Best Big Data Platforms
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Compare the Top Big Data Platforms as of February 2026
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What are Big Data Platforms?
Big data platforms are systems that provide the infrastructure and tools needed to store, manage, process, and analyze large volumes of structured and unstructured data. These platforms typically offer scalable storage solutions, high-performance computing capabilities, and advanced analytics tools to help organizations extract insights from massive datasets. Big data platforms often support technologies such as distributed computing, machine learning, and real-time data processing, allowing businesses to leverage their data for decision-making, predictive analytics, and process optimization. By using these platforms, organizations can handle complex datasets efficiently, uncover hidden patterns, and drive data-driven innovation. Compare and read user reviews of the best Big Data platforms currently available using the table below. This list is updated regularly.
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1
Teradata VantageCloud
Teradata
Teradata VantageCloud: Scalable Cloud Analytics and AI Platform VantageCloud is Teradata’s enterprise cloud platform built to manage the largest and most complex data ecosystems. It brings together data from across the organization, enabling advanced analytics, seamless AI deployment, and real-time insights — all within a single, scalable environment. With support for multi-cloud and hybrid deployments, VantageCloud allows businesses to manage data across AWS, Azure, Google Cloud, and on-premises systems with ease. Its open architecture ensures compatibility with modern tools and industry standards, reducing complexity and avoiding vendor lock-in. By delivering trusted AI, harmonized data, and high-performance analytics, VantageCloud equips organizations to uncover new opportunities, accelerate innovation, and make confident, data-driven decisions at scale. -
2
Google Cloud BigQuery
Google
BigQuery is designed to handle and analyze big data, making it an ideal tool for businesses working with massive datasets. Whether you are processing gigabytes or petabytes, BigQuery scales automatically and delivers high-performance queries, making it highly efficient. With BigQuery, organizations can analyze data at unprecedented speed, helping them stay ahead in fast-moving industries. New customers can leverage the $300 in free credits to explore BigQuery's big data capabilities, gaining practical experience in managing and analyzing large volumes of information. The platform’s serverless architecture ensures that users never have to worry about scaling issues, making big data management simpler than ever.Starting Price: Free ($300 in free credits) -
3
Domo
Domo
Domo puts data to work for everyone so they can multiply their impact on the business. Our cloud-native data experience platform goes beyond traditional business intelligence and analytics, making data visible and actionable with user-friendly dashboards and apps. Underpinned by a secure data foundation that connects with existing cloud and legacy systems, Domo helps companies optimize critical business processes at scale and in record time to spark the bold curiosity that powers exponential business results. -
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Looker
Google
Looker, Google Cloud’s business intelligence platform, enables you to chat with your data. Organizations turn to Looker for self-service and governed BI, to build custom applications with trusted metrics, or to bring Looker modeling to their existing environment. The result is improved data engineering efficiency and true business transformation. Looker is reinventing business intelligence for the modern company. Looker works the way the web does: browser-based, its unique modeling language lets any employee leverage the work of your best data analysts. Operating 100% in-database, Looker capitalizes on the newest, fastest analytic databases—to get real results, in real time. -
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QuerySurge
RTTS
QuerySurge leverages AI to automate the data validation and ETL testing of Big Data, Data Warehouses, Business Intelligence Reports and Enterprise Apps/ERPs with full DevOps functionality for continuous testing. Use Cases - Data Warehouse & ETL Testing - Hadoop & NoSQL Testing - DevOps for Data / Continuous Testing - Data Migration Testing - BI Report Testing - Enterprise App/ERP Testing QuerySurge Features - Projects: Multi-project support - AI: automatically create datas validation tests based on data mappings - Smart Query Wizards: Create tests visually, without writing SQL - Data Quality at Speed: Automate the launch, execution, comparison & see results quickly - Test across 200+ platforms: Data Warehouses, Hadoop & NoSQL lakes, databases, flat files, XML, JSON, BI Reports - DevOps for Data & Continuous Testing: RESTful API with 60+ calls & integration with all mainstream solutions - Data Analytics & Data Intelligence: Analytics dashboard & reports -
