Best Data Analysis Software
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Compare the Top Data Analysis Software as of January 2026
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What is Data Analysis Software?
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 currently available using the table below. This list is updated regularly.
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1
Teradata VantageCloud
Teradata
Teradata VantageCloud is a cloud-native platform designed for advanced data analysis at enterprise scale. It unifies structured and semi-structured data across multi-cloud and hybrid environments, enabling users to run complex SQL queries, perform statistical analysis, and deploy AI/ML models—all within a single, scalable system. VantageCloud supports open-source tools like Python, R, and Jupyter, and integrates with popular BI platforms for visualization. Its high-performance engine and open architecture make it ideal for organizations seeking deep insights, operational intelligence, and real-time decision-making from diverse data sources. -
2
Harmoni
Infotools
A powerful data analysis and visualization platform purpose-built for market research data. From data processing through to analysis, reporting, visualization, dashboards, distribution, and data alerts, Harmoni is for you. Spend less time processing data, and more time analyzing it. Harmoni uses automation to make your job easier. With Harmoni, it's easy to provide valuable, actionable insights to stakeholders. Market research budgets are shrinking, but expectations are ramping up. With Harmoni, you can slice and dice your data as the questions are asked, on the go. Bring your data sources together with Harmoni to form one usable set. Harmoni supports a wide range of data sources, including IBM SPSS®, SQL, Microsoft Excel, CSV, tab-delimited files, Dimensions, and more. Integrated with popular market research platforms, Harmoni supports data collection leaders such as Voxco, FocusVision Decipher, and Qualtrics. -
3
Omniscope Evo
Visokio
Visokio builds Omniscope Evo, complete and extensible BI software for data processing, analytics and reporting. A smart experience on any device. Start from any data in any shape, load, edit, blend, transform while visually exploring it, extract insights through ML algorithms, automate your data workflows, and publish interactive reports and dashboards to share your findings. Omniscope is not only an all-in-one BI tool with a responsive UX on all modern devices, but also a powerful and extensible platform: you can augment data workflows with Python / R scripts and enhance reports with any JS visualisation. Whether you’re a data manager, scientist or analyst, Omniscope is your complete solution: from data, through analytics to visualisation.Starting Price: $59/month/user -
4
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 -
5
Grow
Epicor Software
Grow is a no-code full-stack business intelligence (BI) platform that empowers everyone in your organization to make data-driven decisions. By combining ETL, data warehousing and visualization in one easy-to-use platform, any organization can connect and explore its data to surface insights. And our unlimited-user license model gives everyone access to the answers they need without waiting in line for an analyst. Now everyone can make great decisions in real-time to accelerate their growth. Plus: - Unlimited Users - 100+ Integrations - No SQL needed (but available to use) - Support from BI Consultants - Simple ETL - Dynamic Dashboards -
6
Zuar Portal
Zuar, Inc.
The first customer portal built to change as often as your customers' requirements do. Easily create, personalize, update, and maintain a data-driven customer experience with Zuar. Behind every “adoption” problem is a series of issues with UI/UX design, slow response times, limited functionality, manual processes, and a lean overworked team tasked with increasing retention KPIs and OKRs. We know it is essential to provide a consistent, omnichannel experience across various platforms and devices. Zuar is the cornerstone of a data-driven customer experience strategy, which aims to empower businesses by leveraging interconnected data to build trust and transparency. Zuar integrates with business intelligence leaders, like Tableau, Power BI, and ThoughtSpot, and cloud database providers, like Snowflake, Google Cloud, Redshift, and Databricks. -
7
JMP Statistical Software
JMP Statistical Discovery
