Best Data Analysis Software for Hadoop
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Compare the Top Data Analysis Software that integrates with Hadoop as of December 2025
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This a list of Data Analysis software that integrates with Hadoop. Use the filters on the left to add additional filters for products that have integrations with Hadoop. View the products that work with Hadoop in the table below.
What is Data Analysis Software for Hadoop?
Data analysis software is software used to collect, process, and interpret large datasets to identify patterns, trends, and insights. It allows users to visualize data through interactive charts, graphs, and dashboards, making complex information more accessible. These tools often incorporate statistical, predictive, and machine learning features to support informed decision-making. Data analysis software is utilized across various industries, including finance, healthcare, marketing, and research, to enhance strategic planning and operational efficiency. By transforming raw data into actionable insights, it empowers organizations to make data-driven decisions. Compare and read user reviews of the best Data Analysis software for Hadoop currently available using the table below. This list is updated regularly.
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Composable DataOps Platform
Composable Analytics
Composable is an enterprise-grade DataOps platform built for business users that want to architect data intelligence solutions and deliver operational data-driven products leveraging disparate data sources, live feeds, and event data regardless of the format or structure of the data. With a modern, intuitive dataflow visual designer, built-in services to facilitate data engineering, and a composable architecture that enables abstraction and integration of any software or analytical approach, Composable is the leading integrated development environment to discover, manage, transform and analyze enterprise data.Starting Price: $8/hr - pay-as-you-go -
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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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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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Style Intelligence
InetSoft
Style Intelligence by InetSoft is a complete business intelligence (BI) software platform that empowers companies to explore, analyze, monitor, report, and collaborate on critical business and operational data from disparate sources in real time. Its top features include a real-time data mashup Data Block architecture, professional atomic data block modeling tool, and database write-back option. Robust and easy to use, Style Intelligence is also fully scalable and offers granular security, multi-tenancy support, and multiple integrations. InetSoft's cloud flexible business intelligence solution delivers the benefit of cloud computing and software-as-a-service while giving you the maximum level of control. In terms of software-as-a-service, BI software is unique because it inherently depends on the data not being embedded in the application. InetSoft provides free expert fast-start mentoring that delivers the expertise even when no in-house dedicated BI expert is available.Starting Price: $165/month -
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Toucan
Toucan
Toucan is a customer-facing analytics platform that empowers organizations to drive engagement with the best end-user experience. From data connections to the distribution of insights anywhere they're needed, Toucan makes it easy. As a result, Toucan analytics are used 3x more than the industry average. Users can connect to any data, cloud-based or other, streaming or stored, with hundreds of connectors. Preparation of data is equally simple with data readiness features that lets business people perform tasks that would ordinarily require an expert. Visualization takes the form of “data storytelling” where every chart is accompanied by context, collaboration, and annotation so that users understand the “why” and not just the “what” of their data. Finally, deployment and management are made easy with one-touch deployment from staging to production, easy embedding, and publishing to any device. -
6
Alteryx
Alteryx
Step into a new era of analytics with the Alteryx AI Platform. Empower your organization with automated data preparation, AI-powered analytics, and approachable machine learning — all with embedded governance and security. Welcome to the future of data-driven decisions for every user, every team, every step of the way. Empower your teams with an easy, intuitive user experience allowing everyone to create analytic solutions that improve productivity, efficiency, and the bottom line. Build an analytics culture with an end-to-end cloud analytics platform and transform data into insights with self-service data prep, machine learning, and AI-generated insights. Reduce risk and ensure your data is fully protected with the latest security standards and certifications. Connect to your data and applications with open API standards. -
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AdvancedMiner
Algolytics Technologies
Algolytics provides software solutions and consulting services in the area of predictive analytics, risk management, data quality, social network analysis and advanced analysis of large data sets. Try one tool for data processing, analysis and modeling! The user-friendly workflow interface helps you explore all your data & more. Extracting and saving data from/to different database systems, files, and data transformations. Performing a wide range of operations on data, such as sampling, joining datasets, and dividing. AdvancedMiner offers limitless functionalities for advanced users that can be easily created and/or extended within the application. Support for SQL language (including analytical functions). -
