{"id":4262,"date":"2025-12-01T13:57:23","date_gmt":"2025-12-01T18:57:23","guid":{"rendered":"https:\/\/solutionsreview.com\/data-management\/?p=4262"},"modified":"2026-02-12T12:15:26","modified_gmt":"2026-02-12T17:15:26","slug":"the-best-big-data-tools-and-software","status":"publish","type":"post","link":"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/","title":{"rendered":"The 66 Best Big Data Tools and Software to Consider for 2026"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-7352\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1.jpg\" alt=\"\" width=\"800\" height=\"400\" srcset=\"https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1.jpg 800w, https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1-300x150.jpg 300w, https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1-768x384.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p style=\"text-align: justify;\"><strong><em>Solutions Review&#8217;s listing of the best big data tools and software is an annual mashup of products that best represent current market conditions, according to the crowd. Our editors selected the best big data tools and software based on each solution&#8217;s Authority Score; a meta-analysis of real user sentiment through the web&#8217;s most trusted business software review sites and our own proprietary five-point inclusion criteria.<\/em><\/strong><\/p>\n<p style=\"text-align: justify;\">The editors at Solutions Review have developed this resource to assist buyers in search of the best big data tools to fit the needs of their organization. Choosing the right vendor and solution can be a complicated process \u2014 one that requires in-depth research and often comes down to more than just the solution and its technical capabilities. To make your search a little easier, we&#8217;ve profiled the best big data tools and software providers all in one place. We&#8217;ve also included platform and product line names and introductory software tutorials straight from the source so you can see each solution in action.<\/p>\n<p><strong>Note:<\/strong> The best big data tools and software are listed in alphabetical order.<\/p>\n<div class=\"widget\"><div class=\"aside-card\">\t\t\t<div class=\"textwidget\"><a class=\"speedbump\" href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" title=\"Download link to Data Management Buyers Guide\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-1682\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2019\/01\/data-management-speedbump-cta.jpg\" alt=\"Download Link to Data Management Buyers Guide\" width=\"800\" height=\"225\" \/><\/a><\/div>\n\t\t<\/div><\/div>\n<h2><strong>The Best Big Data Tools and Software<\/strong><\/h2>\n<div class=\"hr hr\"><\/div>\n<h3><strong>The Best Big Data Analytics Tools and Software<\/strong><\/h3>\n<h3><a href=\"https:\/\/www.altair.com\/data-analytics\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Altair<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.altair.com\/data-analytics\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-5518\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2020\/08\/altair-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Altair One<\/p>\n<p><strong>Related products:<\/strong> Altair Monarch, Altair Knowledge Hub, Altair Knowledge Studio, Altair Panopticon<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Altair offers an open, scalable, unified, and extensible data analytics platform with integrated data transformation and predictive analytics tools. Desktop-based data preparation is available via Altair Monarch, while Knowledge Hub features team-driven data prep and a centralized data marketplace to speed collaboration and governance. Machine learning and predictive analytics are made available inside Knowledge Studio. Altair Panopticon houses the company\u2019s streaming processing and real-time visualization capabilities.<\/p>\n<p><iframe loading=\"lazy\" title=\"Extract, prep, combine, analyze, and export data with Altair Monarch in 2 minutes!\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/bx1273yrUbw?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.alteryx.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Alteryx<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.alteryx.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1420\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/11\/Alteryx_150.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Alteryx Platform<\/p>\n<p><strong>Related products:<\/strong> Alteryx Designer, Alteryx Server, Alteryx Connect, Alteryx Promote<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Alteryx is a self-service data analytics software company that specializes in data preparation and data blending. Alteryx Analytics allows users to organize, clean, and analyze data in a repeatable workflow. Business analysts find this tool particularly useful for connecting to and cleansing data from data warehouses, cloud applications, spreadsheets and other sources. The platform features tools to run a variety of analytic jobs (predictive, statistical, spatial) inside a single interface.<\/p>\n<p><iframe loading=\"lazy\" title=\"Getting Started with a Tour of Alteryx Designer\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/8kUPNSBHCxo?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><strong><a href=\"https:\/\/aws.amazon.com\/quicksight\/\" target=\"_blank\" rel=\"noopener\">Amazon Web Services<\/a><\/strong><\/h3>\n<p><a href=\"https:\/\/aws.amazon.com\/quicksight\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-7119\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2021\/12\/AWS-150.jpg\" alt=\"AWS 150\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Amazon QuickSight<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Amazon QuickSight is a serverless and embeddable business intelligence service for the cloud featuring built-in machine learning. The product lets you create and publish interactive BI dashboards that can be queried using natural language. It can automatically scale to thousands of users without any infrastructure. QuickSight also touts pay-per-session pricing so customers only pay when users access dashboards or reports. Dashboards can be accessed from any device.<\/p>\n<p><iframe loading=\"lazy\" title=\"QuickSight Author\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/Hhcj-p5ct0M?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.domo.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Domo<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.domo.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1279\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/09\/DOMO_100.png\" alt=\"Domo\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Domo<\/p>\n<p><strong>Related products:\u00a0<\/strong>Domo Everywhere, Domo integration Cloud<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> <span class=\"markqeg8na8z2\" data-markjs=\"true\" data-ogac=\"\" data-ogab=\"\" data-ogsc=\"\" data-ogsb=\"\">Domo<\/span> is a cloud-based, mobile-first BI platform that helps companies drive more value from their data by helping organizations better integrate, interpret and use data to drive timely decision-making and action across the business. The\u00a0<span class=\"markqeg8na8z2\" data-markjs=\"true\" data-ogac=\"\" data-ogab=\"\" data-ogsc=\"\" data-ogsb=\"\">Domo<\/span>\u00a0platform enhances existing data warehouse and BI tools, and allows users to build custom apps, automate data pipelines, and make data science accessible\u00a0for anyone across the organization\u00a0through\u00a0automated insights that can be easily shared with\u00a0internal\u00a0or external stakeholders.<\/p>\n<p><iframe loading=\"lazy\" title=\"Get Started using Domo\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/bC-V27oPhYE?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.hitachivantara.com\/en-us\/home.html\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Hitachi Vantara<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.hitachivantara.com\/en-us\/home.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-3346\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2018\/01\/Hitachi_100.jpg\" alt=\"Hitachi Vantara\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Pentaho Platform<\/p>\n<p><strong>Related products:\u00a0<\/strong>Lumada Data Services, Pentaho Data Integration<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Hitachi&#8217;s Pentaho analytics platform allows organizations to access and blend all types and sizes of data. The product offers a range of capabilities for big data integration and data preparation. The Pentaho platform is purpose-built for embedding into and integrating with applications, portals, and processes. Organizations can embed a range of analytics, including visualizations, reports, ad hoc analysis, and tailored dashboards. It also extends to third-party charts, graphs and visualizations via an open API for a wider selection of embeddable analytics.<\/p>\n<p><iframe loading=\"lazy\" title=\"Pentaho IoT Analytics Demo\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/ttahVpmcAhc?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.ibm.com\/analytics\/business-analytics?lnk=hpmpr_bua\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>IBM<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.ibm.com\/analytics\/business-analytics?lnk=hpmpr_bua\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-61\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2013\/08\/IBM_100.gif\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Cognos Analytics<\/p>\n<p><strong>Related products:\u00a0<\/strong>IBM Watson Analytics, IBM Watson Studio, IBM Hybrid Data Management<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> IBM offers an expansive range of BI and analytic capabilities under two distinct product lines. The Cognos Analytics platform is an integrated self-service solution that allows users to access data to create dashboards and reports. IBM Watson Analytics offers a machine learning-enabled user experience that includes automated pattern detection, support for natural language query and generation, and embedded advanced analytics capabilities. IBM\u2019s BI software can be deployed both on-prem or as a hosted solution via the IBM Cloud.<\/p>\n<p>https:\/\/www.youtube.com\/watch?v=x6U7hnXpNuo<\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/looker.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Looker<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/looker.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-5517\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2020\/08\/looker-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Looker<\/p>\n<p><strong>Related products:<\/strong> Powered by Looker<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Looker offers a BI and data analytics platform that is built on LookML, the company\u2019s proprietary modeling language. The product\u2019s application for web analytics touts filtering and drilling capabilities, enabling users to dig into row-level details at will. Embedded analytics in Powered by Looker utilizes modern databases and an agile modeling layer that allows users to define data and control access. Organizations can use Looker\u2019s full RESTful API or the schedule feature to deliver reports by email or webhook.