JMP, data analysis software for Mac and Windows, combines the strength of interactive visualization with powerful statistics. Importing and processing data is easy. The drag-and-drop interface, dynamically linked graphs, libraries of advanced analytic functionality, scripting language and ways of sharing findings with others, allows users to dig deeply into their data, with greater ease and speed. Originally developed in the 1980’s to capture the new value in GUI for personal computers, JMP remains dedicated to adding cutting-edge statistical methods and special analysis techniques from a variety of industries to the software’s functionality with each release. The organization's founder, John Sall, still serves as Chief Architect.Starting Price: $1320/year/user -
8
FS.net
Symbrium
A robust reporting and analytics software suite that displays custom reports of your factory’s SPC quality and OEE/production data to get “the big picture” of your enterprise at any time, from anywhere. Connect your whole enterprise and run custom reports from one machine, one plant or the whole company! View any aspect of your plant, past or present, using a variety of filters. Manage workstations, control processes, configure machines, calibrate sensors and more from your computer or phone anywhere in the world. Set routing and quality events at each step of your process to be sure a part or unit is ready before it moves to the next stage. Send custom alerts from any plant or machine right to your cell phone or inbox for viewing wherever you are. Get a live view of quality and performance insights to make sure you’re on track for success. Error and mistake proofing, view the entire history and progress of a single part in your operation. -
9
DataClarity Unlimited Analytics
DataClarity
DataClarity Unlimited Analytics is the only free modern embeddable data and analytics platform in the world that provides a self-service, powerful, secure and seamless end-to-end experience. Highlights: SIMPLIFIED DATA INTEGRATION – Easily connect, join, curate, cache and catalog diverse data through drag and drop, custom SQL builder & AI-powered data profiling. | INTERACTIVE DASHBOARDS – craft compelling reports using 80 stunning visualizations, geospatial maps and flexibility to bring your own charts. | REAL-TIME ANALYSIS – Perform advanced analysis & data exploration using drill-down, drill-through, filters, built-in statistical & predictive models, or your own Python and R code. | SEAMLESS APPLICATION INTEGRATION – Achieve smooth integration with versatile APIs, tailor-made configurations & flexible embedding features. | SECURITY & GOVERNANCE – Ensure adherence to your security guidelines, governance standards, multitenancy, row-level data protection, and Single Sign-On (SSO).Starting Price: FREE -
10
Userpilot
Userpilot
Userpilot is an all-in-one platform for Product & UX teams. It combines Product Analytics, In-app Engagement and In-app Surveys to help you increase product adoption through powerful in-app experiences, actionable product analytics and user feedback. Userpilot allows Product, UX, marketing and Customer Success teams to build user onboarding flows, launch product announcements, improve your UX & product adoption, provide self-serve support, and collect feedback in-app , all code-free. It also provides powerful Product Analytics tools (funnels, trends, paths, cohorts) so you can make informed, data-driven product decisions. With its Custom Dashboards, you can build bespoke analytics dashboards by dragging and droping your favorite reports or using a ready-made template. We also provide event autocapture and session replay. Integrations: Mixpanel, Amplitude, Heap, Intercom, Segment, Webhooks, HubSpot, Salesforce.Starting Price: $249 per month -
11
ATLAS.ti
ATLAS.ti Scientific Software Development GmbH
Import from any source and manage all of your data and files in one software package. Then, start discovering valuable insights using intelligent automation to make more informed decisions – in hours, not days. Generate deep insights automatically, leveraging the latest AI and machine learning algorithms for faster results. Simply use codes to tag qualitative insights, and embrace auto coding plus team collaboration for lightning-speed outcomes. With ATLAS.ti, you can share your insights through clear visualizations that turn dull numbers into eye-opening results – presenting your conclusions with confidence.Starting Price: $10/£8/€9 per month -
12
Oracle Analytics Cloud
Oracle
Oracle Analytics is a complete platform for every analytics user role. AI and ML are embedded throughout the platform to accelerate productivity and power better business decisions. Choose either Oracle Analytics Cloud, our cloud native service, or our on-premises solution, Oracle Analytics Server, both of which help you avoid compromising security and governance. Oracle Analytic addresses all needs of business users from data to decision. Oracle Analytics can help you solve your business problems with built in data preparation and enrichment, no-code machine learning and industry leading data visualization.Starting Price: $16 User Per Month - Oracle An -