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IBM SPSS Statistics software is used by a variety of customers to solve industry-specific business issues to drive quality decision-making. Advanced statistical procedures and visualization can provide a robust, user friendly and an integrated platform to understand your data and solve complex business and research problems. • Addresses all facets of the analytical process from data preparation and management to analysis and reporting • Provides tailored functionality and customizable interfaces for different skill levels and functional responsibilities • Delivers graphs and presentation-ready reports to easily communicate results Organizations of all types have relied on proven IBM SPSS Statistics technology to increase revenue, outmaneuver competitors, conduct research, and data driven decision-making.Starting Price: $99/month
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7
Juicebox
Juice Analytics
Create Reports Your Customer Will Love Juicebox takes the pain out of producing data reports and presentations—and you’ll delight customers with beautiful, interactive web experiences. Design once, deliver to 5 or 500 customers. Personalized to each. Modern, interactive charts that tell a story – no coding required. Build with simple spreadsheets, or connect to your database. Imagine if PowerPoint and Tableau had a baby 👶 — and it was beautiful! 😍 Save Time. Build once, use often. Whether you need to present similar data across time, customers, or locations, no need to manually recreate the same report. Design Like a Pro. Our built-in templates, styling themes, and smart layouts will ensure your customers get a premium experience. Inspire Action. Data stories go beyond traditional dashboards and reports. Our connected data stories enable guided flow and interactive exploration.Starting Price: $15/editor/month -
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Gigasheet
Gigasheet
Gigasheet uses AI to turn healthcare price transparency data into actionable market intelligence. The platform processes Transparency in Coverage datasets at scale and benchmarks payer and provider rates to reveal outliers, savings opportunities, and competitive insights. Users can combine transparency data with their own claims, contract, or network information in a spreadsheet-style interface built for large datasets. Gigasheet’s AI agent generates reports, dashboards, and executive summaries that help teams compare pricing, evaluate networks, and make informed contracting decisions without complex setup or external tools. -
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Pentaho
Hitachi Vantara
With an integrated product suite providing data integration, analytics, cataloging, optimization and quality, Pentaho+ enables seamless data management, driving innovation and informed decision-making. Pentaho+ has helped customers achieve a 3x increase in improved data trust, a 7x increase in impactful business results and most importantly, a 70% increase in productivity. -
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Improvado
Improvado
Improvado is an AI-powered marketing intelligence platform that enables marketing and analytics teams to unlock the full potential of their data for impactful business decisions. Designed for medium to large enterprises and agencies, Improvado seamlessly integrates, simplifies, governs, and attributes complex data from various sources, delivering a unified view of marketing ROI and performance. With 500+ ready-made connectors extracting over 40,000 data fields from virtually every marketing platform you use, Improvado seamlessly: - Integrates all your marketing and sales data into a unified dashboard - Normalizes disparate data structures into consistent, usable formats - Generates instant reports that previously took days to compile manually - Delivers real-time cross-channel performance insights - Automatically updates your visualization tools like Tableau, Looker, or Power BI -
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DashboardFox
5000fish
Dashboards, codeless reporting, interactive data visualizations, data level security, mobile access, scheduled reports, embedding, sharing via link, and more. DashboardFox is a dashboard and data visualization solution designed for business users with a no-subscription pricing model. Pay once and you own the software for life. DashboardFox is self-hosted, install on your own server, behind your firewall. Looking for Cloud BI? We offer managed hosting services, but you still retain ownership of your DashboardFox licenses and data. DashboardFox allows your users to drill-down and interact with live data visualizations via dashboards and reports. Business users can create new visualization in a codeless report builder without needing a technical pedigree. An alternative to Tableau, Sisense, Looker, Domo, Qlik, Crystal Reports, and others.Starting Price: $495 one-time payment -
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Sentinel Visualizer
FMS, Inc