<\/p>\n<p><iframe loading=\"lazy\" title=\"Looker - Database to Dashboard Technical Demo\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/HBgJWCBOOZg?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/powerbi.microsoft.com\/en-us\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Microsoft<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/powerbi.microsoft.com\/en-us\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-68\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2013\/08\/Microsoft_100.gif\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Power BI<\/p>\n<p><strong>Related products:<\/strong> Power BI Desktop, Power BI Report Server<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Microsoft is a major player in enterprise BI and analytics. The company\u2019s flagship platform, Power BI, is cloud-based and delivered on the Azure Cloud. On-prem capabilities also exist for individual users or when power users are authoring complex data mashups using in-house data sources. Power BI is unique because it enables users to do data preparation, data discovery, and dashboards with the same design tool. The platform integrates with Excel and Office 365, and has a very active user community that extends the tool\u2019s capabilities.<\/p>\n<p><iframe loading=\"lazy\" title=\"Overview of Power BI Desktop and Power BI service (0-2)\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/1Bo1BrpR3AY?list=PL1N57mwBHtN0JFoKSR0n-tBkUJHeMP2cP\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.microstrategy.com\/us\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>MicroStrategy<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.microstrategy.com\/us\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-33\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2013\/07\/MicroStrategy_100.gif\" alt=\"MicroStrategy\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> MicroStrategy 2020<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong>\u00a0MicroStrategy merges self-service data preparation and visual data discovery in an enterprise BI and analytics platform. MicroStrategy provides out-of-the-box gateways and native drivers that connect to any enterprise resource, including databases, mobile device management (MDM) systems, enterprise directories, cloud applications and physical access control systems. Its embedded analytics tool allows MicroStrategy to be embedded in other web pages and applications such as portals, CRM tools, chatbots and even voice assistants like Alexa.<\/p>\n<p><iframe loading=\"lazy\" title=\"MicroStrategy Desktop\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/AahKzTQScBY?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.oracle.com\/index.html\" target=\"_blank\" rel=\"noopener\"><strong>Oracle<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.oracle.com\/index.html\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-63\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2013\/08\/Oracle_100.gif\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Oracle Analytics Cloud<\/p>\n<p><strong>Related products:<\/strong> Oracle Data Visualization Desktop<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Oracle offers a broad range of BI and analytics tools that can be deployed on-prem or in the Oracle Cloud. The company provides traditional BI capabilities inside its Business Intelligence 12c solution. Oracle Data Visualization provides more advanced features, and allows users to automatically visualize data as drag-and-drop attributes, charts, and graphs. The tool also enables users to save snapshots of an analytical moment-in-time via story points.<\/p>\n<p><iframe loading=\"lazy\" title=\"Oracle Analytics 2019 BI Bake Off demo\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/KR7C_cjJoVc?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.pyramidanalytics.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Pyramid Analytics<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.pyramidanalytics.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3139\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2013\/07\/Pyramid_Analytics_150-1.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> The Analytics OS (Pyramid v2020)<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Pyramid Analytics offers data and analytics tool through its flagship platform, Pyramid v2020. The solution touts a server-based, multi-user analytics OS environment that provides self-service capabilities. Pyramid v2020 features a platform-agnostic architecture that allows users to manage data across any environment, regardless of technology. The tool enables those users to prepare, model, visualize, analyze, publish, and present data from web browsers and mobile devices.<\/p>\n<p><iframe loading=\"lazy\" title=\"Pyramid v2020 - Analytics for Everyone\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/MlCNQOj9CQg?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.qlik.com\/us\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Qlik<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.qlik.com\/us\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1440\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/11\/Qlik_150.png\" alt=\"Qlik\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Qlik Analytics Platform<\/p>\n<p><strong>Related products:<\/strong> QlikView, Qlik Sense<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Qlik offers a broad spectrum of BI and analytics tools, which is headlined by the company\u2019s flagship offering, Qlik Sense. The solution enables organizations to combine all their data sources into a single view. The Qlik Analytics Platform allows users to develop, extend and embed visual analytics in existing applications and portals. Embedded functionality is done within a common governance and security framework. Users can build and embed Qlik as simple mashups or integrate within applications, information services or IoT platforms.<\/p>\n<p><iframe loading=\"lazy\" title=\"Qlik Data Analytics September 2020 - Feature Demonstration\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/o8zAiovg-y4?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.salesforce.com\/products\/einstein-analytics\/overview\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Salesforce<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.salesforce.com\/products\/einstein-analytics\/overview\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-4983\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2019\/12\/Salesforce_150.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Einstein Analytics Platform<\/p>\n<p><strong>Related products:<\/strong> Salesforce Einstein Discovery, Salesforce Einstein Data Insights<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>The Salesforce Einstein Analytics platform is available in a number of flavors based on role, industry and included features. The product\u2019s automated data discovery capabilities enable users to answer questions based on transparent and understandable AI models. Users can also tailor analytics to their use case and enhance insights with precise recommendations and specific guidance. Einstein lets you create advanced experiences using customizable templates, third-party apps, or custom-build dashboards as well.<\/p>\n<p><iframe loading=\"lazy\" title=\"Basics of Einstein Analytics\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/4w-YKceeLSk?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.sap.com\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>SAP<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.sap.com\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1441\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/11\/SAP_150.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> SAP Analytics Cloud<\/p>\n<p><strong>Related products:\u00a0<\/strong>SAP BusinessObjects BI, SAP Crystal Solutions<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> SAP offers a broad range of BI and analytics tools in both enterprise and business-user driven editions. The company\u2019s flagship BI portfolio is delivered via on-prem (BusinessObjects Enterprise), and cloud (BusinessObjects Cloud) deployments atop the SAP HANA Cloud. SAP also offers a suite of traditional BI capabilities for dashboards and reporting. The vendor\u2019s data discovery tools are housed in the BusinessObjects solution, while additional functionality, including self-service visualization, are available through the SAP Lumira tool set.<\/p>\n<p><iframe loading=\"lazy\" title=\"Smart Features in SAP Analytics Cloud\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/fIVpUcSpgfc?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.sas.com\/en_us\/home.html\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>SAS<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.sas.com\/en_us\/home.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1442\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/11\/SAS_150.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> SAS Visual Analytics<\/p>\n<p><strong>Related products:\u00a0<\/strong>SAS Viya, SAS Visual Data Mining and Machine Learning<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>SAS Visual Analytics is available on-prem or in the cloud. Visual Analytics allows users to visually explore data to automatically highlight key relationships, outliers, and clusters. Users can also take advantage of advanced visualizations and guided analysis through autocharting. SAS has made its name as a result of advanced analytics, as the tool can ingest data from diverse data sources and handle complex models. In addition to BI, SAS offers data management, IoT, personal data protection, and Hadoop tools.<\/p>\n<p><iframe loading=\"lazy\" title=\"SAS Tutorial | Using SAS Visual Text Analytics\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/VsGJWixIowA?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.sigmacomputing.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Sigma Computing<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.sigmacomputing.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-5522\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2020\/08\/sigma-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Sigma Platform<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Sigma Computing offers a no-code business intelligence and analytics solution designed for use with cloud data warehouses. The product features an intuitive, spreadsheet-like user interface that provides users with the familiarity of Excel. Guided data warehouse access ensures that data remains secure, compliant, and in context. When users take action in Sigma, it automatically translates them into SQL. All queries are run live against the cloud data warehouse, and the results are passed back to Sigma.<\/p>\n<p><iframe loading=\"lazy\" title=\"Visual Data Modeling Demo from Sigma\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/Cuofg5HojM4?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.sisense.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Sisense<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.sisense.