13
FastCube VCL
Fast Reports
It is not just a new generation of “Decision Cube” and much more than Pivot Grid control, it is a powerful high-speed standalone OLAP-cube engine! Integrate FastCube OLAP-library to your application, prepare data (or several data sets) that will be necessary for your end-users, and bring Business Intelligence directly into your application! Give freedom of report creation to your end-users – support them in getting reasonable decisions! FastCube VCL is a set of components for implementation in-memory data cube, OLAP operations, can be used for creating pivot table reports. It supports Delphi 7-XE8, C++Builder 2005-XE8, Embarcadero RAD Studio 10 - 11 and Lazarus. Your customers will no longer need Excel-tables for multi-dimensional data analysis and cross-tab reporting! FastCube components can be built into the interface of host applications. FastCube end users do not require high programming skills to build reports. FastCube is a set of OLAP Desktop components for Delphi.Starting Price: $199.00/developer -
14
FastCube .NET
Fast Reports
FastCube enables you to analyze data and to build summary tables (data slices) as well as create a variety of reports and graphs both easily and instantly. It's a handy tool for the efficient analysis of data arrays. FastCube is a set of OLAP Desktop components. It supports .NET Framework 4, ASP .NET Core, Mono Framework. - FastCube components can be built into the interface of host applications. - FastCube end users do not require high programming skills to build reports. - Instant downloading and handling of data arrays. - Ready-made templates can be built for summary tables. It is possible to prohibit users from modifying the schema. - All FastCube's settings may be accessed both programmatically and by the end user. - FastCube's data can be saved in a compact format for data exchange and data storage. - Data and settings can be saved into desirable format, compatible with FastCube VCL. - Export to Excel, Word, HTML.Starting Price: $199.00/developer -
15
FastCube FMX
Fast Reports
FastCube enables you to analyze data and to build summary tables (data slices) as well as create a variety of reports and graphs both easily and instantly. It's a handy tool for the efficient analysis of data arrays. FastCube FMX is a set of OLAP Desktop components. It supports Embarcadero Delphi XE4-XE7, C++Builder XE4-XE7, RAD Studio XE4, Embarcadero RAD Studio 10.3 Rio and higher. You can integrate it to applications for MS Windows and Apple Mac OS X. This components can be built into the interface of host applications. FastCube FMX end users do not require high programming skills to build reports. FastCube FMX is a set of OLAP Desktop components for Delphi/C++Builder/Lazarus. Connection to data-bases can be not only through the standard ADO or BDE components but also through any component based on TDataSet. Instant downloading and handling of data arrays. Ready-made templates can be built for summary tables.Starting Price: $249.00/developer -
16
VirtlX
VirtlX
VirtlX is an AI-enabled B2B, SaaS platform that spots hidden profit leaks before they hit your bottom line. Stop Leaking Profit Through People and Process Gaps AI-driven cycle analyses multiple data sources & identifies issues Perceive customer signals → Reflect on employee feedback → Enrich with instant training - No L&D Team Required! All in one platform VirtlX is a fully customizable solution for multi-industry business performance, designed to assist businesses of all sizes. VirtlX delivers a strong ROI with quantifiable deliverables & insights to assist in decision-making towards a people-centric, successful business. Simple approach to customer and employee sentiment as well as in-house training. Cost-effective, scalable subscription model with flexible commitment terms. Understanding customer engagement, feedback, experience and loyalty patterns are key fundamentals necessary for a company’s marketing efforts to be successful.Starting Price: $9.00 per month -
17
SnapStrat
SnapStrat
SnapStrat delivers a customized end-to-end software solution for recurring strategic decisions that enables executives to make more informed trade-offs and then connects the decision to its execution incorporating data ingestion and transformation, scenario modeling, workflow and more. Sephora and Frontier Communications are among our customers. Typically, our customers want to digitally transform a decision process and associated workflow that is currently manual and/or sub-optimized. The current strategic decision-making process is inefficient, costly in terms of both time and money, and doesn't deliver the sense of certainty decision makers want. This results in diminished business value, wasted time, and organizational backlash. -
18
Snowfly
Snowfly Performance Inc.
