# Best Big Data Software - 2026 Reviews & Pricing > Find the best Big Data Tools for your organization. Compare top Big Data Tools with customer reviews, pricing, and free demos. Source: https://www.softwareadvice.com/bi/big-data-comparison --- [Home](https://www.softwareadvice.com/) / Big Data Software Software Advice offers objective insights based on verified user reviews and independent product and market research. When our advisors match you to a software provider, we may earn a referral fee. # Best Big Data Software of 2026 Updated June 24, 2026 On this page 1. FrontRunners 2. Popular Comparisons 3. Buyers Guide 4. Related Software Filter products 194 results ### Compare Products Showing 1 - 25 of 194 products #### Company Size - Self-Employed - 2-10 - 11-50 - 51-200 - 201-500 - 501-1000 - 1000+ #### Pricing Options - $$$$$ - $$$$$ - $$$$$ - $$$$$ - $$$$$ ### Compare Products Sort by **Recommendations**: Sorts listings by the number of recommendations our advisors have made over the past 30 days. Our advisors assess buyers’ needs for free and only recommend products that meet buyers’ needs. Vendors pay Software Advice for these referrals. **Reviews**: Sorts listings by the number of user reviews we have published, greatest to least. **Average Rating**: Sorts listings by overall star rating based on user reviews, highest to lowest. **Alphabetically (A-Z)**: Sorts listings by product name from A to Z. [SAS Viya](https://www.softwareadvice.com/data-catalog/sas-viya-profile/) SAS Viya is a cloud-native platform designed for data analytics, machine learning and data management. It supports organizations...[Read more about SAS Viya](https://www.softwareadvice.com/data-catalog/sas-viya-profile/) **4.4** ([12 reviews](https://www.softwareadvice.com/data-catalog/sas-viya-profile/#reviews)) **2** recommendations Free trial Free version Integrations Integrations Red Hat Enterprise Linux Oracle Linux +33 more +32 more +31 more SAS Viya's Best Rated Features 5.0Workflow Management See All SAS Viya's Worst Rated Features 2.0Real-Time Analytics See All [Alteryx Designer](https://www.softwareadvice.com/bi/alteryx-profile/) Alteryx Designer is a desktop-based self-service data profiling, preparation, blending, and analytics product used to create vis...[Read more about Alteryx Designer](https://www.softwareadvice.com/bi/alteryx-profile/) **4.8** ([102 reviews](https://www.softwareadvice.com/bi/alteryx-profile/reviews/)) Free trial Free version Integrations Integrations Tableau UiPath +3 more +2 more +1 more Alteryx Designer's Best Rated Features 5.0Query Builder See All Alteryx Designer's Worst Rated Features 3.0Visual Analytics See All [Hevo](https://www.softwareadvice.com/bi/hevo-profile/) Hevo is a no-code, bi-directional data pipeline platform specially built for modern ETL, ELT, and Reverse ETL Needs. It helps da...[Read more about Hevo](https://www.softwareadvice.com/bi/hevo-profile/) **4.7** ([110 reviews](https://www.softwareadvice.com/bi/hevo-profile/reviews/)) Free trial Free version Integrations Integrations MySQL PostgreSQL +6 more +5 more +4 more Hevo 's Best Rated Features 5.0Customer Database See All Hevo 's Worst Rated Features Non-Relational Transformations See All [Google Cloud](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/) Google Cloud is a suite of cloud computing services that allows businesses to build, deploy, and scale applications. The platfor...[Read more about Google Cloud](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/) **4.7** ([2292 reviews](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/reviews/)) Free trial Free version Integrations Integrations PagerDuty OpsGenie +30 more +29 more +28 more Google Cloud's Best Rated Features 5.0Pre-built Templates See All Google Cloud's Worst Rated Features 2.0In-Database Processing See All [Phocas](https://www.softwareadvice.com/bi/phocas-profile/) Phocas is a SaaS platform designed to help mid-market businesses in manufacturing, wholesale distribution, and retail make data-...