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-6095\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2021\/02\/sisense2-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Sisense<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Sisense makes it easy for organizations to reveal business insight from complex data in any size or format. The product allows users to combine data and uncover insights in a single interface without scripting, coding or assistance from IT. Sisense is sold as a single-stack solution with a back end for preparing and modeling data. It also features expansive analytical capabilities, and a front-end for dashboarding and visualization. Sisense is most appropriate for organizations that want to analyze large amounts of data from multiple sources.<\/p>\n<p><iframe loading=\"lazy\" title=\"What Can You Do With Sisense | Sisense Overview\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/283mYkK_Egk?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.tableau.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Tableau Software<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.tableau.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1387\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2015\/11\/Tableau_Software_100.gif\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Tableau Desktop<\/p>\n<p><strong>Related products:\u00a0<\/strong>Tableau Prep, Tableau Server, Tableau Online, Tableau Data Management<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Tableau offers an expansive visual BI and analytics platform, and is widely regarded as the major player in the marketplace. The company\u2019s analytic software portfolio is available through three main channels: Tableau Desktop, Tableau Server, and Tableau Online. Tableau connects to hundreds of data sources and is available on-prem or in the cloud. The vendor also offers embedded analytics capabilities, and users can visualize and share data with Tableau Public.<\/p>\n<p><iframe loading=\"lazy\" title=\"What is Tableau Desktop? | A Tableau Desktop Overview\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/gAruNQGxYMA?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><strong><a href=\"https:\/\/www.thoughtspot.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">ThoughtSpot<\/a><\/strong><\/h3>\n<p><a href=\"https:\/\/www.thoughtspot.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-4393\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2019\/02\/thoughtspot-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> ThoughtSpot<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> ThoughtSpot is heavily influenced by artificial intelligence and automation. While it may seem complex, ease of use is a strength of the product. It features a full-stack architecture and intuitive insight generation capabilities via the in-memory calculation engine. A distributed cluster manager provides customizable scaling options, and support for existing ETL solutions ensures proper connectivity to desired data sources. ThoughtSpot Embrace allows you to run search and AI analytics directly in existing databases, and supports Google Cloud Storage.<\/p>\n<p><iframe loading=\"lazy\" title=\"ThoughtSpot Demo for Financial Services\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/hFxsxFKUk4E?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.tibco.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>TIBCO<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.tibco.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1494\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2013\/07\/oie_10212458kQ59lZYP.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> TIBCO Spotfire<\/p>\n<p><strong>Related products:\u00a0<\/strong>TIBCO Jaspersoft, TIBCO Data Science<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>TIBCO\u2019s product capabilities are expansive, and range from data integration and API management to visual analytics, reporting, and data science. The company\u2019s BI and analytics portfolio comes in two main iterations: TIBCO Spotfire and TIBCO Jaspersoft. TIBCO Spotfire is the company\u2019s more modern platform. It features interactive visualization, data preparation, enterprise-class governance, and advanced analytic capabilities. TIBCO Jaspersoft supports traditional reporting and embedded BI functionality.<\/p>\n<p><iframe loading=\"lazy\" title=\"Create a Spotfire Dashboard in 5 minutes | Spotfire Quickstart\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/VdIhGswyzFk?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.yellowfinbi.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Yellowfin BI<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.yellowfinbi.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3703\" src=\"https:\/\/solutionsreview.com\/business-intelligence\/files\/2018\/04\/yellowfin_150_2018.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Yellowfin Suite<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Yellowfin is an Australia-based BI and analytics company that specializes in dashboards and data visualization. Its platform features a machine learning algorithm called Assisted Insights that provides automatic answers in the form of easy-to-understand best practice visualizations and narratives. Yellowfin comes pre-built with a variety of dashboards, and users can embed interactive reports into third-party platforms, such as a web page, wiki, or company intranet. The company also offers native apps for mobile devices.<\/p>\n<p><iframe loading=\"lazy\" title=\"Yellowfin 9.5 Release\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/A98bJ8vXluE?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/business-intelligence\/get-a-free-business-intelligence-software-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Analytics and Business Intelligence Platforms<\/em><\/a><\/span><\/strong>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><strong>The Best Big Data ETL Tools and Software<\/strong><\/h3>\n<h3><a href=\"https:\/\/adeptia.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Adeptia<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/adeptia.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1058\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2015\/08\/Adeptia_100.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Adeptia Connect<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Adeptia offers enterprise data integration tools that can be used by non-technical business users. Adeptia Connect features a simple user interface to manage all external connections and data interfaces. It also includes self-service partner onboarding and a no-code approach that lets users and partners view, setup and manage data connections. The platform touts a suite of pre-built connections and Cloud Services Integration, as well as B2B standards and protocol support.<\/p>\n<p><iframe loading=\"lazy\" title=\"Adeptia Connect Demo: Data Engineering\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/-iFiMPU9bIU?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.alooma.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Alooma<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.alooma.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2134\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2013\/03\/Alooma_100.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:\u00a0<\/strong>Alooma Platform<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Alooma offers a data pipeline service that integrates with popular data sources. The Alooma platform features end-to-end security, which ensures that every event is securely transferred to a data warehouse (SOC2, HIPAA, and EU-US Privacy Shield certified). The solution responds to data changes in real-time to make sure no events are lost. Users can choose to manage changes automatically or get notified and make changes on-demand. The tool also infers data automatically to provide customizable control.<\/p>\n<p><iframe loading=\"lazy\" title=\"Alooma - The Data Pipeline You Can Trust\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/pLTnjUjY8Dg?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.cdata.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>CData Software<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.cdata.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3915\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2020\/11\/cdata-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> CData Driver Technologies<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> CData Software offers data integration solutions for real-time access to online or on-prem applications, databases, and Web APIs. The vendor specializes in providing access to data through established data standards and application platforms such as ODBC, JDBC, ADO.NET, SSIS, BizTalk, and Microsoft Excel. CData Software products are broken down into six categories: driver technologies, enterprise connectors, data visualization, ETL and ELT solutions, OEM and custom drivers, and cloud and API connectivity.<\/p>\n<p><iframe loading=\"lazy\" title=\"Connect to HubSpot Data from Anywhere | CData Drivers &amp; Connectors\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/gRpZu-wKKQg?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/fivetran.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Fivetran<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/fivetran.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3554\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2020\/01\/fivetran-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Fivetran<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Fivetran is an automated data integration platform that delivers ready-to-use connectors, transformations and analytics templates that adapt as schemas and APIs change. The product can sync data from cloud applications, databases, and event logs. Integrations are built for analysts who need data centralized but don\u2019t want to spend time maintaining their own pipelines or ETL systems. Fivetran is easy to deploy, scalable, and offers some of the best security features of any provider in the space.<\/p>\n<p><iframe loading=\"lazy\" title=\"How to load data into Snowflake with Fivetran\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/TSTbp5LSBdw?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.hevodata.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Hevo Data<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.hevodata.com\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3912\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2020\/11\/hevo-150-1.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Hevo Data offers a no-code data pipeline for loading data into data warehouses. Data can be loaded from a wide variety of sources like relational databases, NoSQL databases, SaaS applications, files or S3 buckets into any warehouse (Amazon Redshift, Google BigQuery, Snowflake) in real-time. Hevo supports more than 100 pre-built integrations, and all of them are native and tout specific source APIs. The solution features a streaming architecture as well. Hevo detects schema changes on incoming data and automatically replicates the same in your destinations.