Empowering the demanding needs of intelligence analysts, law enforcement, investigators, researchers, and information workers, Sentinel Visualizer is the next generation data visualization and analysis solution for your big data. With cutting edge features and best-of-breed usability, Sentinel Visualizer provides you with insight into patterns and trends hidden in your data. Its database driven data visualization platform lets you quickly see multi-level links among entities and model different relationship types. Advanced drawing and redrawing features generate optimized views to highlight the most important entities. Social Network Analysis (SNA) metrics reveal the most interesting suspects in complex webs. With advanced filtering, squelching, weighted relationship types, shortest path analysis, timelines, and integrated geospatial features, Sentinel Visualizer helps you maximize the value of your data.Starting Price: $2,899 -
13
Rulex
Rulex
Rulex helps people and organizations harness their data and make smart decisions by delivering a Decision Intelligence system. While simplifying the entire data harmonization process, Rulex Platform offers a composable combination of advanced technologies to build enterprise-level solutions, including eXplainable AI (XAI), rule-based systems, mathematical optimization, and what-if scenario simulators. Thanks to its intuitive no-code interface, the platform is designed to meet the needs of both data experts and business users. Due to its high versatility, Rulex Platform has been widely adopted across various industries since 2007, including supply chain, financial services, life sciences, and manufacturing.Starting Price: €95/month -
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Zing Data
Zing Data
A flexible visual query builder lets you get answers in seconds. Analyze data from your phone or browser to work from anywhere. Natural language querying, powered by LLMs lets you ask questions using plain English. No desktop, SQL, or data scientist needed. Shared questions let you learn from team mates, and search for any questions asked across your organization. @mentions, push notifications, and shared chat bring the right people into the conversation and empower you to make data actionable. Easily copy and modify shared questions, export data, and change how charts are displayed to not just view somebody elses’s analysis, but instead make it your own. You can even turn on external sharing to provide access to partners outside your domain or for public datasets. Get the underlying data tables in two taps. Even run full on custom SQL with smart typeaheads to make quick work of joins, aggregations, and calculated fields.Starting Price: $0 -
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StarTree
StarTree
StarTree, powered by Apache Pinot™, is a fully managed real-time analytics platform built for customer-facing applications that demand instant insights on the freshest data. Unlike traditional data warehouses or OLTP databases—optimized for back-office reporting or transactions—StarTree is engineered for real-time OLAP at true scale, meaning: - Data Volume: query performance sustained at petabyte scale - Ingest Rates: millions of events per second, continuously indexed for freshness - Concurrency: thousands to millions of simultaneous users served with sub-second latency With StarTree, businesses deliver always-fresh insights at interactive speed, enabling applications that personalize, monitor, and act in real time.Starting Price: Free -
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Etlworks
Etlworks
Etlworks is a modern, cloud-first, any-to-any data integration platform that scales with the business. It can connect to business applications, databases, and structured, semi-structured, and unstructured data of any type, shape, and size. You can create, test, and schedule very complex data integration and automation scenarios and data integration APIs in no time, right in the browser, using an intuitive drag-and-drop interface, scripting languages, and SQL. Etlworks supports real-time change data capture (CDC) from all major databases, EDI transformations, and many other fundamental data integration tasks. Most importantly, it really works as advertised.Starting Price: $300 per month -
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Stata
StataCorp LLC
Stata delivers everything you need for reproducible data analysis—powerful statistics, visualization, data manipulation, and automated reporting—all in one intuitive platform. Stata is fast and accurate. It is easy to learn through the extensive graphical interface yet completely programmable. With Stata's menus and dialogs, you get the best of both worlds. You can easily point and click or drag and drop your way to all of Stata's statistical, graphical, and data management features. Use Stata's intuitive command syntax to quickly execute commands. Whether you enter commands directly or use the menus and dialogs, you can create a log of all actions and their results to ensure the reproducibility and integrity of your analysis. Stata also has complete command-line scripting and programming facilities, including a full matrix programming language. You have access to everything you need to script your analysis or even to create new Stata commands.Starting Price: $48.00/6-month/student -
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Qrvey
Qrvey
