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Market Perspectives | operational data plaftforms
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hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/model-building-and-llm" class="minimal-mobile-menu-link"><span>Model Building & Large Language Models</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/artificial-intelligence/natural-language-processing" class="minimal-mobile-menu-link"><span>Natural Language Processing</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/customerexperience" class="minimal-mobile-menu-link"><span>Customer Experience</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/agentmanagement" class="minimal-mobile-menu-link"><span>Agent Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/contactcenter" class="minimal-mobile-menu-link"><span>Contact Center</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/customerexperiencemanagement" class="minimal-mobile-menu-link"><span>Customer Experience Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/fieldservice" class="minimal-mobile-menu-link"><span>Field Service</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/intelligentselfservice" class="minimal-mobile-menu-link"><span>Intelligent Self-Service</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/customerexperience/voiceofthecustomer" class="minimal-mobile-menu-link"><span>Voice of the Customer</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/digitalbusiness" class="minimal-mobile-menu-link"><span>Digital Business</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-applications" class="minimal-mobile-menu-link"><span>Digital Applications</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digitalcommunications" class="minimal-mobile-menu-link"><span>Digital Communications</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-intelligence" class="minimal-mobile-menu-link"><span>Digital Intelligence</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/digital-operations" class="minimal-mobile-menu-link"><span>Digital Operations</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/experiencemanagement" class="minimal-mobile-menu-link"><span>Experience Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/generative-ai" class="minimal-mobile-menu-link"><span>Generative AI</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/performancemanagement" class="minimal-mobile-menu-link"><span>Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/sustainabilityandesg" class="minimal-mobile-menu-link"><span>Sustainability & ESG</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitalbusiness/workmanagement" class="minimal-mobile-menu-link"><span>Work Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/digitaltechnology" class="minimal-mobile-menu-link"><span>Digital Technology</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/businesscontinuity" class="minimal-mobile-menu-link"><span>Business Continuity</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/cloudcomputing" class="minimal-mobile-menu-link"><span>Cloud Computing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/devops" class="minimal-mobile-menu-link"><span>DevOps and Platforms</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/digitalsecurity" class="minimal-mobile-menu-link"><span>Digital Security</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/intelligentautomation" class="minimal-mobile-menu-link"><span>Intelligent Automation</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/internetofthings" class="minimal-mobile-menu-link"><span>IoT and Edge Computing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/itops" class="minimal-mobile-menu-link"><span>ITOps</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/it-service-management" class="minimal-mobile-menu-link"><span>IT Service Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/digitaltechnology/observability" class="minimal-mobile-menu-link"><span>Observability</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/humancapitalmanagement" class="minimal-mobile-menu-link"><span>Human Capital Management</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/employeeexperience" class="minimal-mobile-menu-link"><span>Employee Experience</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/learningmanagement" class="minimal-mobile-menu-link"><span>Learning Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/payrollmanagement" class="minimal-mobile-menu-link"><span>Payroll Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/talentmanagement" class="minimal-mobile-menu-link"><span>Talent Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/totalcompensationmanagement" class="minimal-mobile-menu-link"><span>Total Compensation Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/humancapitalmanagement/workforcemanagement" class="minimal-mobile-menu-link"><span>Workforce Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/marketing" class="minimal-mobile-menu-link"><span>Marketing</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/customerdataplatforms" class="minimal-mobile-menu-link"><span>Customer Data Platforms</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/digitalexperienceplatforms" class="minimal-mobile-menu-link"><span>Digital Experience Platform</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/digitalmarketing" class="minimal-mobile-menu-link"><span>Digital Marketing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/intelligentmarketing" class="minimal-mobile-menu-link"><span>Intelligent Marketing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/marketingperformancemanagement" class="minimal-mobile-menu-link"><span>Marketing Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/marketing/productexperiencemanagement" class="minimal-mobile-menu-link"><span>Product Experience Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/officeoffinance" class="minimal-mobile-menu-link"><span>Office of Finance</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/businessplanning" class="minimal-mobile-menu-link"><span>Business