<\/p>\n<p><iframe loading=\"lazy\" title=\"Getting Started with Hevo - An Overview\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/p0XGLDgvCo8?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.hitachivantara.com\/en-us\/home.html\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Hitachi Vantara<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.hitachivantara.com\/en-us\/home.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2536\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2017\/12\/Hitachi_100.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Pentaho Platform<\/p>\n<p><strong>Related products:\u00a0<\/strong>Lumada Data Services<\/p>\n<p style=\"text-align: justify;\"><strong>Description:\u00a0<\/strong>Hitachi Vantara\u2019s Pentaho platform for data integration and analytics offers traditional capabilities and big data connectivity. The solution supports the latest Hadoop distributions from Cloudera, Hortonworks, MapR, and Amazon Web Services. However, one of the tool\u2019s shortcomings is that its big data focus takes attention away from other use cases. Pentaho can be deployed on-prem, in the cloud, or via a hybrid model. The tool&#8217;s most recent update to version 8 features Spark and Kafka stream processing improvements and security add-ons.<\/p>\n<p><iframe loading=\"lazy\" title=\"Pentaho 8.0 Demo\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/cNxyn-pKXBs?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.ibm.com\/us-en\/?p1=Search&amp;p4=p50478421002&amp;p5=e&amp;cm_mmc=Search_Google-_-1S_1S-_-WW_US-_-ibm_e&amp;cm_mmca7=71700000060943610&amp;cm_mmca8=kwd-11656201&amp;cm_mmca9=EAIaIQobChMInca8y_Sc5wIVxZyzCh2CBAhyEAAYASAAEgLjgvD_BwE&amp;cm_mmca10=406777281787&amp;cm_mmca11=e&amp;gclid=EAIaIQobChMInca8y_Sc5wIVxZyzCh2CBAhyEAAYASAAEgLjgvD_BwE&amp;gclsrc=aw.ds\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>IBM<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.ibm.com\/us-en\/?p1=Search&amp;p4=p50478421002&amp;p5=e&amp;cm_mmc=Search_Google-_-1S_1S-_-WW_US-_-ibm_e&amp;cm_mmca7=71700000060943610&amp;cm_mmca8=kwd-11656201&amp;cm_mmca9=EAIaIQobChMInca8y_Sc5wIVxZyzCh2CBAhyEAAYASAAEgLjgvD_BwE&amp;cm_mmca10=406777281787&amp;cm_mmca11=e&amp;gclid=EAIaIQobChMInca8y_Sc5wIVxZyzCh2CBAhyEAAYASAAEgLjgvD_BwE&amp;gclsrc=aw.ds\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-34\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2013\/03\/IBM_100.gif\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> IBM InfoSphere Information Server<\/p>\n<p><strong>Related products:<\/strong> IBM InfoSphere Classic Federation Server, IBM InfoSphere Data Replication, IBM InfoSphere DataStage, IBM App Connect, IBM Streams, IBM Data Refinery, IBM BigIntegrate, IBM Cloud Integration<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> IBM offers several distinct data integration tools in both on-prem and cloud deployments, and for virtually every enterprise use case. Its on-prem data integration suite features tools for traditional (replication and batch processing) and modern integration synchronization and data virtualization) requirements. IBM also offers a variety of prebuilt functions and connectors. The mega-vendor&#8217;s cloud integration product is widely considered one of the best in the marketplace, and additional functionality is coming in the months ahead.<\/p>\n<p>https:\/\/www.youtube.com\/watch?v=6koDBI1fINE<\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.informatica.com\/#fbid=AauOuEW7T4M\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Informatica<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.informatica.com\/#fbid=AauOuEW7T4M\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3559\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2020\/01\/informatica-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Informatica Intelligent Data Platform<\/p>\n<p style=\"text-align: justify;\"><strong>Related products:<\/strong> Informatica PowerCenter, Informatica PowerExchange, Informatica Data Replication, Informatica B2B Data Transformation, Informatica B2B Data Exchange, Informatica Big Data Integration Hub, Informatica Data Services, Informatica Big Data Management, Informatica Big Data Integration Hub, Informatica Big Data Streaming, Informatica Enterprise Data Catalog, Informatica Enterprise Data Preparation, Informatica Edge Data Streaming, Informatica Intelligent Cloud Services<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Informatica&#8217;s data integration tools portfolio includes both on-prem and cloud deployments for a number of enterprise use cases. The vendor combines advanced hybrid integration and governance functionality with self-service business access for various analytic functions. Augmented integration is possible via Informatica&#8217;s CLAIRE Engine, a metadata-driven AI engine that applies machine learning. Informatica touts strong interoperability between its growing list of data management software products.<\/p>\n<p><iframe loading=\"lazy\" title=\"Introducing the API and Application Integration Capabilities in IDMC\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/UQl9Cb6dsbc?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.keboola.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Keboola<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.keboola.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2544\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2018\/01\/keboola-100.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Keboola<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Keboola is a cloud-based data integration platform that connects data sources to analytics platforms. It supports the entire data workflow process, from the point of data extraction, preparation, cleansing, warehousing, and all the way to its integration, enrichment, and loading. Keboola offers more than 200 integrations and features an environment that allows users to build their own data applications or integrations using GitHub and Docker. The product can also automate low-value activities while account for audit trail, version control and access management.<\/p>\n<p><iframe loading=\"lazy\" title=\"Keboola - One Platform for All Needs on Your Data Journey\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/QW09kyEjrJA?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.matillion.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Matillion<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.matillion.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3555\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2020\/01\/matillion-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Matillion ETL<\/p>\n<p><strong>Related products:<\/strong> Matillion Data Loader<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Matillion offers a cloud-native data integration and transformation platform that is optimized for modern data teams. It also features built on native integrations to popular cloud data platforms like Snowflake, Delta Lake on Databricks, Amazon Redshift, Google BigQuery, and Microsoft Azure Synapse. Matillion uses an extract-load-transform approach that handles the extract and load in one move, straight to an organization&#8217;s target data platform, then using the power of a cloud data platform&#8217;s processes to perform transformations once loaded.<\/p>\n<p><iframe loading=\"lazy\" title=\"Building Your First Job in Under 15 Minutes | Matillion ETL for Amazon Redshift\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/zHIliU61u_M?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/azure.microsoft.com\/en-us\/services\/data-factory\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Microsoft<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/azure.microsoft.com\/en-us\/services\/data-factory\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-23\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2013\/03\/Microsoft_100.gif\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> SQL Server Integration Services (SSIS)<\/p>\n<p><strong>Related products:<\/strong> Azure Data Factory cloud integration service<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Microsoft offers its data integration functionality on-prem and in the cloud (via Integration Platform as a Service). The company\u2019s traditional integration tool, SQL Server Integration Services (SSIS), is included inside the SQL Server DBMS platform. Microsoft also touts two cloud SaaS products: Azure Logic Apps and Microsoft Flow. Flow is ad hoc integrator-centric and included in the overarching Azure Logic Apps solution.<\/p>\n<p><iframe loading=\"lazy\" title=\"SSIS Tutorial For Beginners | SQL Server Integration Services (SSIS) | MSBI Training Video | Edureka\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/0ikNnenDyNw?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.oracle.com\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Oracle<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.oracle.com\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-22\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2013\/03\/Oracle_100.gif\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:\u00a0<\/strong>Oracle Data Integration Cloud Service<\/p>\n<p><strong>Related products:<\/strong> Oracle GoldenGate, Oracle Data Integrator, Oracle Big Data SQL, Oracle Service Bus, Oracle Integration Cloud Service (iPaaS)<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Oracle offers a full spectrum of data integration tools for traditional use cases as well as modern ones, in both on-prem and cloud deployments. The company\u2019s product portfolio features technologies and services that allow organizations to full lifecycle data movement and enrichment. Oracle data integration provides pervasive and continuous access to data across heterogeneous systems via bulk data movement, transformation, bidirectional replication, metadata management, data services, and data quality for customer and product domains.<\/p>\n<p><iframe loading=\"lazy\" title=\"Data Integration\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/37Dz1jYLerU?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/panoply.io\/\" target=\"_blank\" rel=\"noopener\"><strong>Panoply<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/panoply.io\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-524\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/12\/Panoply_150.jpg\" alt=\"\" width=\"100\" height=\"100\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:\u00a0<\/strong>Panoply automates data management tasks associated with running big data in the cloud. Smart Data Warehouse require no schema, modeling, or configuration. Panoply features an ETL-less integration pipeline that can connect to structured and semi-structured data sources. It also offers columnar storage and automatic data backup to a redundant S3 storage framework.<\/p>\n<p><iframe loading=\"lazy\" title=\"Panoply demo: Get faster data analytics in minutes!\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/jTmqLkYQ_cw?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.precisely.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Precisely<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.precisely.