"submenu":{"submenu_type":false,"platform":{"nav":false,"featured_link":{"link":null,"description":"","image":false,"layout":false}},"solutions":{"nav":false},"developers":{"featured_link":{"link":null,"description":"","image":false,"layout":false},"links":false},"resources":{"featured_link":{"link":null,"description":"","image":false,"layout":false},"nav":false}}}]},"cta":{"heading":"Ready to deploy real-time analytics?","content":"\u003cp\u003eStart for free or book a demo with our team.\u003c/p\u003e\n","button_link":{"title":"Start for free","url":"/saas-signup","target":""},"text_link":{"title":"Book a demo","url":"/demo","target":""},"stats":[{"stat":"20,000","supporting_content":"QPS"},{"stat":"\u003c1s","supporting_content":"query latency"},{"stat":"Petabyte","supporting_content":"data scale"}]},"footer":{"footer_links":[{"heading":"Platform","nav":[{"link":{"title":"Platform Overview","url":"/products/startree-cloud","target":""}},{"link":{"title":"Anomaly Detection","url":"/products/startree-thirdeye","target":""}},{"link":{"title":"Real-Time Upserts","url":"/products/real-time-upserts","target":""}},{"link":{"title":"Tiered Storage","url":"/products/tiered-storage","target":""}},{"link":{"title":"Indexing","url":"/products/indexing","target":""}},{"link":{"title":"Multi-Stage Query Engine","url":"/products/multi-stage-query-engine","target":""}},{"link":{"title":"Autoscaling Minions","url":"/products/autoscaling-minions","target":""}},{"link":{"title":"Integrations","url":"/products/data-manager","target":""}},{"link":{"title":"Security \u0026 Compliance","url":"/security-compliance","target":""}},{"link":{"title":"Deployment Options","url":"/deployment-options","target":""}},{"link":{"title":"Partner","url":"/partners","target":""}},{"link":{"title":"Pricing","url":"/pricing","target":""}}]},{"heading":"Industries","nav":[{"link":{"title":"Financial Services","url":"/solutions/financial-services","target":""}},{"link":{"title":"Retail","url":"/solutions/retail","target":""}},{"link":{"title":"Gaming","url":"/solutions/gaming","target":""}},{"link":{"title":"Delivery \u0026 Ridesharing","url":"/solutions/delivery-and-ridesharing","target":""}},{"link":{"title":"Human Resources","url":"/solutions/human-resources","target":""}},{"link":{"title":"Healthcare","url":"/solutions/healthcare","target":""}}]},{"heading":"Use cases","nav":[{"link":{"title":"Fraud Detection","url":"/solutions/fraud-detection","target":""}},{"link":{"title":"Personalization","url":"/solutions/personalization","target":""}},{"link":{"title":"Business Metrics\u2028Monitoring","url":"/solutions/business-metrics-monitoring","target":""}}]},{"heading":"For Developers","nav":[{"link":{"title":"Docs","url":"https://dev.startree.ai/docs/","target":"_blank"}},{"link":{"title":"Support","url":"https://support.startree.ai/","target":"_blank"}},{"link":{"title":"Community","url":"https://dev.startree.ai/docs/community/","target":"_blank"}}]},{"heading":"Resources","nav":[{"link":{"title":"User Stories","url":"/user-stories","target":""}},{"link":{"title":"Blog","url":"/resources/category/blog","target":""}},{"link":{"title":"Videos","url":"/resources/category/videos","target":""}},{"link":{"title":"Glossary","url":"/glossary","target":""}},{"link":{"title":"Events \u0026 Webinars","url":"/resources/category/events-webinars","target":""}},{"link":{"title":"Fundamentals","url":"/resources/category/fundamentals","target":""}},{"link":{"title":"RTA Summit","url":"/rta-summit","target":""}},{"link":{"title":"StarTree All-Stars","url":"/all-stars","target":""}}]},{"heading":"Company","nav":[{"link":{"title":"About","url":"/about","target":""}},{"link":{"title":"Careers","url":"/careers","target":""}},{"link":{"title":"Press","url":"/news","target":""}},{"link":{"title":"Contact","url":"/contact-us","target":""}},{"link":{"title":"Legal","url":"/legal","target":""}},{"link":""}]}],"newletter":{"heading":"Get the latest updates"},"legal_links":[{"link":{"title":"Trademark Policy","url":"/startree-trademark-policy","target":""}},{"link":{"title":"Privacy Policy","url":"/privacy-policy","target":""}},{"link":{"title":"Terms of Use","url":"/terms-conditions","target":""}},{"link":{"title":"Responsible Disclosure","url":"/responsible-disclosure","target":""}}],"socials":[{"logo":"linkedin","url":"https://www.linkedin.com/company/startreedata/"},{"logo":"youtube","url":"https://www.youtube.com/startreedata"},{"logo":"x","url":"https://twitter.com/startreedata"}],"logo":{"logo":{"url":"https://startree.wpenginepowered.com/wp-content/uploads/2024/06/svg-223107605-1699873195.svg","alt":"Svg 223107605 1699873195","width":80,"height":80}},"copyright_text":"StarTree Inc. All rights reserved."},"links":{"login":{"title":"Login","url":"https://startree.cloud/login","target":"_blank"},"start_for_free":{"title":"Start for free","url":"/saas-signup/","target":""},"demo":{"title":"Book a demo","url":"/demo/","target":""}}}},"__N_SSG":true},"page":"/[...slug]","query":{"slug":["resources","introducing-data-portal"]},"buildId":"CJebP-AqeGLq33GCxCquV","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[79114,76442],"gsp":true,"scriptLoader":[]}</script></body></html>