Planning</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/digitalfinance" class="minimal-mobile-menu-link"><span>Digital Finance</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/erpandcontinuousaccounting" class="minimal-mobile-menu-link"><span>ERP & Continuous Accounting</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/consolidate-and-close-management" class="minimal-mobile-menu-link"><span>Consolidate & Close Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/procure-to-pay" class="minimal-mobile-menu-link"><span>Procure-to-Pay</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeoffinance/order-to-cash" class="minimal-mobile-menu-link"><span>Order-to-Cash</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/officeofrevenue" class="minimal-mobile-menu-link"><span>Office of Revenue</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/digitalcommerce" class="minimal-mobile-menu-link"><span>Digital Commerce</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/partnermanagement" class="minimal-mobile-menu-link"><span>Partner Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/revenuemanagement" class="minimal-mobile-menu-link"><span>Revenue Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/revenueperformancemanagement" class="minimal-mobile-menu-link"><span>Revenue Performance Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/salesengagement" class="minimal-mobile-menu-link"><span>Sales Engagement</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/officeofrevenue/subscriptionmanagement" class="minimal-mobile-menu-link"><span>Subscription Management</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/operationsandsupplychain" class="minimal-mobile-menu-link"><span>Operations & Supply Chain</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousplanning" class="minimal-mobile-menu-link"><span>Continuous Planning</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/continuousupplychainanderp" class="minimal-mobile-menu-link"><span>Continuous Supply Chain & ERP</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/productinformationmanagement" class="minimal-mobile-menu-link"><span>Product Information Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/propertytechnology" class="minimal-mobile-menu-link"><span>Property Technology</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/supplierrelationshipmanagement" class="minimal-mobile-menu-link"><span>Supplier Relationship Management</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/focus/operationsandsupplychain/sustainabilitymanagement" class="minimal-mobile-menu-link"><span>Sustainability Management</span></a></span> </li> </ul> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industries" class="minimal-mobile-menu-link"><span>Industries</span></a></span> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/automotive" class="minimal-mobile-menu-link"><span>Automotive</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/banking" class="minimal-mobile-menu-link"><span>Banking</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/consumer-products" class="minimal-mobile-menu-link"><span>Consumer Products</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/financial-services" class="minimal-mobile-menu-link"><span>Financial Services</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/food-beverage" class="minimal-mobile-menu-link"><span>Food & Beverage</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/healthcare" class="minimal-mobile-menu-link"><span>Healthcare</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/hospitality" class="minimal-mobile-menu-link"><span>Hospitality</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/insurance" class="minimal-mobile-menu-link"><span>Insurance</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/manufacturing" class="minimal-mobile-menu-link"><span>Manufacturing</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/media-entertainment" class="minimal-mobile-menu-link"><span>Media & Entertainment</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/real-estate" class="minimal-mobile-menu-link"><span>Real Estate</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/vertical-industry/retail" class="minimal-mobile-menu-link"><span>Retail</span></a></span> </li> </ul> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/research" class="minimal-mobile-menu-link"><span>Research</span></a></span> <ul class="minimal-mobile-menu-submenu level-2"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://www.isg-research.net/research/market-agendas" class="minimal-mobile-menu-link"><span>Market Agendas</span></a></span> </li> <li class="minimal-has-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://blog.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Analyst Perspectives</span></a></span> <ul class="minimal-mobile-menu-submenu level-3"> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://davidmenninger.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>David Menninger</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://jefforr.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Jeff Orr</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://keithdawson.isg-research.net" class="minimal-mobile-menu-link"><span>Keith Dawson</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://marksmith.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Mark Smith</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://mattaslett.isg-research.net" class="minimal-mobile-menu-link"><span>Matt Aslett</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://matthewbrown.isg-research.net" class="minimal-mobile-menu-link"><span>Matthew Brown</span></a></span> </li> <li class="minimal-no-mobile-submenu minimal-mobile-menu-item hs-skip-lang-url-rewrite"> <span><a href="https://robertkugel.ventanaresearch.com/" class="minimal-mobile-menu-link"><span>Robert Kugel</span></a></span> </li> <li class="minimal-no-mobile-submenu 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style="background-size:cover;background-position:50%;background-repeat:no-repeat;background-image:url(https://www.isg-research.net/hubfs/_images/_backgrounds/Market_Perspective_281176260_1200px.jpg)"> <!