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3794\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2020\/08\/precisely-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Precisely Data Integrity Suite, Precisely Connect<\/p>\n<p><strong>Related products:<\/strong> Precisely Data Integrity Suite Data Integration Module, Precisely Ironstream<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> The data integration module of the Precisely Data Integrity Suite is one of seven SaaS modules that ensure data is accurate, consistent, and contextual. It is complemented by Precisely Connect, an on-prem data integration solution that supports a broad range of source and target systems. Both solutions leverage Precisely\u2019s deep expertise in mainframe and IBM i systems to integrate complex data formats into modern cloud platforms like Snowflake and Databricks. Precisely Ironstream also integrates mainframe and IBM i machine and log data into IT platforms like Splunk and ServiceNow for IT operations management, analytics, and security.<\/p>\n<p><iframe loading=\"lazy\" title=\"Data Integrity Suite Demo: Data Integration\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/VIFY1p-a0xU?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.qlik.com\/us\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Qlik<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.qlik.com\/us\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3561\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2020\/01\/Qlik_150.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Qlik Replicate<\/p>\n<p><strong>Related products:<\/strong> Qlik Compose, Qlik Catalog, Qlik Blendr.io<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Qlik offers a range of integration capabilities that span four product lines. The flagship product is Qlik Replicate, a tool that replicates, synchronizes, distributes, consolidates, and ingests data across major databases, data warehouses, and Hadoop. The portfolio is buoyed by Qlik Compose for data lake and data warehouse automation and Qlik Catalog for enterprise self-service cataloging. Qlik also offers Integration Platform as a Service functionality through its Blendr.io product, which touts API connectivity, no-code integration and application automation.<\/p>\n<p><iframe loading=\"lazy\" title=\"Qlik Replicate - A &quot;Hello World&quot; Demonstration\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/twAGT-FwV7E?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.sap.com\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>SAP<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.sap.com\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-33\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2013\/03\/SAP_100.gif\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> SAP Data Services<\/p>\n<p style=\"text-align: justify;\"><strong>Related products:<\/strong> SAP Replication Server, SAP Landscape Transformation Replication Server, SAP Data Hub, SAP HANA, SAP Cloud Integration Platform Suite, SAP Cloud Platform<\/p>\n<p style=\"text-align: justify;\"><strong>Description:\u00a0<\/strong>SAP provides on-prem and cloud integration functionality through two main channels. Traditional capabilities are offered through SAP Data Services, a data management platform that provides capabilities for data integration, quality, and cleansing. Integration Platform as a Service features are available through the SAP Cloud Platform. SAP\u2019s Cloud Platform integrates processes and data between cloud apps, 3<sup>rd<\/sup> party applications, and on-prem solutions.<\/p>\n<p><iframe loading=\"lazy\" title=\"A Demo of SAP HANA Smart Data Integration for HANA Cloud Platform\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/GgAsV6xOvv4?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.sas.com\/en_us\/home.html\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>SAS<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.sas.com\/en_us\/home.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-18\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2013\/03\/SAS_100.gif\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> SAS Data Management<\/p>\n<p><strong>Related products:<\/strong> SAS Data Integration Studio, SAS Federation Server, SAS\/ACCESS, SAS Data Loader for Hadoop, SAS Data Preparation, SAS Event Stream Processing<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>SAS is the largest independent vendor in the data integration tools market. The provider offers its core capabilities via SAS Data Management, where data integration and quality tools are interwoven. It includes flexible query language support, metadata integration, push-down database processing, and various optimization and performance capabilities. The company\u2019s data virtualization tool, Federation Server, enables advanced data masking and encryption that allows users to determine who\u2019s authorized to view data.<\/p>\n<p><iframe loading=\"lazy\" title=\"What&#039;s New in SAS Data Management\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/DSOkzczDFoc?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.striim.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Striim<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.striim.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2063\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2017\/03\/Striim_100.png\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Striim Platform<\/p>\n<p><strong>Related products:<\/strong> Striim for Azure, Striim for Amazon Web Services, Striim for Google Cloud Platform, Striim for Snowflake<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Striim offers a real-time data integration solution that enables continuous query processing and streaming analytics. Striim integrates data from a wide variety of sources, including transaction\/change data, events, log files, application and IoT sensor, and real-time correlation across multiple streams. The platform features pre-built data pipelines, out-of-the-box wizards for configuration and coding, and a drag-and-drop dashboard builder.<\/p>\n<p><iframe loading=\"lazy\" title=\"Network Traffic Monitoring and Anomaly Detection with Striim\" width=\"500\" height=\"375\" src=\"https:\/\/www.youtube.com\/embed\/75buYopsLPs?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.talend.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Talend<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.talend.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-4063\" src=\"https:\/\/solutionsreview.com\/data-integration\/files\/2021\/03\/talend-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Talend Open Studio<\/p>\n<p><strong>Related products:<\/strong> Talend Data Fabric, Talend Data Management Platform, Talend Big Data Platform, Talend Data Services Platform, Talend Integration Cloud, Talend Stitch Data Loader<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Talend offers an expansive portfolio of data integration and data management tools. The company\u2019s flagship tool, Open Studio for Data Integration, is available via a free open-source license. Talend Integration Cloud is offered in three separate editions (SaaS, hybrid, elastic), and provides broad connectivity, built-in data quality, and native code generation to support big data technologies. Big data components and connectors include Hadoop, NoSQL, MapReduce, Spark, machine leaning and IoT.<\/p>\n<p><iframe loading=\"lazy\" title=\"Introduction to Talend Studio - Data Integration\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/iXFAajRCAbw?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<div class=\"box box3\">Learn more and compare products with the Solutions Review <strong><span style=\"text-decoration: underline;\"><a href=\"https:\/\/solutionsreview.com\/data-integration\/data-integration-buyers-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\"><em>Buyer&#8217;s Guide for Data Integration Tools<\/em><\/a><\/span><\/strong>.<\/div>\n<div class=\"hr hr\"><\/div>\n<h3><strong>The Best Big Data Management Software and Platforms<\/strong><\/h3>\n<h3><a href=\"https:\/\/www.1010data.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>1010data<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.1010data.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3655\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2022\/01\/1000-150.jpg\" alt=\"1010Data\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> 1010data provides integrated capabilities for database management and data analytics. The company\u2019s flagship product, 1010edge, also features data modeling and visualization, reporting, and application development. 1010 brings disparate data together to provide a granular view, and the solution scales to any size. In addition, the tool\u2019s columnar data storage capabilities present data in an orderly fashion.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/aws.amazon.com\/redshift\/\" target=\"_blank\" rel=\"noopener\"><strong>Amazon Web Services<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/aws.amazon.com\/redshift\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-14\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Amazon_Redshift_150.jpg\" alt=\"\" width=\"100\" height=\"50\" srcset=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Amazon_Redshift_150.jpg 150w, https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Amazon_Redshift_150-128x64.jpg 128w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Amazon Web Services (AWS) offers Amazon Redshift, a fully managed, petabyte-scale data warehouse that analyzes data using an organization\u2019s existing analytic software. Redshift\u2019s data warehouse architecture allows users to automate common administrative tasks associated with provisioning, configuring, and monitoring cloud data warehousing. Backups to Amazon S3 are continuous, incremental and automatic. Redshift also includes Redshift Spectrum, allowing users to directly run SQL queries against large volumes of unstructured data without transforming.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.ataccama.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Ataccama<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.ataccama.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2909\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2021\/04\/ataccama-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:<\/strong> Ataccama ONE<\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Ataccama ONE is a comprehensive master data management product that offers an intriguing list of capabilities for many use cases. The solution offers a machine learning-centric user interface, as well as a data processing engine that is responsible for data transformations, evaluating business rules, and matching and merging rules. The platform supports any data, domain, and a variety of integrations.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.cloudera.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Cloudera<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.cloudera.