[Read more about Phocas](https://www.softwareadvice.com/bi/phocas-profile/) **4.7** ([134 reviews](https://www.softwareadvice.com/bi/phocas-profile/reviews/)) Free trial Free version Integrations Integrations HubSpot Marketing Hub Dynamics 365 +42 more +41 more +40 more Phocas's Best Rated Features 5.0Key Performance Indicators See All Phocas's Worst Rated Features API See All [Peakboard](https://www.softwareadvice.com/bi/peakboard-profile/) With its low-code platform for creating industrial applications, Peakboard GmbH supports production and logistics companies in m...[Read more about Peakboard](https://www.softwareadvice.com/bi/peakboard-profile/) **4.7** ([28 reviews](https://www.softwareadvice.com/bi/peakboard-profile/reviews/)) Free trial Free version Integrations Integrations Microsoft Excel Microsoft SQL Server +78 more +77 more +76 more Peakboard's Best Rated Features 5.0Real-Time Monitoring See All Peakboard's Worst Rated Features Multiple Data Sources See All [Decile](https://www.softwareadvice.com/bi/decile-profile/) Decile harnesses the power of customer data to deliver business intelligence and customer insights proven to drive profitability...[Read more about Decile](https://www.softwareadvice.com/bi/decile-profile/) **4.8** ([9 reviews](https://www.softwareadvice.com/bi/decile-profile/reviews/)) Free trial Free version Integrations Integrations Snapchat for Business Facebook Business Suite +7 more +6 more +5 more Decile's Best Rated Features 4.88Dashboard See All Decile's Worst Rated Features 4.57Self Service Data Preparation See All [Mozart Data](https://www.softwareadvice.com/bi/mozart-data-profile/) Backed by award-winning data analyst support, Mozart Data is the fastest way to set up scalable, reliable data infrastructure th...[Read more about Mozart Data](https://www.softwareadvice.com/bi/mozart-data-profile/) **5.0** ([3 reviews](https://www.softwareadvice.com/bi/mozart-data-profile/#reviews)) Free trial Free version Integrations Integrations Google Analytics 360 HubSpot Content Hub +13 more +12 more +11 more Mozart Data's Best Rated Features 5.0Query Builder See All Mozart Data's Worst Rated Features Data Mapping See All [Zuar Runner](https://www.softwareadvice.com/bi/mitto-profile/) Utilizing the data that's spread across your organization shouldn't be so difficult! With Zuar Runner you can automate the flow ...[Read more about Zuar Runner](https://www.softwareadvice.com/bi/mitto-profile/) **4.7** ([7 reviews](https://www.softwareadvice.com/bi/mitto-profile/#reviews)) Free trial Free version Integrations Integrations Shopify ServiceNow +51 more +50 more +49 more Zuar Runner's Best Rated Features 5.0Data Connectors See All Zuar Runner's Worst Rated Features 4.0Customer Database See All [MarkLogic](https://www.softwareadvice.com/master-data-management/marklogic-profile/) MarkLogic is an on-premise and cloud-based solution that helps businesses store enterprise data in NonSQL databases to streamlin...[Read more about MarkLogic](https://www.softwareadvice.com/master-data-management/marklogic-profile/) **5.0** ([2 reviews](https://www.softwareadvice.com/master-data-management/marklogic-profile/#reviews)) Free trial Free version [Collibra](https://www.softwareadvice.com/data-privacy/collibra-profile/) Collibra unites organizations by delivering trusted data for every use, for every user, and across every source. Our Data Intell...[Read more about Collibra](https://www.softwareadvice.com/data-privacy/collibra-profile/) **4.6** ([9 reviews](https://www.softwareadvice.com/data-privacy/collibra-profile/#reviews)) Free trial Free version Collibra's Best Rated Features 5.0Data Governance See All Collibra's Worst Rated Features 3.0Policy Management See All [Microsoft Power BI](https://www.softwareadvice.com/bi/microsoft-power-bi-profile/) Microsoft Power BI is a comprehensive data visualization tool that forms part of the Power Platform suite of products. Power BI ...