-- <div class="custom-banner" style="background-image: -moz-linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url(''); background-image: -webkit-linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url(''); background-image: -ms-linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url(''); background-image: linear-gradient(top, rgba(0,0,0,0.57), rgba(0,0,0,0.57)), url('');"> <div class="custom-banner-content"> <h1><img class="analyst-header-photo" src="https://jefforr.isg-research.net/hubfs/_images/_team/profile_vr_jeff_orr_circle_292x292.png" style="padding: 10px; "><br>Market Perspectives</h1> </div> </div> --> <div class="row-fluid"> <div class="blog-header__inner dnd-row"> <div class="blog--post__image dnd-section"> <!-- <img class="analyst-header-photo" src="https://www.isg-research.net/hubfs/_images/_team/profile_vr_quincy_valenica_circle_443x443.png" style="padding: 10px; "> <br>--> <h1 class="analyst-header-title">Market Perspectives</h1> <!-- <h1><span id="hs_cos_wrapper_name" class="hs_cos_wrapper hs_cos_wrapper_meta_field hs_cos_wrapper_type_text" style="" data-hs-cos-general-type="meta_field" data-hs-cos-type="text" >Market Perspectives listing page</span>123tests</h1>--> </div> </div> </div> </div> <div class="content-wrapper-listing blog-single"> <div class="blog-content-wrapper"> <div> <!-- class="blog-index" --> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://www.isg-research.net/market-perspectives/snowflake-is-a-vendor-of-merit-in-analytic-data-platforms-value-index">Snowflake Is a Vendor of Merit in Analytic Data Platforms Value Index</a></h2> <div class="author-meta"> Posted by <a href="https://www.isg-research.net/market-perspectives/author/isg-software-research"> ISG Software Research </a> on <span class="post-date">23 February 2023 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://www.isg-research.net/hs-fs/hubfs/MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png?width=200&name=MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png" width="200" !important: srcset="https://www.isg-research.net/hs-fs/hubfs/MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png?width=100&name=MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png 100w, https://www.isg-research.net/hs-fs/hubfs/MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png?width=200&name=MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png 200w, https://www.isg-research.net/hs-fs/hubfs/MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png?width=300&name=MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png 300w, https://www.isg-research.net/hs-fs/hubfs/MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png?width=400&name=MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png 400w, https://www.isg-research.net/hs-fs/hubfs/MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png?width=500&name=MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png 500w, https://www.isg-research.net/hs-fs/hubfs/MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png?width=600&name=MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>We are happy to share some insights about <a href="https://www.snowflake.com/" rel="noopener" target="_blank"><span style="text-decoration: underline;">Snowflake</span></a> drawn from our latest Value Index research, which assesses how well vendors’ offerings meet buyers’ requirements.</p> </div> <a href="https://www.isg-research.net/market-perspectives/snowflake-is-a-vendor-of-merit-in-analytic-data-platforms-value-index"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://www.isg-research.net/market-perspectives/tag/cloud-computing">Cloud Computing</a>, <a href="https://www.isg-research.net/market-perspectives/tag/data">Data</a>, <a href="https://www.isg-research.net/market-perspectives/tag/digital-technology">Digital Technology</a>, <a href="https://www.isg-research.net/market-perspectives/tag/analytics-data">Analytics & Data</a>, <a href="https://www.isg-research.net/market-perspectives/tag/analytic-data-platforms">analytic data platforms</a>, <a href="https://www.isg-research.net/market-perspectives/tag/operational-data-plaftforms">operational data plaftforms</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://www.isg-research.net/market-perspectives/mariadb-is-a-vendor-of-merit-and-a-leader-in-data-platforms-value-indexes">MariaDB Is a Vendor of Merit and a Leader in Data Platforms Value Indexes</a></h2> <div class="author-meta"> Posted by <a href="https://www.isg-research.net/market-perspectives/author/isg-software-research"> ISG Software Research </a> on <span class="post-date">15 February 2023 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://www.isg-research.net/hs-fs/hubfs/MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png?width=200&name=MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png" width="200" !important: srcset="https://www.isg-research.net/hs-fs/hubfs/MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png?width=100&name=MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png 100w, https://www.isg-research.net/hs-fs/hubfs/MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png?width=200&name=MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png 200w, https://www.isg-research.net/hs-fs/hubfs/MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png?width=300&name=MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png 300w, https://www.isg-research.net/hs-fs/hubfs/MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png?width=400&name=MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png 400w, https://www.isg-research.net/hs-fs/hubfs/MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png?width=500&name=MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png 500w, https://www.isg-research.net/hs-fs/hubfs/MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png?width=600&name=MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>We are happy to share some insights about <a href="http://mariadb.com/" rel="noopener" target="_blank"><span style="text-decoration: underline;">MariaDB</span></a> drawn from our latest Value Index research, which assesses how well vendors’ offerings meet buyers’ requirements.