Qrvey pioneered multi-tenant self-service analytics for SaaS companies and now leads the evolution toward AI-driven, autonomous analytics. With over 20 years of experience, we provide industry-leading guidance and support, ensuring our clients achieve their analytics goals. Qrvey is the partner of choice for SaaS leaders bringing AI-driven insight to their customers. About Qrvey Platform Qrvey is the embedded analytics platform designed specifically for SaaS companies. Qrvey offers insight, agility and growth. Insight for your customers · True self-service with unlimited customization · AI-driven insights · No-code workflow automation Agility for your product team · End-to-end embedded analytics platform · Native multi-tenant security · Flexible multi-cloud deployments Growth for your business · Flat-rate pricing for scale · Unmatched monetization opportunities · Embedded services -
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tgndata
tgndata
With tgndata, you gain access to a comprehensive overview of your competitors' product prices and availability status, conveniently presented in your customized dashboard. tgndata is also known for its expertise in offering a diverse range of dynamic pricing rules and strategies to cater to your specific requirements. For Brands, tgndata offers a comprehensive summary of their resellers enabling them to assess their performance, particularly concerning MAP & MSRP.Starting Price: 299€/month -
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Tugger
Tugger
Tugger swiftly and securely copies your data out of your business system(s) and into data analytics tools Microsoft Power BI or Tableau for first-rate business reporting. Once your data is transferred, Tugger also gets you set up with key business reports for a complete end-to-end solution, no other ETL tool offers this complete package. Tugger makes your life easier by removing the need for any manual API integrations and reduces the risk of skewed data. No technical knowledge is required and all users get access to Tugger's popular support. Data Sources that Tugger integrates with include: HubSpot, Harvest, Microsoft Teams, JIRA, GitHub and more.Starting Price: £75 per month -
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Phocas Software
Phocas Software
Phocas offers a cloud-based BI and financial planning and analysis (FP&A) platform tailored for mid-market businesses who make, move and sell. Our intuitive platform makes data analysis and financial planning accessible and straightforward, empowering cross-functional teams to make confident, data-driven decisions. Seamlessly integrating with ERP systems like Epicor, Sage, and Infor, Phocas consolidates data into one centralized platform, unlocking ERP potential and improving workflows across the business. Phocas’ key features are: intuitive dashboards, ad hoc reporting, dynamic financial statements, flexible budgeting, accurate forecasting, and automated rebate management. With real-time insights and secure access, Phocas empowers cross-functional teams to explore data and make informed decisions confidently. Whether you're preparing month-end reports, analyzing trends, managing cash flow, or optimizing rebates, the Phocas platform provides the clarity you need to stay ahead. -
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Amazon QuickSight
Amazon
Amazon QuickSight allows everyone in your organization to understand your data by asking questions in natural language, exploring through interactive dashboards, or automatically looking for patterns and outliers powered by machine learning. QuickSight powers millions of dashboard views weekly for customers such as the NFL, Expedia, Volvo, Thomson Reuters, Best Western and Comcast, allowing their end-users to make better data-driven decisions. Ask conversational questions of your data and use Q’s ML-powered engine to receive relevant visualizations without the time-consuming data preparation from authors and admins. Discover hidden insights from your data, perform accurate forecasting and what-if analysis, or add easy-to-understand natural language narratives to dashboards by leveraging AWS' expertise in machine learning. Easily embed interactive visualizations and dashboards, sophisticated dashboard authoring, or natural language query capabilities in your applications. -
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Mozart Data
Mozart Data
Mozart Data is the all-in-one modern data platform that makes it easy to consolidate, organize, and analyze data. Start making data-driven decisions by setting up a modern data stack in an hour - no engineering required. -
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Conversionomics
Conversionomics
Set up all the automated connections you want, no per connection charges. Set up all the automated connections you want, no per-connection charges. Set up and scale your cloud data warehouse and processing operations – no tech expertise required. Improvise and ask the hard questions of your data – you’ve prepared it all with Conversionomics. It’s your data and you can do what you want with it – really. Conversionomics writes complex SQL for you to combine source data, lookups, and table relationships. Use preset Joins and common SQL or write your own SQL to customize your query and automate any action you could possibly want. Conversionomics is an efficient data aggregation tool that offers a simple user interface that makes it easy to quickly build data API sources. From those sources, you’ll be able to create impressive and interactive dashboards and reports using our templates or your favorite data visualization tools.Starting Price: $250 per month -
