Best Data Analysis Software for Mac
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Compare the Top Data Analysis Software for Mac as of December 2025
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What is Data Analysis Software for Mac?
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 Mac currently available using the table below. This list is updated regularly.
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1
DbVisualizer
DbVisualizer
DbVisualizer is one of the world's most popular database editors. With almost 7 million downloads and Pro users in 150 countries worldwide, it won't disappoint you. Free and Pro versions are available. Developers, analysts, and DBAs use it to elevate their SQL experience with modern tools to visualize and manage their databases, schemas, objects, and table data, auto-generate, write, and optimize queries, and so much more. It connects to all popular databases, such as MySQL, PostgreSQL, SQL Server, Oracle, Cassandra, Snowflake, SQLite, BigQuery, and 30+ others, and runs on all popular OSes (Windows, macOS, and Linux). A powerful SQL editor with intelligent autocomplete, visual query builders, variables, and more. You can fully control window layouts, key bindings, UI theme, mark scripts, and database objects as favorites for quick access or even work outside of DbVisualizer. DbVisualizer is also built to meet rigorous security standards, all configurable within the product.Starting Price: Free -
2
Quaeris
Quaeris, Inc.
Align analytics to your everyday business workflows. Your business relies on people, data and documents, but the process of using them is broken. QuaerisAI enables seamless downstream workflows across your People, Documents and Data Assets. Use natural language search on data, documents and collaborate in private or within Communities - all in one platform! QuaerisAI offers time savings of at-least 30 minutes to an hour/day/resource - imagine the productivity enhancements you give your users without the expense of buying and consolidating a bunch of AI tools. Quaeris can be rolled out to team of 10s or 1000s of users seamlessly within a matter of days - without much need of IT, and that is why IT & data teams love us!Starting Price: $100 per month -
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
Q.Shop
QDataHub
Q.Shop, formerly known as Quince Shop Floor Data Collector, is a manufacturing software solution that is specifically designed for those in the repair and overhaul industry. Repair and overhaul manufacturing can be labour intensive and complex. Q.Shop is a unified data collection system that brings together shop floor inspection plans, process manuals, work instructions, and machinery inputs in one place. Q.Shop platform facilitates traceability and simplifies collaboration among technicians, supervisors, and managers. Q.Shop manufacturing solution also offers a complete job and employee scheduler. It maximizes process efficiency, in regard to not only machine operation but also personnel placement. Operators are scheduled based on their shift hours, experiences, skill levels and amount of achieved certifications/ licenses. Q.Shop increases productivity by providing the most suitable schedule for your current workforce, machinery, inventory and sales volume. -
5
Data V
Skillmine Technology Consulting Pvt Ltd
DataV is an advanced analytics and visualization platform designed to help organizations transform raw data into actionable insights via static as well as dynamic visualizations. It enables data-driven decision-making through powerful data modeling, AI-assisted analytics, and dynamic visualization dashboards. With seamless data integration, automated reporting, predictive insights, and collaborative features, DataV empowers businesses to monitor performance, identify trends, and make informed strategic decisions all from a single, unified interface. -
6
DataMelt
jWork.ORG
DataMelt (or "DMelt") is an environment for numeric computation, data analysis, data mining, computational statistics, and data visualization. DataMelt can be used to plot functions and data in 2D and 3D, perform statistical tests, data mining, numeric computations, function minimization, linear algebra, solving systems of linear and differential equations. Linear, non-linear and symbolic regression are also available. Neural networks and various data-manipulation methods are integrated using Java API. Elements of symbolic computations using Octave/Matlab scripting are supported. DataMelt is a computational environment for Java platform. It can be used with different programming languages on different operating systems. Unlike other statistical programs, it is not limited to a single programming language. This software combines the world's most-popular enterprise language, Java, with the most popular scripting language used in data science, such as Jython (Python), Groovy, JRuby.Starting Price: $0 -
7
datapine
RIB Software GmbH