</p> </div> <a href="https://www.isg-research.net/market-perspectives/mariadb-is-a-vendor-of-merit-and-a-leader-in-data-platforms-value-indexes"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://www.isg-research.net/market-perspectives/tag/cloud-computing">Cloud Computing</a>, <a href="https://www.isg-research.net/market-perspectives/tag/data">Data</a>, <a href="https://www.isg-research.net/market-perspectives/tag/digital-technology">Digital Technology</a>, <a href="https://www.isg-research.net/market-perspectives/tag/analytics-data">Analytics & Data</a>, <a href="https://www.isg-research.net/market-perspectives/tag/analytic-data-platforms">analytic data platforms</a>, <a href="https://www.isg-research.net/market-perspectives/tag/operational-data-plaftforms">operational data plaftforms</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://www.isg-research.net/market-perspectives/cloudera-is-a-vendor-of-merit-in-data-platforms-value-indexes">Cloudera Is a Vendor of Merit in Data Platforms Value Indexes</a></h2> <div class="author-meta"> Posted by <a href="https://www.isg-research.net/market-perspectives/author/isg-software-research"> ISG Software Research </a> on <span class="post-date">14 February 2023 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://www.isg-research.net/hs-fs/hubfs/MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png?width=200&name=MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png" width="200" !important: srcset="https://www.isg-research.net/hs-fs/hubfs/MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png?width=100&name=MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png 100w, https://www.isg-research.net/hs-fs/hubfs/MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png?width=200&name=MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png 200w, https://www.isg-research.net/hs-fs/hubfs/MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png?width=300&name=MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png 300w, https://www.isg-research.net/hs-fs/hubfs/MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png?width=400&name=MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png 400w, https://www.isg-research.net/hs-fs/hubfs/MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png?width=500&name=MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png 500w, https://www.isg-research.net/hs-fs/hubfs/MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png?width=600&name=MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>We are happy to share some insights about <a href="https://www.cloudera.com/" rel="noopener" target="_blank"><span style="text-decoration: underline;">Cloudera</span></a> drawn from our latest Value Index research, which assesses how well vendors’ offerings meet buyers’ requirements.</p> </div> <a href="https://www.isg-research.net/market-perspectives/cloudera-is-a-vendor-of-merit-in-data-platforms-value-indexes"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://www.isg-research.net/market-perspectives/tag/cloud-computing">Cloud Computing</a>, <a href="https://www.isg-research.net/market-perspectives/tag/data">Data</a>, <a href="https://www.isg-research.net/market-perspectives/tag/digital-technology">Digital Technology</a>, <a href="https://www.isg-research.net/market-perspectives/tag/analytics-data">Analytics & Data</a>, <a href="https://www.isg-research.net/market-perspectives/tag/analytic-data-platforms">analytic data platforms</a>, <a href="https://www.isg-research.net/market-perspectives/tag/operational-data-plaftforms">operational data plaftforms</a> <hr> </div> <div class="blog-index__post-content" style="margin-bottom: 80px"> <div class="post-meta"> <h2 style="font-size: 1.875rem;"><a href="https://www.isg-research.net/market-perspectives/mongodb-earns-data-digital-innovation-award-for-2022">MongoDB Earns Data Digital Innovation Award for 2022</a></h2> <div class="author-meta"> Posted by <a href="https://www.isg-research.net/market-perspectives/author/isg-software-research"> ISG Software Research </a> on <span class="post-date">01 August 2022 </span> </div> <hr> <!--<hr>--> </div> <div class="list-card-p"><div class="wrapingimage"> <img src="https://www.isg-research.net/hs-fs/hubfs/MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png?width=200&name=MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png" width="200" !important: srcset="https://www.isg-research.net/hs-fs/hubfs/MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png?width=100&name=MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png 100w, https://www.isg-research.net/hs-fs/hubfs/MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png?width=200&name=MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png 200w, https://www.isg-research.net/hs-fs/hubfs/MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png?width=300&name=MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png 300w, https://www.isg-research.net/hs-fs/hubfs/MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png?width=400&name=MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png 400w, https://www.isg-research.net/hs-fs/hubfs/MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png?width=500&name=MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png 500w, https://www.isg-research.net/hs-fs/hubfs/MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png?width=600&name=MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png 600w" sizes="(max-width: 200px) 100vw, 200px"> </div> <p>The annual Ventana Research Digital Innovation Awards showcase advances in the productivity and potential of business applications as well as technology that contributes significantly to the improved processes and performance of an organization. Our goal is to recognize technology and vendors that have introduced noteworthy digital innovations to advance business and IT that optimizes organizational resilience and workforce readiness.