Our unique game-driven incentive, gamification, wellness, and engagement approach utilized in conjunction with our innovative software application, motivating rewards, and fully featured incentive services will enable your organization to create, implement, and manage an effective and engaging recognition, reward, and analytics program. Using features like badges, challenges, leaderboards, raffles, and a bunch of automation, you can create YOUR program. Snowfly provides industry module templates that allow you to take our decades of experience and make them your own. Then, add on our consulting and business services and have a program that not only engages your employees, automates your incentives, and provides Gamification but ALSO moves the needle and improves your bottom line. Don't settle on "checking the Gamification" box, use a program that will make a difference that your employees will use for YEARS. Come have some fun with Snowfly!Starting Price: $5.00/month/user -
19
Indigo DRS Data Reporting Systems
Indigo Scape DRS Data Reporting Systems
Indigo Scape DRS is an advanced Data Reporting and Document Generation System for Rapid Report Development (RRD) using HTML, XML, XSLT, XQuery and Python to generate highly compatible and content rich business reports and documents with HTML. Representing the ultimate in reporting software our advanced technology and reusable reporting system is a powerhouse in data reporting. Indigo DRS is totally unique in its ability to query in XQuery, Python and SQL and use data from multiple different sources and types simultaneously making it the only choice for demanding business, financial, scientific and engineering reporting. With advanced reporting features, unmatched functionality and effortless integration of this powerful software technology into your business you can be assured of having the best reporting capabilities!Starting Price: $500 per month / user -
20
EZlytix
EZlytix LLC
EZlytix is a cloud-based Analytics in a box product. Our solution is designed for Mid-Market Manufacturing, Distribution, Retail organizations and small-mid size law firms. EZlytix integrates the data from various sources; ERPs (Infor, NetSuite, Syspro, Odoo and MS Dynamics), Salesforce, Magento, Law Practice Management Software (Clio Manage & Grow), Google Analytics, Facebook etc. and provide the business insights in the form pre-built dashboards and reports. Companies can use insights to understand customers, increase revenue, improve margins and gain efficiencies. Our battle-tested insight panels spring to life with information about your business. Simplified process for real time data transformation between various source(s), EZlytix allows you to spend more time analyzing and less time consolidating and preparing data. Now, maintain and enhance data without depending on IT.Starting Price: $149 per user per month -
21
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 -
22
Displayr
Displayr
Displayr is the all-in-one analysis and reporting software purpose-built for survey data. The only tool you'll ever need to uncover and share data stories. Displayr’s one app for everything, fully connecting your survey data, analysis, visualizations, and reports for seamless automation and better, faster insights. When you replace all your complicated analysis and reporting tools with Displayr, amazing things happen. Do everything in a fraction of the time, from data cleaning to analysis to dashboards & presentations. Displayr automatically does your grunt work for you plus it’s faster & easier to do the advanced analysis yourself as well. Share auto-updating interactive reports that are fully connected to the underlying analysis and source data. Doing all your analysis and reporting in one tool leaves you infinitely less room for error. But if a mistake’s spotted, trace it, fix it & auto-update everything.Starting Price: $2,699 per year -
23
Semantria
Lexalytics
Semantria is a natural language processing (NLP) API from Lexalytics, leaders in enterprise sentiment analysis and text analytics since 2004. Semantria offers multi-layered sentiment analysis, categorization, entity recognition, theme analysis, intention detection and summarization in an easy-to-integrate RESTful API package. Semantria is totally customizable through graphical configuration tools, supports 24 languages, and can be deployed across private, public and hybrid clouds. Semantria scales effortlessly from single servers to entire data centers and back again to meet your on-demand processing needs. Integrate Semantria to add powerful, flexible text analytics and natural language processing capabilities to your cloud-based data analytics products or enterprise business intelligence infrastructure. Or add Lexalytics storage and visualization tools to create a complete business intelligence platform for storing, managing, analyzing and visualizing text documents. -
24
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. -
25
data studio for amazon
Mixshift