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2908\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2021\/04\/cloudera-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Cloudera provides a data storage and processing platform based on the Apache Hadoop ecosystem, as well as a proprietary system and data management tools for design, deployment, operations, and production management. Cloudera acquired Hortonworks in October 2018. It followed that up with a buy of San Mateo-based big data analytics provider Arcadia Data last September. Cloudera\u2019s new integrated data management product (Cloudera Data Platform) enables analytics across hybrid and multi-cloud.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.collibra.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Collibra<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.collibra.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2256\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2020\/04\/collibra-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p><strong>Platform:\u00a0<\/strong>Collibra Platform<\/p>\n<p><strong>Related products:<\/strong> Collibra Catalog, Collibra Privacy &amp; Risk<\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Collibra&#8217;s Data Dictionary documents an organization\u2019s technical metadata and how it is used. It describes the structure of a piece of data, its relationship to other data, and its origin, format, and use. The solution serves as a searchable repository for users who need to understand how and where data is stored and how it can be used. Users can also document roles and responsibilities and utilize workflows to define and map data. Collibra is unique because the product was built with business end-users in mind.<\/p>\n<p><iframe loading=\"lazy\" title=\"Collibra Data Governance\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/i8W8mgy_FRI?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-vendor-map-a-guide-to-the-best-data-management-tools\/\" target=\"_blank\" rel=\"noopener\">Vendor Comparison Map for Data Management Software<\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.commvault.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Commvault<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.commvault.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1019\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2017\/12\/Commvault_150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Commvault is well-known in the backup and disaster recovery marketplace, performing as one of the top solution providers. The company also offers a cloud data management product that allows organizations to manage data via on-prem and cloud deployments. Users can fully manage data across files, applications, databases, hypervisors, and clouds (including Amazon Web Services, Microsoft Azure, Google Cloud, and Oracle Cloud). The tool also includes Commvault\u2019s popular backup and disaster recovery, as well as e-discovery, capabilities.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.druva.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Druva<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.druva.com\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2195\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2020\/03\/druva-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Druva Phoenix offers data availability and governance functionality for virtual machines and physical servers. Its cloud-centric approach is unique and combines high-performance, scalable backup, disaster recovery, archival, and analytics. The product can be deployed quickly at sites located around the world while also aligning with regional data storage regulations. Phoenix can also be managed from a central location to provide full control over server backups and data composition.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/cloud.google.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Google<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/cloud.google.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1020\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2017\/12\/Google_150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Google offers a fully-managed enterprise data warehouse for analytics via its BigQuery product. The solution is serverless and enables organizations to analyze any data by creating a logical data warehouse over managed, columnar storage, and data from object storage and spreadsheets. BigQuery captures data in real-time using a streaming ingestion feature, and it\u2019s built atop the Google Cloud Platform. The product also provides users the ability to share insights via datasets, queries, spreadsheets, and reports.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.hpe.com\/us\/en\/home.html\" target=\"_blank\" rel=\"noopener\"><strong>Hewlett Packard Enterprise (HPE)<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.hpe.com\/us\/en\/home.html\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-19\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/HPE_150.jpg\" alt=\"\" width=\"100\" height=\"50\" srcset=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/HPE_150.jpg 150w, https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/HPE_150-128x64.jpg 128w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Hewlett Packard Enterprise (HPE) is the enterprise software arm of the computer hardware giant HP. The vendor offers a cloud-based database management solution on Amazon Web Services, Microsoft Azure, or via an individually licensed model. Vertica provides an MPP SQL analytical database with linear scaling native high availability that allows organizations to query data in near real-time.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.hitachivantara.com\/en-us\/home.html\" target=\"_blank\" rel=\"noopener\"><strong>Hitachi Vantara<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.hitachivantara.com\/en-us\/home.html\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-2102\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2020\/01\/Hitachi_100.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Hitachi Vantara is a wholly-owned subsidiary of Hitachi, Ltd., and offers an expansive portfolio of products for integrating, managing, and analyzing data. Hitachi\u2019s portfolio of data management solutions are best suited for modern environments and can help organizations to quickly improve their key performance metrics, including business continuity, backup windows, operational recovery and disaster recovery. The tool also provides data protection and recovery for complex enterprise architectures.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.ibm.com\/us-en?ar=1\" target=\"_blank\" rel=\"noopener\"><strong>IBM<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.ibm.com\/us-en?ar=1\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-20\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/IBM_150.png\" alt=\"\" width=\"100\" height=\"50\" srcset=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/IBM_150.png 150w, https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/IBM_150-128x64.png 128w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>IBM has data management products for virtually every enterprise use case. Its products can be deployed in any environment, and partnerships with some of the other top names in the marketplace make it an even more intriguing option for organizations with large workloads and expansive data jobs. IBM also offers its Informix database that can integrate SQL, NoSQL\/JSON, time series, and spatial data.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.informatica.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Informatica<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.informatica.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2103\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2020\/01\/informatica-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Informatica&#8217;s big data management platform allows organizations to access, integrate, clean, master, govern, and secure big data. The tool features purpose-built connectors to hundreds of data sources, real-time streaming, and mass ingestion. Informatica\u2019s visual developer interface also ensures that the best open-source platforms can be adopted without sacrificing usability. Public cloud support for Big Data Management is available on AWS and Microsoft Azure.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.marklogic.com\/\" target=\"_blank\" rel=\"noopener\"><strong>MarkLogic<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.marklogic.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-25\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/MarkLogic_150.jpg\" alt=\"MarkLogic\" width=\"100\" height=\"50\" srcset=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/MarkLogic_150.jpg 150w, https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/MarkLogic_150-128x64.jpg 128w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>MarkLogic offers an operational and transactional enterprise NoSQL database that is designed to integrate, store, manage, and search for data. Organizations can ingest structured and unstructured data with a flexible data model that adapts to changing data. It also natively stores JSON, XML, text, and geospatial data. MarkLogic\u2019s Universal Index enables users to search across all data, and APIs enable application development and deployment. The database has ACID transactions, scalability and elasticity, and certified security as well.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.microsoft.com\/en-us\/?ql=3\" target=\"_blank\" rel=\"noopener\"><strong>Microsoft<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.microsoft.com\/en-us\/?ql=3\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-27\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Microsoft_150.jpg\" alt=\"\" width=\"100\" height=\"50\" srcset=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Microsoft_150.jpg 150w, https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Microsoft_150-128x64.jpg 128w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Microsoft offers an array of data management products, including those for analytics, data governance, and even data virtualization. Its SQL Server solution provides data warehousing for both on-prem and cloud deployments, as well as an in-memory database. Microsoft allows organizations to access, store, and analyze any kind of data and even offers fully-managed Hadoop and Spark. The company is one of the major players in the overall big data marketplace, with top-ranked tools in business intelligence and data integration.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.oracle.com\/index.html\" target=\"_blank\" rel=\"noopener\"><strong>Oracle<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.oracle.com\/index.html\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-28\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Oracle_150.png\" alt=\"\" width=\"100\" height=\"50\" srcset=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Oracle_150.png 150w, https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Oracle_150-128x64.png 128w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Oracle\u2019s suite of data management capabilities allows users to manage both traditional and new data sets on its cloud platform. The company also offers an autonomous data warehouse cloud with more than 2,000 SaaS applications. The platform runs the gamut of big data functionality, with support for data integration and analytics as well. Its other data management offerings include Oracle Big Data Cloud, Oracle Big Data Cloud Service, Oracle Big Data SQL Cloud Service, and Oracle NoSQL Database.