</p> </div> <a href="https://www.isg-research.net/market-perspectives/mongodb-earns-data-digital-innovation-award-for-2022"><span class="readmore"> Read More </span></a><br><br> Topics: <a href="https://www.isg-research.net/market-perspectives/tag/cloud-computing">Cloud Computing</a>, <a href="https://www.isg-research.net/market-perspectives/tag/data">Data</a>, <a href="https://www.isg-research.net/market-perspectives/tag/analytics-data">Analytics & Data</a>, <a href="https://www.isg-research.net/market-perspectives/tag/operational-data-plaftforms">operational data plaftforms</a> <hr> </div> <script> // Check active classes var checkClass = function() { if ( $('.fil_item').hasClass('hide') ) { $('.fil_item').removeClass('hide'); } }; // Category filters $('.all').click( function() { checkClass(); 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</span> <span id="hs_cos_wrapper_post_filter" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_post_filter" style="" data-hs-cos-general-type="widget" data-hs-cos-type="post_filter"><div class="block"> <h3>Posts by Topic</h3> <div class="widget-module"> <ul> <li> <a href="https://www.isg-research.net/market-perspectives/tag/agent-management">agent management <span class="filter-link-count" dir="ltr">(64)</span></a> </li> <li> <a href="https://www.isg-research.net/market-perspectives/tag/ai">AI <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li> <a href="https://www.isg-research.net/market-perspectives/tag/ai-and-machine-learning">AI and Machine Learning <span class="filter-link-count" dir="ltr">(23)</span></a> </li> <li> <a href="https://www.isg-research.net/market-perspectives/tag/analytic-data-platforms">analytic data platforms <span class="filter-link-count" dir="ltr">(47)</span></a> </li> <li> <a 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style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/profitability-management">profitability management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/project-management">Project Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/property-technology">Property Technology <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/purchase-to-pay">Purchase-to-Pay <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/purchasing-sourcing-payments">Purchasing / Sourcing / Payments <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/revenue">Revenue <span class="filter-link-count" dir="ltr">(14)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/revenue-and-lease-accounting">revenue and lease accounting <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/revenue-management">revenue management <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/revenue-performance">Revenue Performance <span class="filter-link-count" dir="ltr">(12)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/revenue-performance-management">Revenue Performance Management <span class="filter-link-count" dir="ltr">(11)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/robotic-automation">robotic automation <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/sales">Sales <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/sales-engagement">sales engagement <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/sales-performance-management">Sales Performance Management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/skills">Skills <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/streaming-analytics">Streaming Analytics <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/streaming-data">Streaming Data <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/subscription-management">Subscription Management <span class="filter-link-count" dir="ltr">(40)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/supplier-relationship-management">Supplier Relationship Management <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/sustainability-management">Sustainability Management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/talent-management">Talent Management <span class="filter-link-count" dir="ltr">(15)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/task-management">task management <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/total-compensation-management">Total Compensation Management <span class="filter-link-count" dir="ltr">(26)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/voice-of-the-customer">Voice of the Customer <span class="filter-link-count" dir="ltr">(46)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/wfm">WFM <span class="filter-link-count" dir="ltr">(7)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/work-management">Work Management <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/workforce-compensation">Workforce Compensation <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.isg-research.net/market-perspectives/tag/workforce-management">Workforce Management <span class="filter-link-count" dir="ltr">(37)</span></a> </li> </ul> <a class="filter-expand-link" href="#">see all</a> </div> </div> </span> <br><br> <h3 style="color: #255a89;padding-top:40px;">Market Perspectives Archive</h3> <p><a class="btn-secondary" href="https://www.isg-research.net/market-perspectives/all">See All</a></p> <!-- End partial --> <!