[Read more about Microsoft Power BI](https://www.softwareadvice.com/bi/microsoft-power-bi-profile/) **4.6** ([1885 reviews](https://www.softwareadvice.com/bi/microsoft-power-bi-profile/reviews/)) Free trial Free version Integrations Integrations Microsoft Excel Salesforce Sales Cloud +10 more +9 more +8 more Microsoft Power BI's Best Rated Features 5.0Charting See All Microsoft Power BI's Worst Rated Features 4.04Integration into Third Party Applications See All [AtScale](https://www.softwareadvice.com/bi/atscale-profile/) AtScale is a data warehouse virtualization solution that creates a live connection between people and data without moving it, re...[Read more about AtScale](https://www.softwareadvice.com/bi/atscale-profile/) **5.0** ([1 reviews](https://www.softwareadvice.com/bi/atscale-profile/#reviews)) Free trial Free version [Conversionomics](https://www.softwareadvice.com/bi/conversionomics-profile/) Conversionomics is an efficient data aggregation tool that offers a simple user interface that makes it easy to quickly build da...[Read more about Conversionomics](https://www.softwareadvice.com/bi/conversionomics-profile/) **5.0** ([1 reviews](https://www.softwareadvice.com/bi/conversionomics-profile/#reviews)) Free trial Free version Integrations Integrations Snapchat for Business Google Ads +3 more +2 more +1 more Conversionomics's Best Rated Features 5.0OLAP See All Conversionomics's Worst Rated Features 3.0Forecasting See All [Incorta](https://www.softwareadvice.com/bi/incorta-profile/) Incorta provides a unified data and analytics platform that’s built for business agility. Its unique technology unlocks the full...[Read more about Incorta](https://www.softwareadvice.com/bi/incorta-profile/) **5.0** ([1 reviews](https://www.softwareadvice.com/bi/incorta-profile/#reviews)) Free trial Free version Integrations Integrations Box Zuora +13 more +12 more +11 more Incorta's Best Rated Features 5.0Self Service Data Preparation See All Incorta's Worst Rated Features 4.0Dashboard See All [OpenText Analytics Cloud](https://www.softwareadvice.com/bi/opentext-magellan-profile/) OpenText Magellan is a predictive analytics platform powered by artificial intelligence (AI) and machine learning. The platform ...[Read more about OpenText Analytics Cloud](https://www.softwareadvice.com/bi/opentext-magellan-profile/) **5.0** ([1 reviews](https://www.softwareadvice.com/bi/opentext-magellan-profile/#reviews)) Free trial Free version [Chaossearch](https://www.softwareadvice.com/bi/chaossearch-profile/) CHAOSSEARCH is a fully-managed Software-as-a-Service (SaaS) platform that helps organizations build log analytics on Amazon Simp...[Read more about Chaossearch](https://www.softwareadvice.com/bi/chaossearch-profile/) **4.7** ([3 reviews](https://www.softwareadvice.com/bi/chaossearch-profile/#reviews)) Free trial Free version Integrations Integrations Slack Cloudflare +8 more +7 more +6 more [Integrate.io](https://www.softwareadvice.com/bi/xplenty-profile/) Unify Your Data Stack: Experience the first no-code data pipeline platform and power enlightened decision making. Integrate.io...[Read more about Integrate.io](https://www.softwareadvice.com/bi/xplenty-profile/) **4.6** ([17 reviews](https://www.softwareadvice.com/bi/xplenty-profile/reviews/)) Free trial Free version Integrations Integrations Asana Google Analytics 360 +26 more +25 more +24 more Integrate.io's Best Rated Features 5.0Data Management See All Integrate.io's Worst Rated Features 5.0Multiple Data Sources See All [AnswerDock](https://www.softwareadvice.com/bi/answerdock-profile/) Answerdock is a cloud-based business intelligence solution for organizations of all sizes across industries such as retail, heal...[Read more about AnswerDock](https://www.softwareadvice.com/bi/answerdock-profile/) **4.5** ([2 reviews](https://www.softwareadvice.com/bi/answerdock-profile/#reviews)) Free trial Free version Integrations Integrations Microsoft Excel Mailchimp +11 more +10 more +9 more [Atlan](https://www.softwareadvice.com/data-collection/atlan-profile/) The Atlan Collect platform helps businesses collect and track high-quality customer experience data. Also available on an easy t...[Read more about Atlan](https://www.softwareadvice.com/data-collection/atlan-profile/) **4.5** ([2 reviews](https://www.softwareadvice.com/data-collection/atlan-profile/#reviews)) Free trial Free version [Tableau](https://www.softwareadvice.com/bi/tableau-profile/) Tableau is an integrated business intelligence (BI) and analytics solution that helps to analyze key business data and generate ...