data studio backs up & reports amazon advertising data and performance. With our software you can easily connect to your seller and vendor central accounts, analyze the advertising performance of a merchant, and/or directly connect your data to your own BI software for reporting. use our simple sign-on process to easily connect to all your Amazon accounts. enter and manage the credentials of your Amazon seller and vendor central accounts to import all of your data to be maintained and stored for as long as you want. Account manager was built to facilitate agencies getting data for all their managed brands through one simple connection and software interface. Our platform will guide you through the process of adding brands and their credentials so you can quickly get your data and start reporting. See all your amazon data, for all of your advertising campaigns, for all brands .Starting Price: $300 per month -
26
Google Cloud Dataproc
Google
Dataproc makes open source data and analytics processing fast, easy, and more secure in the cloud. Build custom OSS clusters on custom machines faster. Whether you need extra memory for Presto or GPUs for Apache Spark machine learning, Dataproc can help accelerate your data and analytics processing by spinning up a purpose-built cluster in 90 seconds. Easy and affordable cluster management. With autoscaling, idle cluster deletion, per-second pricing, and more, Dataproc can help reduce the total cost of ownership of OSS so you can focus your time and resources elsewhere. Security built in by default. Encryption by default helps ensure no piece of data is unprotected. With JobsAPI and Component Gateway, you can define permissions for Cloud IAM clusters, without having to set up networking or gateway nodes. -
27
Databricks Data Intelligence Platform
Databricks
The Databricks Data Intelligence Platform allows your entire organization to use data and AI. It’s built on a lakehouse to provide an open, unified foundation for all data and governance, and is powered by a Data Intelligence Engine that understands the uniqueness of your data. The winners in every industry will be data and AI companies. From ETL to data warehousing to generative AI, Databricks helps you simplify and accelerate your data and AI goals. Databricks combines generative AI with the unification benefits of a lakehouse to power a Data Intelligence Engine that understands the unique semantics of your data. This allows the Databricks Platform to automatically optimize performance and manage infrastructure in ways unique to your business. The Data Intelligence Engine understands your organization’s language, so search and discovery of new data is as easy as asking a question like you would to a coworker. -
28
800response
800response
800response provides a comprehensive lead generation, lead tracking, and customer interactions analytics solution to manage top-of-the-funnel lead generating practices, providing focused tracking and targeted lead nurturing of with customer profile data and interaction analytics. Ranging from small and mid-sized businesses to large, multi-location dealer networks and franchise systems, and contact centers, we help businesses across all industries boost and optimize new customer acquisitions and interactions, measure and track campaign performance, and monitor the customer experience. Together, 800response and CallFinder deliver automated transcripts and sentiment analysis on 100% of your customer interactions, allowing you to quickly search calls for specific words and phrases and gather customer sentiment insights to improve CX and retain your best customers, all within one seamless solution. Learn more about CallFinder Speech Analytics from 800response. -
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Synomia
Synomia
Thanks to AI, transform your semantic data into insights to objectify your strategic decisions and guide your actions. A pioneer in Artificial Intelligence and owner of semantic data processing technologies, Synomia transforms large amounts of unstructured data into insights to enable brands to better objectify their strategies and activation systems. Identify tomorrow's trends based on the massive analysis of strong and weak signals in your market. Find the most impactful angles of attack for your digital strategies. We master all semantic AI technologies, which we activate according to the needs of our customers: supervised or unsupervised machine learning and rule-based systems. Semantic AI makes it possible to analyze a large number of sources and makes it possible to set up methodologies oriented towards discovery and novelty, it is the key to strategies truly aligned with the expectations of its targets. -
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Arundo Enterprise
Arundo
Arundo Enterprise is a modular, flexible software suite to create data products for people. We connect live data to machine learning and other analytical models, and model outputs to business decisions. Arundo Edge Agent enables industrial connectivity and analytics in rugged, remote, or disconnected environments. Arundo Composer allows data scientists to quickly and easily deploy desktop-based analytical models into the Arundo Fabric cloud environment with a single command. Composer also enables companies to create and manage live data streams and integrate such streams with deployed data models. Arundo Fabric is the cloud-based hub for deployed machine learning models, data streams, edge agent management, and quick navigation to extended applications. Arundo offers a portfolio of high ROI SaaS products. Each of these solutions comes with a core out-of-the-box functional capability that leverages the core strengths of Arundo Enterprise.