-- <br><br><br><br> <div class="blog-search mobile-hide"> <div id="hs_cos_wrapper_site_search" class="hs_cos_wrapper hs_cos_wrapper_widget 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src="https://www.isg-research.net/hs-fs/hub/2035844/hub_generated/template_assets/94278782902/1725882474552/Ventana_Research_2023/Ventana_Research_2023_child.min.js"></script> <script> var hsVars = hsVars || {}; hsVars['language'] = 'en'; </script> <script src="/hs/hsstatic/cos-i18n/static-1.53/bundles/project.js"></script> <script src="https://www.isg-research.net/hs-fs/hub/2035844/hub_generated/module_assets/90531062927/1702386872146/module_90531062927_Header-Global.min.js"></script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Snowflake Is a Vendor of Merit in Analytic Data Platforms Value Index", "mainEntityOfPage": "https://www.isg-research.net/market-perspectives/snowflake-is-a-vendor-of-merit-in-analytic-data-platforms-value-index", "datePublished": "23/02/2023", "dateModified": "23/02/2023", "articleBody": "We are happy to share some insights about Snowflake drawn from our latest Value Index research, which assesses how well vendors’ offerings meet buyers’ requirements. We recently published three Ventana Research 2023 Data Platforms Value Indexes, which evaluate technology vendors and products that provide individual and combined analytic and operational data platform support. At Ventana Research, we continue to believe that, for most use cases, there is a clear choice between analytic and operational data platforms to best meet your organization’s needs. We developed three technology assessment and buyers’ guides to focus on overall data platform requirements as well as specific analytic data platform and operational data platform use cases. In all of our Value Indexes, we utilize a structured research methodology built on evaluation categories designed to reflect real-world criteria and derived from RFP responses and a vendor selection process for analytics and business intelligence. For each of the Value Indexes, we evaluated Snowflake and other vendors in seven categories: five relevant to the product — Adaptability, Capability, Manageability, Reliability and Usability — and two related to the vendor — TCO/ROI and Validation. To arrive at the Value Index rating for a given vendor, we weighted each category to reflect its relative importance in an RFP process, with the weightings based on our experience and on data derived from our market research, including our Benchmark Research on Analytics and Data. Snowflake has been one of the fastest-growing vendors in the analytic data platforms sector since it was founded in 2012 to create a cloud-based analytic database platform. The company has added data integration, data science and machine learning (ML), and data marketplace capabilities to its data cloud managed service. As Snowflake is focused specifically on analytic data workloads, it was only included in our Analytic Data Platforms Value Index. In the Analytic Data Platforms Value Index, Snowflake was categorized as a Vendor of Merit, ranking 13th overall in this Value Index evaluation. It ranked 13th in Product Experience, where it ranked best in Reliability. It ranked 10th in Customer Experience and ranked best in the Validation category. Its overall performance was impacted by its lower rankings in the Usability and Adaptability categories, which represent 25% of the weighting in the overall Value Index. Our assessment finds that Snowflake could perform better in Adaptability, where it ranked 13th, by making improvements in user and process integration. In Capability, where it ranked 13th, Snowflake could make improvements in relation to core database and database administrator functionality. This assessment was based on Snowflake’s data platform products generally available as of September 30, 2022. Organizations should evaluate their data platform requirements for operational and analytic workloads to ensure the existing products and vendors are meeting their needs. If their current data platforms are not satisfying those requirements, they should consider whether Snowflake can help meet their needs. This research-based index is the most comprehensive assessment of the value of data platforms in the industry. Technology buyers can learn more about how to use our Value Index by clicking here and included vendors that wish to learn more can click here. Click below to read the individual reports: Data Platforms Value Index Analytic Data Platforms Value Index Operational Data Platforms Value Index", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/MP_Snowflake_Is_a_Vendor_of_Merit_in_Analytic_Data_Platforms_Value_Index.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "ISG Software Research", "url": "https://www.isg-research.net/market-perspectives/author/isg-software-research", "sameAs": "https://www.linkedin.com/company/ventana-research" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "www.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "MariaDB Is a Vendor of Merit and a Leader in Data Platforms Value Indexes", "mainEntityOfPage": "https://www.isg-research.net/market-perspectives/mariadb-is-a-vendor-of-merit-and-a-leader-in-data-platforms-value-indexes", "datePublished": "15/02/2023", "dateModified": "15/02/2023", "articleBody": "We are happy to share some insights about MariaDB drawn from our latest Value Index research, which assesses how well vendors’ offerings meet buyers’ requirements. We recently published three Ventana Research 2023 Data Platforms Value Indexes, which evaluate technology vendors and products that provide individual and combined analytic and operational data platform support. At Ventana Research, we continue to believe that, for most use cases, there is a clear choice between analytic and operational data platforms to best meet your organization’s needs. We developed three technology assessment and buyers’ guides to focus on overall data platform requirements as well as specific analytic data platform and operational data platform use cases. In all of our Value Indexes, we utilize a structured research methodology built on evaluation categories designed to reflect real-world criteria and derived from RFP responses and a vendor selection process for analytics and business intelligence. For each of the Value Indexes, we evaluated MariaDB and other vendors in seven categories: five relevant to the product — Adaptability, Capability, Manageability, Reliability and Usability — and two related to the vendor — TCO/ROI and Validation. To arrive at the Value Index rating for a given vendor, we weighted each category to reflect its relative importance in an RFP process, with the weightings based on our experience and on data derived from our market