[Read more about Tableau](https://www.softwareadvice.com/bi/tableau-profile/) **4.6** ([2353 reviews](https://www.softwareadvice.com/bi/tableau-profile/reviews/)) Free trial Free version Integrations Integrations Jedox Panoply +20 more +19 more +18 more Tableau's Best Rated Features 5.0Multivariate Analysis See All Tableau's Worst Rated Features Sensitive Data Identification See All [Etleap](https://www.softwareadvice.com/bi/et-leap-profile/) Etleap is a cloud-based AWS database management tool that allows users to analyze data from disparate sources. Users can ad...[Read more about Etleap](https://www.softwareadvice.com/bi/et-leap-profile/) **4.0** ([1 reviews](https://www.softwareadvice.com/bi/et-leap-profile/#reviews)) Free trial Free version Integrations Integrations Zendesk Suite Marketo Engage +10 more +9 more +8 more [Lucidworks Fusion](https://www.softwareadvice.com/bi/lucidworks-fusion-profile/) Lucidworks Fusion is a cloud-based solution designed to help IT teams manage data discovery through natural language processing ...[Read more about Lucidworks Fusion](https://www.softwareadvice.com/bi/lucidworks-fusion-profile/) **4.0** ([1 reviews](https://www.softwareadvice.com/bi/lucidworks-fusion-profile/#reviews)) Free trial Free version [Luz Analytics](https://www.softwareadvice.com/bi/luz-analytics-profile/) Luz is the first E-commerce Competitor Insights platform of its kind, Luz is the secret weapon every e-commerce business needs t...[Read more about Luz Analytics](https://www.softwareadvice.com/bi/luz-analytics-profile/) **4.0** ([1 reviews](https://www.softwareadvice.com/bi/luz-analytics-profile/#reviews)) Free trial Free version [Centralpoint](https://www.softwareadvice.com/crm/centralpoint-profile/) Centralpoint, by Oxcyon, featured in Gartner's Magic Quadrant for Digital Experience Platforms and by 451 Research, is a Microso...[Read more about Centralpoint](https://www.softwareadvice.com/crm/centralpoint-profile/) **4.6** ([9 reviews](https://www.softwareadvice.com/crm/centralpoint-profile/#reviews)) Free trial Free version Integrations Integrations Salesforce Sales Cloud Microsoft SharePoint +33 more +32 more +31 more Centralpoint's Best Rated Features 5.0Data Import/Export See All Centralpoint's Worst Rated Features 3.0Web Forms See All 1 [2](https://www.softwareadvice.com/bi/big-data-comparison/?page=2)[3](https://www.softwareadvice.com/bi/big-data-comparison/?page=3)[4](https://www.softwareadvice.com/bi/big-data-comparison/?page=4)[5](https://www.softwareadvice.com/bi/big-data-comparison/?page=5) ... [8](https://www.softwareadvice.com/bi/big-data-comparison/?page=8) ## Popular Comparisons [ Microsoft Power BI vs Tableau ](https://www.softwareadvice.com/bi/microsoft-power-bi-profile/vs/tableau/)[ MongoDB vs Google Cloud ](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/vs/mongodb/)[ Minitab vs IBM SPSS Statistics ](https://www.softwareadvice.com/bi/ibm-spss-statistics-profile/vs/minitab/)[ Amazon EC2 vs vSphere ](https://www.softwareadvice.com/virtualization/amazon-ec2-profile/vs/vmware-vsphere/)[ Splunk Enterprise vs Datadog ](https://www.softwareadvice.com/bi/datadog-profile/vs/splunk-enterprise/)[ Zoho Analytics vs Looker ](https://www.softwareadvice.com/bi/looker-profile/vs/zoho-analytics/) ## Your Guide to Top Big Data Software, November 2020 Software Advice uses reviews from real software users to highlight the top-rated Big Data products in North America. [Learn how products are chosen](https://www.softwareadvice.com/legal-page/frontrunners-methodology/) #### Explore FrontRunners - [Redis Enterprise](https://www.softwareadvice.com/devops/redis-enterprise-profile/) “Usability” includes user ratings for Functionality and Ease of Use. “Customer Satisfaction” includes user ratings for Customer Support, Likelihood to Recommend and Value for Money. Reviews analysis period: The reviews analysis period spans two years and ends the 15th of the month prior to publication. It's safe to say that “big data" is no