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IRI Voracity
IRI, The CoSort Company
Voracity is the only high-performance, all-in-one data management platform accelerating AND consolidating the key activities of data discovery, integration, migration, governance, and analytics. Voracity helps you control your data in every stage of the lifecycle, and extract maximum value from it. Only in Voracity can you: 1) CLASSIFY, profile and diagram enterprise data sources 2) Speed or LEAVE legacy sort and ETL tools 3) MIGRATE data to modernize and WRANGLE data to analyze 4) FIND PII everywhere and consistently MASK it for referential integrity 5) Score re-ID risk and ANONYMIZE quasi-identifiers 6) Create and manage DB subsets or intelligently synthesize TEST data 7) Package, protect and provision BIG data 8) Validate, scrub, enrich and unify data to improve its QUALITY 9) Manage metadata and MASTER data. Use Voracity to comply with data privacy laws, de-muck and govern the data lake, improve the reliability of your analytics, and create safe, smart test data -
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Scribble Data
Scribble Data
Scribble Data empowers organizations to enrich their raw data and easily transform it to enable reliable and fast decision-making for persistent business problems. Data-driven decision support for your business. A data-to-decision platform that helps you generate high-fidelity insights to automate decision-making. Solve your persistent business decision-making problems instantly with advanced analytics powered by machine learning. Rest easy and focus your energy on critical tasks, while Enrich does the heavy lifting to ensure the availability of reliable and trustworthy data for decision-making. Leverage customized data-driven workflows for easy consumption of data, and reduce your dependence on data science and machine learning engineering teams. Go from concept to operational data product in a few weeks, not months with feature engineering capabilities that can prepare high volume and high complexity data at scale. -
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kdb Insights
KX
kdb Insights is a cloud-native, high-performance analytics platform designed for real-time analysis of both streaming and historical data. It enables intelligent decision-making regardless of data volume or velocity, offering unmatched price and performance, and delivering analytics up to 100 times faster at 10% of the cost compared to other solutions. The platform supports interactive data visualization through real-time dashboards, facilitating instantaneous insights and decision-making. It also integrates machine learning models to predict, cluster, detect patterns, and score structured data, enhancing AI capabilities on time-series datasets. With supreme scalability, kdb Insights handles extensive real-time and historical data, proven at volumes of up to 110 terabytes per day. Its quick setup and simple data intake accelerate time-to-value, while native support for q, SQL, and Python, along with compatibility with other languages via RESTful APIs. -
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IBM Sterling Fulfillment Optimizer with Watson is a cognitive analytic engine that enhances existing order management systems. It provides a “big data brain” to order management and inventory visibility systems that are already in place with retailers who have eCommerce fulfillment capability. With Fulfillment Optimizer, retailers are better able to understand and act on changes in the market as they occur, to perfectly balance protecting margins, utilizing store capacity and meeting delivery expectations. These sourcing decisions can dramatically increase profits, especially during peak periods. Know the impact of omnichannel decisions across eCommerce, merchandising, logistics, store operations and supply chain. Intelligently balance omnichannel fulfillment costs against service to protect margins, utilize store capacity and meet customer delivery expectations. Easily execute optimized omnichannel fulfillment plans at the lowest cost-to-serve.
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OptimalPlus
NI
Use advanced, actionable analytics to maximize your manufacturing efficiency, accelerate new product ramp and at the same time, make your product more reliable than ever. Harness the industry’s leading big data analytics platform and over a decade of domain expertise to take your manufacturing efficiency, quality and reliability to the next level. Use advanced, actionable analytics to maximize your manufacturing efficiency, accelerate new product ramp and gain visibility into your supply chain. We are a lifecycle analytics company that helps automotive and semiconductor manufacturing organizations make the most of their data. Our unique open platform was designed for your industry to give you a deep understanding of all the attributes of your products, to accelerate innovation by providing a comprehensive end-to-end solution for advanced analytics, artificial intelligence and machine learning.
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