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.precisely.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Precisely<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.precisely.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3750\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2021\/12\/precisly-150.jpg\" alt=\"Precisely\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong><span class=\"TextRun SCXW263955995 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SpellingErrorV2 SCXW263955995 BCX0\">Precisely\u2019s<\/span><span class=\"NormalTextRun SCXW263955995 BCX0\">\u00a0solution portfolio is broken into five distinct categories based on the use case. Integrate is its data integration line that features Precisely Connect,\u00a0<\/span><span class=\"NormalTextRun SpellingErrorV2 SCXW263955995 BCX0\">Ironstream<\/span><span class=\"NormalTextRun SCXW263955995 BCX0\">, Assure, and Syncsort. The Verify unit of data quality tools includes Precisely Spectrum Quality, Spectrum Context, and Trillium. The Location Intelligence Suite (<\/span><\/span><span class=\"TextRun SCXW263955995 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW263955995 BCX0\">Locate<\/span><\/span><span class=\"TextRun SCXW263955995 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW263955995 BCX0\">) touts Precisely Spectrum Spatial, Spectrum Geocoding, and MapInfo, while Enrich features Precisely Streets, Boundaries, Points\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2 SCXW263955995 BCX0\">Of<\/span><span class=\"NormalTextRun SCXW263955995 BCX0\">\u00a0Interest, Addresses, and Demographics. There\u2019s also Precisely Engage on the company\u2019s Engage unit.\u00a0<\/span><\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Data Integrity Suite Demo: Data Integration\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/VIFY1p-a0xU?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.riversand.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Riversand<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.riversand.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2247\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2020\/04\/riversand-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>Riversand is a master data management (MDM) and product information management solution provider. The company\u2019s MDM offering features a multi-domain core designed to provide a complete view of enterprise data. In addition, Riversand includes high-scale computing, a set of streamlined collaboration tools, and data governance functionality. Reporting via the vendor\u2019s data visualization product is included with each license and offers users the ability to run advanced analysis via charts, tables, and dashboards.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.sap.com\/index.html\" target=\"_blank\" rel=\"noopener\"><strong>SAP<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.sap.com\/index.html\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-32\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/SAP_150.jpg\" alt=\"SAP\" width=\"100\" height=\"50\" srcset=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/SAP_150.jpg 150w, https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/SAP_150-128x64.jpg 128w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>SAP offers its data management capabilities on a single platform. SAP HANA allows users to collect and combine all types of data in real-time, as well as enhance data governance, monitoring, and orchestration. Users can also create a unified view of data with smart data integration that enables advanced applications and data management. The platform is flexible and can be deployed on-prem, in the cloud, or via hybrid deployments. HANA is an in-memory tool with fast data processing and advanced analytics with OLAP and OLTP processing.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.sas.com\/en_us\/home.html\" target=\"_blank\" rel=\"noopener\"><strong>SAS<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.sas.com\/en_us\/home.html\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-33\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/SAS_150.jpg\" alt=\"\" width=\"100\" height=\"50\" srcset=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/SAS_150.jpg 150w, https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/SAS_150-128x64.jpg 128w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description: <\/strong>SAS is the largest independent vendor in the data management marketplace. The company\u2019s main product is built atop a data quality platform that allows users to improve, integrate, and govern enterprise data. SAS Data Management can ingest data from legacy systems and Hadoop, and create rules once and reuse them. In addition, users can update data, tweak processes, and analyze results themselves. A built-in business glossary as well as third-party metadata management and lineage visualization capabilities allow for collaboration.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.singlestore.com\/\" target=\"_blank\" rel=\"noopener\"><strong>SingleStore<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.singlestore.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3660\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2022\/01\/singlestore-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> <span class=\"TextRun SCXW207291120 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SpellingErrorV2 SCXW207291120 BCX0\">SingleStore<\/span><span class=\"NormalTextRun SCXW207291120 BCX0\">\u00a0can ingest and transform millions of events per day while also analyzing billions of rows of data using standard SQL. It can be deployed on-prem, in the cloud via Amazon Web Services or Microsoft Azure, or as a service including drop-in compatibility with existing middleware, integration, and BI software. The tool offers excellent real-time data streaming capabilities, and now provides more efficient query isolation for large volumes of data and many users.<\/span><\/span><span class=\"EOP SCXW207291120 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:200,&quot;335559740&quot;:257}\">\u00a0<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"SingleStore Architecture Overview\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/2B8ayWaCcQg?feature=oembed&#038;enablejsapi=1&#038;origin=https:\/\/solutionsreview.com\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.snowflake.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Snowflake<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.snowflake.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-34\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Snowflake_150.jpg\" alt=\"Snowflake\" width=\"100\" height=\"50\" srcset=\"https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Snowflake_150.jpg 150w, https:\/\/solutionsreview.com\/data-management\/files\/2016\/04\/Snowflake_150-128x64.jpg 128w\" sizes=\"(max-width: 100px) 100vw, 100px\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Snowflake offers a cloud data warehouse built atop Amazon Web Services. The solution loads and optimizes data from virtually any source, both structured and unstructured, including JSON, Avro, and XML. Snowflake features broad support for standard SQL, and users can do updates, deletes, analytical functions, transactions, and complex joins as a result. The tool requires zero management and no infrastructure. The columnar database engine uses advanced optimizations to crunch data, process reports, and run analytics.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.stibosystems.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Stibo Systems<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.stibosystems.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2778\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2021\/02\/stibosystems-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> The Stibo Trailblazer Enterprise Platform (STEP) features data quality capabilities designed to handle data profiling, data matching, and enrichment with external reference data. It also includes a user-friendly interface for implementing business rules, checks, and controls. The graphical interface verifies uncertain de-duplication and matching with external sources.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.talend.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Talend<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.talend.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2867\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2021\/03\/talend-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Talend offers an expansive portfolio of data integration and data management tools. The company\u2019s flagship data management product, Talend Data Management Platform, features graphical tools and wizards, and more than 900 pre-built components and connectors to natively connect databases, flat files, and cloud-based applications. An included data mapper and parsing capabilities allow users to map complex EBCDIC files, XML, JSON, and EDI documents.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.teradata.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Teradata<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.teradata.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-1550\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2018\/10\/teradata-150.jpg\" alt=\"Teradata\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> Teradata offers a broad spectrum of data management solutions that include database management, cloud data warehousing, and data warehouse appliances. The company\u2019s product portfolio is available on its own managed cloud and on Amazon Web Services and Microsoft Azure. Teradata provides organizations the ability to run diverse queries, in-database analytics, and complex workload management.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.tibco.com\/\" target=\"_blank\" rel=\"noopener\"><strong>TIBCO<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.tibco.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2242\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2020\/04\/TIBCO-Small.jpg\" alt=\"TIBCO Software\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> <span class=\"TextRun SCXW14939650 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW14939650 BCX0\">TIBCO touts an impressive portfolio of data management products under its product line called TIBCO Unify. The Unify suite is made up of TIBCO DQ (for data quality), TIBCO EBX (for master data management), and TIBCO Data Virtualization. TIBCO\u2019s data management capabilities are infused with AI and machine learning to automate manual processes. The company has developed its line of big data products through both in-house development and acquisitions. TIBCO is also a leading provider in the BI and data analytics space.