longer just a buzzword. Today it's a [$200 billion](https://www.forbes.com/sites/gilpress/2017/01/20/6-predictions-for-the-203-billion-big-data-analytics-market/#f8b7eda20838) industry addressing one of the most significant challenges facing organizations: analyzing vast amounts of disparate data to find patterns or trends that can potentially improve their business. With the advent of social media and the internet, businesses from small startups to large enterprises are contending with more data than they know what to do with. Approximately [2.5](https://www.ibm.com/blogs/insights-on-business/consumer-products/2-5-quintillion-bytes-of-data-created-every-day-how-does-cpg-retail-manage-it/) of new data are created every single day, meaning the need for big data tools to do the heavy lifting on this analysis will only continue to grow. According to [Gartner](https://www.gartner.com/document/3446724), almost half of all businesses are investing in big data now, and a quarter plan to invest in big data soon. (Full content available to Gartner clients.) That's where we come in. In this Buyer's Guide, we'll explain everything you need to know about the big data landscape so you can choose the right tool that will best suit your needs and budget. Here's what we'll cover: [What Are Big Data Tools?](#WhatAreBigDataTools) [Common Big Data Tool Functionality](#CommonBigDataToolFunctionality) [What Type of Big Data Tool Buyer Are You?](#WhatTypeofBigDataToolBuyerAreYou) [Key Considerations When Purchasing Big Data Tools](#KeyConsiderationsWhenPurchasingBigDataTools) [Other Big Data Tool Resources](#OtherBigDataToolResources) ## What Are Big Data Tools? Gartner [defines](https://research.gartner.com/definition-whatis-big-data) big data as “high-volume, high-velocity and/or high-variety information assets that demand cost-effective, innovative forms of information processing." Big data tools include any [business intelligence (BI) tool](https://www.softwareadvice.com/bi/) that does this all-important processing. More specifically known as big data analytics tools, these software platforms are designed to parse through large, disparate datasets—be they product data, customer data, employee data etc.—to discover meaningful patterns that connect them and visualize the results in an easily interpretable way for stakeholders to make decisions. _Big data analytics in_ [Tableau](https://www.softwareadvice.com/bi/tableau-profile/) ## Common Big Data Tool Functionality Because big data is such a broad term, the functionality of big data tools can vary greatly. Some tools represent robust BI suites that can handle data collection, extraction, cleaning, visualization and more, while others are more stripped down, focusing solely on one aspect of big data analysis. In general though, here is some of the most common functionality you can expect to find in big data tools: [Data extraction](https://www.softwareadvice.com/data-extraction/) Pulls raw data from various integrated sources and reformats it all into a similar schema or format for easier analysis. [Data mining](https://www.softwareadvice.com/bi/data-mining-comparison/) Uses statistics and data modeling to analyze vast amounts of disparate data and identify trends or patterns that connect them. Learn more about data mining [here](https://lab.getapp.com/what-is-data-mining-small-business/). [Data visualization](https://www.softwareadvice.com/bi/data-visualization-comparison/) Visualizes trends in an easy-to-understand graphical form. These visualizations are usually customizable and interactive, allowing users to change various scales and data sources to analyze trends. [Predictive analytics](https://www.softwareadvice.com/bi/predictive-analytics-comparison/) Applies discovered trends from historical data sets to create models predicting what's likely to happen with that data moving forward. **Reporting** Allows users to create and distribute a preloaded set of customized reports or customize their own. ## What Type of Big Data Tool Buyer Are You? Big data tool buyers generally fall into two categories, each with vastly different needs and priorities: - **Leadership buyers.