8
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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Promethium
Promethium
Promethium helps data and analytics teams work smarter so they can stay ahead of growing data volumes and business needs. Simply connecting to a data warehouse or data lake to get access to raw data is not enough. Datasets require a lot of hard work from data teams! Data Teams aren't growing as fast as data volumes or business demand for data. Promethium helps overloaded data teams work smarter so they can deliver faster. Rely less on ETL, with access data on demand where it lives. Moving less data saves time and money. With Promethium one person can do in minutes what typically takes a team months using 6 or more tools. With a few clicks and without writing code, connect and catalog data sources and create and query cross-source datasets. Less custom code and ETL. Validate data is correct in real-time, not after months of work and ETL. Instantly share work so that it is reused, instead of recreated. -
10
Qlik Sense
Qlik
Empower people at all skill levels to make data-driven decisions and take action when it matters most. Deeper interactivity. Broader context. Lightning fast. No one else compares. Qlik’s one-of-a-kind Associative technology brings unmatched power to the core of our industry-leading analytics experience. Empower all your users to explore freely at the speed of thought with hyperfast calculations, always in context, at scale. Yeah, it’s a big deal. And it’s why Qlik Sense takes you way beyond the limits of query-based analytics and dashboards our competitors offer. Insight Advisor in Qlik Sense uses AI to help your users understand and use data more effectively, minimizing cognitive bias, amplifying discovery, and elevating data literacy. Organizations need a dynamic relationship with information that reflects the current moment. Traditional, passive BI falls short. -
11
Apache Spark
Apache Software Foundation
Apache Spark™ is a unified analytics engine for large-scale data processing. Apache Spark achieves high performance for both batch and streaming data, using a state-of-the-art DAG scheduler, a query optimizer, and a physical execution engine. Spark offers over 80 high-level operators that make it easy to build parallel apps. And you can use it interactively from the Scala, Python, R, and SQL shells. Spark powers a stack of libraries including SQL and DataFrames, MLlib for machine learning, GraphX, and Spark Streaming. You can combine these libraries seamlessly in the same application. Spark runs on Hadoop, Apache Mesos, Kubernetes, standalone, or in the cloud. It can access diverse data sources. You can run Spark using its standalone cluster mode, on EC2, on Hadoop YARN, on Mesos, or on Kubernetes. Access data in HDFS, Alluxio, Apache Cassandra, Apache HBase, Apache Hive, and hundreds of other data sources. -
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Cloudera Data Platform
Cloudera
Unlock the potential of private and public clouds with the only hybrid data platform for modern data architectures with data anywhere. Cloudera is a hybrid data platform designed for unmatched freedom to choose—any cloud, any analytics, any data. Cloudera delivers faster and easier data management and data analytics for data anywhere, with optimal performance, scalability, and security. With Cloudera you get all the advantages of private cloud and public cloud for faster time to value and increased IT control. Cloudera provides the freedom to securely move data, applications, and users bi-directionally between the data center and multiple data clouds, regardless of where your data lives. -
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Invenis
Invenis
Invenis is a data analysis and mining platform. Clean, aggregate and analyze your data in a simple way and scale up to improve your decision making. Data harmonization, preparation and cleansing, data enrichment, and aggregation. Prediction, segmentation, recommendation. Invenis connects to all your data sources, MySQL, Oracle, Postgres SQL, HDFS (Hadoop), and allows you to analyze all your files, CSV, JSON, etc. Make predictions on all your data, without code and without the need for a team of experts. The best algorithms are automatically chosen according to your data and use cases. Repetitive tasks and your recurring analyses are automated. Save time to exploit the full potential of your data! You can work as a team, with the other analysts in your team, but also with all teams. This makes decision-making more efficient and information is disseminated to all levels of the company. -
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DigDash
DigDash
Every day, your business generates countless data. Used correctly, this data is invaluable. Aggregated together, this strategic information opens up an ocean of opportunities. Expert in business intelligence, DigDash accompanies you through a reliable solution to simply exploit your data and increase your performance today. From design to deployment, from questions of use to development needs, DigDash is by your side for the long term, in a close relationship. In a desire for continuous improvement, flexibility is at the heart of our DNA. Our software stands out for its ease of use at all levels. The solution is recognized as one of the most powerful on the market. Whatever your operational vision, our tool adapts to your business specificities. Thanks to enlightened real-time visibility on all your activities, from marketing to finance, from sales to HR, your managers are able to make rational decisions at the right time.
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