research, including our Benchmark Research on Analytics and Data. MariaDB contributes to the open-source MariaDB Community Server and develops the MariaDB Enterprise Server, which includes additional capabilities for distributed SQL and massively parallel analytics processing. MariaDB Enterprise Server also forms the basis of the MariaDB SkySQL-managed database-as-a-service (DBaaS) offering. In the overall Data Platforms Value Index, MariaDB was categorized as a Vendor of Merit, ranking 10th overall in this Value Index evaluation. It also ranked 10th in Product Experience, where it was designated a Value Index Leader in Reliability. MariaDB ranked 10th in Customer Experience as well, where it ranked best in Validation. Its overall performance was impacted by its lower rankings in Usability and Manageability, which represent 25% of the weighting in the overall Value Index. Our assessment finds that MariaDB could perform better by examining the areas of intelligence and accessibility. In Manageability, where it ranked 10th, it could examine functionality related to business administration and privacy management. In the Analytic Data Platforms Value Index, MariaDB was also categorized as a Vendor of Merit, ranking 12th overall in this Value Index evaluation. It ranked 12th in Product Experience, where it was designated a Value Index Leader in the Reliability category. It ranked 13th in Customer Experience and ranked best in the Validation category. MariaDB was also categorized as a Vendor of Merit in the Operational Data Platforms Value Index, ranking 12th overall in this Value Index evaluation. It ranked 12th in Product Experience, where it was designated a Value Index Leader in the Reliability category. It ranked 13th in Customer Experience. This assessment was based on MariaDB’s data platform products generally available as of September 30, 2022. Organizations should evaluate their data platform requirements for operational and analytic workloads to ensure the existing products and vendors are meeting their needs. If their current data platforms are not satisfying those requirements, they should consider whether MariaDB can help meet their needs. This research-based index is the most comprehensive assessment of the value of data platforms in the industry. Technology buyers can learn more about how to use our Value Index by clicking here and included vendors that wish to learn more can click here. Click below to read the individual reports: Data Platforms Value Index Analytic Data Platforms Value Index Operational Data Platforms Value Index", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/MP_MariaDB_Is_a_Vendor_of_Merit_and_a_Leader_in_Data_Platforms_Value_Indexes.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "ISG Software Research", "url": "https://www.isg-research.net/market-perspectives/author/isg-software-research", "sameAs": "https://www.linkedin.com/company/ventana-research" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "www.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "Cloudera Is a Vendor of Merit in Data Platforms Value Indexes", "mainEntityOfPage": "https://www.isg-research.net/market-perspectives/cloudera-is-a-vendor-of-merit-in-data-platforms-value-indexes", "datePublished": "14/02/2023", "dateModified": "14/02/2023", "articleBody": "We are happy to share some insights about Cloudera drawn from our latest Value Index research, which assesses how well vendors’ offerings meet buyers’ requirements. We recently published three Ventana Research 2023 Data Platforms Value Indexes, which evaluate technology vendors and products that provide individual and combined analytic and operational data platform support. At Ventana Research, we continue to believe that, for most use cases, there is a clear choice between analytic and operational data platforms to best meet your organization’s needs. We developed three technology assessment and buyers’ guides to focus on overall data platform requirements as well as specific analytic data platform and operational data platform use cases. In all of our Value Indexes, we utilize a structured research methodology built on evaluation categories designed to reflect real-world criteria and derived from RFP responses and a vendor selection process for analytics and business intelligence. For each of the Value Indexes, we evaluated Cloudera and other vendors in seven categories: five relevant to the product — Adaptability, Capability, Manageability, Reliability and Usability — and two related to the vendor — TCO/ROI and Vendor Validation. To arrive at the Value Index rating for a given vendor, we weighted each category to reflect its relative importance in an RFP process, with the weightings based on our experience and on data derived from our market research, including our Benchmark Research on Analytics and Data. Since Cloudera merged with Hortonworks, its primary Hadoop-related rival, in 2019, the company has emphasized support for cloud object storage and the potential advantages of its Cloudera Data Platform (CDP) as an analytic or operational data platform that can span multiple cloud providers as well as on-premises private cloud deployments as part of a hybrid cloud architecture. In the overall Data Platforms Value Index, Cloudera was categorized as a Vendor of Merit, ranking ninth overall in this Value Index evaluation. It ranked ninth in Product Experience, where it ranked best in the Capability category. Cloudera also ranked ninth in Customer Experience, where it ranked best in Validation. Its overall performance was impacted by its lower rankings in Usability and Reliability, which represent 25% of the weighting in the overall Value Index. The company has already taken steps to address some of these issues with the recent launch of its CDP One data lakehouse software-as-a-service (SaaS) offering. CDP One improves the usability of its data platform and provides a self-service, managed approach that does not rely on the need for large teams of data engineers. In the Analytic Data Platforms Value Index, Cloudera was also categorized as