** These buyers represent your department managers, your vice presidents, even your CEO. Because they often lack in-depth tech knowledge, these buyers tend to prioritize the ease of use and fast deployment of [self-service BI tools](#selfserviceBItools) over in-depth functionality and customization found in more robust systems. Dashboards are key for these buyers, who want to see meaningful big data trends at a glance. - **IT buyers.** IT department buyers are more common, and have the technological know-how to dive into complex functions. Ease of use is still a concern, but these buyers prioritize smooth integration with their existing data warehouses and other business applications first and foremost. ## Key Considerations When Purchasing Big Data Tools Simply picking a tool based on good reviews and signing on the bottom line is a surefire way to end up with buyer's remorse. When evaluating different big data tools and talking to software vendors, here are a few things you should keep in mind: - **What is your goal with big data?** Ultimately, big data tools can't find meaningful patterns if you don't know where to look. That's why it's important for you to define a purpose for your big data tools before investing. According to Gartner, common reasons your company might invest in these tools [include](https://www.gartner.com/document/3446724) enhancing the customer experience, deploying more targeted marketing and increasing process efficiency. (Full content available to Gartner clients.) - **BoB or integrated suite?** Best-of-breed (BoB) or stand-alone big data tools are robust but require integration with other systems to become useful. In some cases, a [customer relationship management](https://www.softwareadvice.com/crm/) or [enterprise resource planning](https://www.softwareadvice.com/erp/) suite with built-in analytics may be a better option, especially if you're only looking to gain insights from the data in that one system. - **Do you have all the parts in place first?** Big data tools can't do it all. You need a secure, organized [data warehouse](https://www.softwareadvice.com/resources/data-warehouse-problems/) to store your vast amounts of data. You also need skilled staff who are able to manage your systems and interpret the data. Don't put the cart before the horse, so to speak, by buying a big data tool without the right systems and employees to support it. ## Other Big Data Tool Resources If you're ready to find the right big data tool for your needs, call us at **(844) 680-2046** for a no-obligation consultation. Our BI tool advisors will ask you a few questions about your business and your software needs and send you a shortlist of best fit products for free. If you're not ready to take the plunge yet though, that's OK. This is a complicated software market for beginners. Here are a few more resources where you can learn more about big data: - **"How Big Data and Healthcare Analytics Boost Value-Based Care."** If you're a hospital, this free e-book is for you. In it, we talk to experts to explain how big data can help you reduce costs, increase efficiency and make care more patient-centric. - **"A Beginner's Guide to Big Data Recruiting and Hiring."** Big data is taking over recruiting in a big way. In this article, we cover everything you need to know about big data recruiting and hiring. - **"**[ETL vs. ELT: How to Choose the Best Approach for Your Data Warehouse.](https://www.softwareadvice.com/resources/etl-vs-elt-for-your-data-warehouse/)**"** Just as big data looks to overwhelm current data storage capabilities, extract, load and transform (ELT) promises to keep things in check. Learn more about this new data integration approach in our [buyer's guide](https://www.softwareadvice.com/bi/data-integration-tools-comparison/#buyers-guide). ### Related Big Data Software - [Business Intelligence Software](https://www.softwareadvice.com/bi/) - [Dashboard Software](https://www.softwareadvice.com/bi/dashboard-comparison/) - [Data Visualization Software](https://www.softwareadvice.com/bi/data-visualization-comparison/)