<\/span><\/span><span class=\"EOP SCXW14939650 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559739&quot;:200,&quot;335559740&quot;:257}\">\u00a0<\/span><\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<h3><a href=\"https:\/\/www.zaloni.com\/\" target=\"_blank\" rel=\"noopener\"><strong>Zaloni<\/strong><\/a><\/h3>\n<p><a href=\"https:\/\/www.zaloni.com\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2491\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2020\/09\/zaloni-150.jpg\" alt=\"\" width=\"100\" height=\"50\" \/><\/a><\/p>\n<p style=\"text-align: justify;\"><strong>Description:<\/strong> The Zaloni Data Management Platform operationalizes data along the entire pipeline, from data source to consumer. ZDP automates repeatable data management tasks and processes and provides central management of all enterprise data sources whether on-prem, cloud, multi-cloud, or hybrid. Zaloni is compatible with all major Hadoop distributions, most data processing engines, and applicable deployment models.<\/p>\n<p style=\"text-align: justify;\"><div class=\"box box3\">Learn more and compare products with the Solutions Review <span style=\"text-decoration: underline;\"><strong><a href=\"https:\/\/solutionsreview.com\/data-management\/data-management-data-warehouse-buyers-guide\/\" target=\"_blank\" rel=\"noopener\"><em>Buyer&#8217;s Guide for Data Management Platforms<\/em><\/a><\/strong><\/span>.<\/div><\/p>\n<div class=\"hr hr\"><\/div>\n<div class=\"widget\"><div class=\"aside-card\">\t\t\t<div class=\"textwidget\"><p><a class=\"speedbump\" href=\"https:\/\/solutionsreview.com\/data-management\/data-management-vendor-map-a-guide-to-the-best-data-management-tools\/\" target=\"_blank\" rel=\"noopener\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-1682\" src=\"https:\/\/solutionsreview.com\/data-management\/files\/2019\/01\/data-management-vendor-map-sb-cta.jpg\" alt=\"Download Link to Data Management Vendor Map\" width=\"800\" height=\"225\" \/><\/a><\/p>\n<\/div>\n\t\t<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Solutions Review&#8217;s listing of the best big data tools and software is an annual mashup of products that best represent current market conditions, according to the crowd. Our editors selected the best big data tools and software based on each solution&#8217;s Authority Score; a meta-analysis of real user sentiment through the web&#8217;s most trusted business [&hellip;]<\/p>\n","protected":false},"author":23,"featured_media":7352,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[3],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The 66 Best Big Data Tools and Software to Consider for 2026<\/title>\n<meta name=\"description\" content=\"This listing of the best big data tools and software is an annual mashup of products that best represent current market conditions.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The 66 Best Big Data Tools and Software to Consider for 2026\" \/>\n<meta property=\"og:description\" content=\"This listing of the best big data tools and software is an annual mashup of products that best represent current market conditions.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/\" \/>\n<meta property=\"og:site_name\" content=\"Data Management Software &amp; Infrastructure | Solutions Review\" \/>\n<meta property=\"article:published_time\" content=\"2025-12-01T18:57:23+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-12T17:15:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"400\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Tim King\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tim King\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"44 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/\",\"url\":\"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/\",\"name\":\"The 66 Best Big Data Tools and Software to Consider for 2026\",\"isPartOf\":{\"@id\":\"https:\/\/solutionsreview.com\/data-management\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1.jpg\",\"datePublished\":\"2025-12-01T18:57:23+00:00\",\"dateModified\":\"2026-02-12T17:15:26+00:00\",\"author\":{\"@id\":\"https:\/\/solutionsreview.com\/data-management\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c\"},\"description\":\"This listing of the best big data tools and software is an annual mashup of products that best represent current market conditions.\",\"breadcrumb\":{\"@id\":\"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/#primaryimage\",\"url\":\"https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1.jpg\",\"contentUrl\":\"https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1.jpg\",\"width\":800,\"height\":400},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/solutionsreview.com\/data-management\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"The 66 Best Big Data Tools and Software to Consider for 2026\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/solutionsreview.com\/data-management\/#website\",\"url\":\"https:\/\/solutionsreview.com\/data-management\/\",\"name\":\"Data Management Software &amp; Infrastructure | Solutions Review\",\"description\":\"Evaluating Enterprise Master Data Management, Data Governance &amp; Storage Tools.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/solutionsreview.com\/data-management\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/solutionsreview.com\/data-management\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c\",\"name\":\"Tim King\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/solutionsreview.com\/data-management\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/solutionsreview.com\/data-management\/files\/2023\/12\/tk.jpg\",\"contentUrl\":\"https:\/\/solutionsreview.com\/data-management\/files\/2023\/12\/tk.jpg\",\"caption\":\"Tim King\"},\"description\":\"Tim is Solutions Review's Executive Editor covering the human impact of AI on the future of work and learning. He is also the Media Strategist behind Insight Jam (1M+ on YouTube) events and programming. A 2017 and 2018 Most Influential Business Journalist and 2021 \\\"Who's Who\\\" in multiple categories, Tim is a recognized thought leader in enterprise tech and AI.\",\"url\":\"https:\/\/solutionsreview.com\/data-management\/author\/timking\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"The 66 Best Big Data Tools and Software to Consider for 2026","description":"This listing of the best big data tools and software is an annual mashup of products that best represent current market conditions.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/","og_locale":"en_US","og_type":"article","og_title":"The 66 Best Big Data Tools and Software to Consider for 2026","og_description":"This listing of the best big data tools and software is an annual mashup of products that best represent current market conditions.","og_url":"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/","og_site_name":"Data Management Software &amp; Infrastructure | Solutions Review","article_published_time":"2025-12-01T18:57:23+00:00","article_modified_time":"2026-02-12T17:15:26+00:00","og_image":[{"width":800,"height":400,"url":"https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1.jpg","type":"image\/jpeg"}],"author":"Tim King","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Tim King","Est. reading time":"44 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/","url":"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/","name":"The 66 Best Big Data Tools and Software to Consider for 2026","isPartOf":{"@id":"https:\/\/solutionsreview.com\/data-management\/#website"},"primaryImageOfPage":{"@id":"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/#primaryimage"},"image":{"@id":"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/#primaryimage"},"thumbnailUrl":"https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1.jpg","datePublished":"2025-12-01T18:57:23+00:00","dateModified":"2026-02-12T17:15:26+00:00","author":{"@id":"https:\/\/solutionsreview.com\/data-management\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c"},"description":"This listing of the best big data tools and software is an annual mashup of products that best represent current market conditions.","breadcrumb":{"@id":"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/#primaryimage","url":"https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1.jpg","contentUrl":"https:\/\/solutionsreview.com\/data-management\/files\/2025\/12\/Best-of-2026-6-1.jpg","width":800,"height":400},{"@type":"BreadcrumbList","@id":"https:\/\/solutionsreview.com\/data-management\/the-best-big-data-tools-and-software\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/solutionsreview.com\/data-management\/"},{"@type":"ListItem","position":2,"name":"The 66 Best Big Data Tools and Software to Consider for 2026"}]},{"@type":"WebSite","@id":"https:\/\/solutionsreview.com\/data-management\/#website","url":"https:\/\/solutionsreview.com\/data-management\/","name":"Data Management Software &amp; Infrastructure | Solutions Review","description":"Evaluating Enterprise Master Data Management, Data Governance &amp; Storage Tools.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/solutionsreview.com\/data-management\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/solutionsreview.com\/data-management\/#\/schema\/person\/154e152a275103e373e24ada7f2feb5c","name":"Tim King","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/solutionsreview.com\/data-management\/#\/schema\/person\/image\/","url":"https:\/\/solutionsreview.com\/data-management\/files\/2023\/12\/tk.jpg","contentUrl":"https:\/\/solutionsreview.com\/data-management\/files\/2023\/12\/tk.jpg","caption":"Tim King"},"description":"Tim is Solutions Review's Executive Editor covering the human impact of AI on the future of work and learning. He is also the Media Strategist behind Insight Jam (1M+ on YouTube) events and programming. A 2017 and 2018 Most Influential Business Journalist and 2021 \"Who's Who\" in multiple categories, Tim is a recognized thought leader in enterprise tech and AI.","url":"https:\/\/solutionsreview.com\/data-management\/author\/timking\/"}]}},"_links":{"self":[{"href":"https:\/\/solutionsreview.com\/data-management\/wp-json\/wp\/v2\/posts\/4262"}],"collection":[{"href":"https:\/\/solutionsreview.com\/data-management\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/solutionsreview.com\/data-management\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/solutionsreview.com\/data-management\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/solutionsreview.com\/data-management\/wp-json\/wp\/v2\/comments?post=4262"}],"version-history":[{"count":0,"href":"https:\/\/solutionsreview.com\/data-management\/wp-json\/wp\/v2\/posts\/4262\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/solutionsreview.com\/data-management\/wp-json\/wp\/v2\/media\/7352"}],"wp:attachment":[{"href":"https:\/\/solutionsreview.com\/data-management\/wp-json\/wp\/v2\/media?parent=4262"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/solutionsreview.com\/data-management\/wp-json\/wp\/v2\/categories?post=4262"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/solutionsreview.com\/data-management\/wp-json\/wp\/v2\/tags?post=4262"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}