a Vendor of Merit, ranking 11th overall in this Value Index evaluation. It ranked 11th in Product Experience, where it ranked best in the Capability category. It ranked 12th in Customer Experience and ranked best in Validation. Cloudera was also categorized as a Vendor of Merit in the Operational Data Platforms Value Index, ranking 11th overall in this Value Index evaluation. It ranked 11th in Product Experience, where it ranked best in the Capability category. It ranked 12th in Customer Experience and ranked best in the Validation category. This assessment was based on Cloudera’s data platform products generally available as of September 30, 2022. Organizations should evaluate their data platform requirements for operational and analytic workloads to ensure the existing products and vendors are meeting their needs. If their current data platforms are not satisfying those requirements, they should consider whether Cloudera can help meet their needs. This research-based index is the most comprehensive assessment of the value of data platforms in the industry. Technology buyers can learn more about how to use our Value Index by clicking here and included vendors that wish to learn more can click here. Click below to read the individual reports: Data Platforms Value Index Analytic Data Platforms Value Index Operational Data Platforms Value Index", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/MP_Cloudera_Is_a_Vendor_of_Merit_in_Data_Platforms_Value_Indexes.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "ISG Software Research", "url": "https://www.isg-research.net/market-perspectives/author/isg-software-research", "sameAs": "https://www.linkedin.com/company/ventana-research" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "www.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <script type="application/ld+json"> { "@context": "http://schema.org", "@type": "BlogPosting", "headline": "MongoDB Earns Data Digital Innovation Award for 2022", "mainEntityOfPage": "https://www.isg-research.net/market-perspectives/mongodb-earns-data-digital-innovation-award-for-2022", "datePublished": "01/08/2022", "dateModified": "01/08/2022", "articleBody": "The annual Ventana Research Digital Innovation Awards showcase advances in the productivity and potential of business applications as well as technology that contributes significantly to the improved processes and performance of an organization. Our goal is to recognize technology and vendors that have introduced noteworthy digital innovations to advance business and IT that optimizes organizational resilience and workforce readiness. Ventana Research has awarded MongoDB Atlas its prestigious 2022 Data Digital Innovation Award. This award is given to the vendor that best exemplifies innovation in data and related technologies for supporting information management-related needs. All finalists in the areas of Data category were considered for this award. Operational data platforms are designed to store, manage and process data in support of worker- and customer-facing operational applications across on-premises, hybrid and multi-cloud environments. Ventana Research selected MongoDB for the 15th Annual Data Digital Innovation Award for its Atlas multi-cloud data platform, which targets developers who facilitate the expansion of operational applications that support greater business agility; enable on-premises, cloud- and mobile-based consumption; and deliver more interactive and personalized application experiences. The success of MongoDB Atlas is driven by customer demand for cloud-based managed services but has also been accelerated by the delivery of additional functionality, including data replication across multiple clouds, full-text search, the ability to query data stored in cloud storage services and charting and visualization for real-time business intelligence based on real-time aggregation pipelines. These capabilities are complemented by the recent addition of column store indexing for embedded operational analytics as well as the new Atlas SQL interface to improve compatibility between the document data model and business intelligence and analytics tools. As a result of adding these features, MongoDB Atlas is now a potential platform for multiple workloads that were once considered unsuitable for document databases. Organizations looking for a hybrid on-premises and/or multi-cloud data platform should examine MongoDB Atlas and the role it can serve as the database-as-a-service foundation for developing new operational applications to drive business transformation. If you have not examined how MongoDB Atlas can help your organization, it is well worth your time. Congratulations, MongoDB, for your digital innovation in data technologies.", "image": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/MP_MongoDB%20Earns%20Data%20Digital%20Innovation%20Award%20for%202022.png", "height": 400, "width": 750 }, "author": { "@type": "Person", "name": "ISG Software Research", "url": "https://www.isg-research.net/market-perspectives/author/isg-software-research", "sameAs": "https://www.linkedin.com/company/ventana-research" }, "publisher": { "@type": "Organization", "name": "ISG", "url": "www.isg-research.net", "logo": { "@type": "ImageObject", "url": "https://www.ventanaresearch.com/hubfs/ISG_Software_Research_Logo_Color@2x.png" } } }</script> <!--[if lte IE 8]> <script charset="utf-8" src="https://js.hsforms.net/forms/v2-legacy.js"></script> <![endif]--> <script data-hs-allowed="true" src="/_hcms/forms/v2.js"></script> <script data-hs-allowed="true"> var options = { portalId: '2035844', formId: '96719f58-cea5-48fa-b9a8-a3ba3c019ab2', formInstanceId: '5023', pageId: '56030595758', region: 'na1', inlineMessage: "Thanks for subscribing!", rawInlineMessage: "Thanks for subscribing!", hsFormKey: "68ab003a58c27330fea8362cccce2c67", css: '', target: '#hs_form_target_module_1552944263900179', contentType: "listing-page", formsBaseUrl: '/_hcms/forms/', formData: { cssClass: 'hs-form stacked hs-custom-form' } }; 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