datapine’s business intelligence and dashboard software helps people to turn data into actionable insights and make data-driven decisions in real-time. A user-friendly drag & drop interface empowers managers to data scientists to visualize and analyze complex data by asking important business questions and receiving answers immediately. It offers a wealth of innovative analytics features like predictive analytics and dynamic, interactive business dashboards for modern, KPI driven businesses. Dozens of fast and easy data connectors to all common data sources (databases, flat files, social media, marketing analytics, CRM, ERP, helpdesk etc.) and a wealth of pre-build dashboard templates for different business functions (marketing, sales, management, HR etc.), industries (retail, logistics, healthcare, market research etc.) and platforms (Google Analytics, Facebook, Twitter, Zendesk etc.) help new users to get started quickly. datapine is a RIB Software GmbH solution.Starting Price: $249.00/month -
8
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 -
9
Megaladata
Megaladata
Megaladata is the fastest low-code platform for advanced analytics, enabling business users to design and run end-to-end data workflows—ù, from ETL to ML, without coding or IT support. With visual design tools and ready-made components, it simplifies data integration, cleansing, and deep analysis. The platform supports both self-service and enterprise-grade systems, handling big data with high performance. IT has integrations with more then 50 of the main databases' software and online datasets, other then native compatibility with Micrsoft ecosystem and Python. Available as a desktop, server, or cloud solution, Megaladata is used across industries like banking, retail, logistics, and healthcare. Free, interactive training online courses help users solve real business problems efficiently.Starting Price: Free, Community Edition -
10
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 -
11
Dataiku
Dataiku
Dataiku is an advanced data science and machine learning platform designed to enable teams to build, deploy, and manage AI and analytics projects at scale. It empowers users, from data scientists to business analysts, to collaboratively create data pipelines, develop machine learning models, and prepare data using both visual and coding interfaces. Dataiku supports the entire AI lifecycle, offering tools for data preparation, model training, deployment, and monitoring. The platform also includes integrations for advanced capabilities like generative AI, helping organizations innovate and deploy AI solutions across industries. -
12
Minitab Statistical Software
Minitab
For 50 years, Minitab has helped thousands of companies and institutions spot trends, solve problems, and discover valuable insights in their data through our comprehensive, best-in-class suite of data analysis and process improvement tools. Our namesake product, Minitab Statistical Software, leads the way in data analysis with the power to visualize, analyze and harness your data to gain insights and solve your toughest challenges. Access trusted, proven and modern analytics combined with dynamic visualizations to empower you and your decisions. The latest version of Minitab Statistical Software includes access to Minitab on the cloud so you can analyze from anywhere, and Graph Builder, our new interactive tool to instantly create multiple graph options at once. Minitab offers modules for Predictive Analytics and Healthcare to boost your analytics even further. Available in 8 languages: English, Chinese, French, German, Japanese, Korean, Spanish, and Portuguese. -
13
Germain UX
Germain UX
No need to talk to the users to know what they experienced (replay, behavior insights, etc). End-2-end Transaction Insights (business, technology, etc). User interface design or technology issues may contribute to poor user experience. Germain UX identifies use cases and root-cause of issues down to the user click and scenario and technology (network request, code, sql, etc). Lack of training, poor organization, attrition may contribute to ineffective business operations. Germain UX identifies main gaps and their root-cause, in real-time and 24×7. Overloaded call center, lack of expertise, hard to find information on a website may all contribute to low prospect conversion rate. Germain UX helps identify actionable insights. Ineffective product or service, lack of support, hard-to-find online material, may all contribute to a poor customer experience and attrition. Germain UX identifies actionable insights around that, 24×7 and in real-time.Starting Price: $460 per month -
14
NaturalText
NaturalText
NaturalText A.I. helps you get more out of your data. Discover relationships, create collections, and unveil hidden insights in documents and other text-based data. NaturalText A.I. uses novel artificial intelligence technology to uncover hidden relationships in data. The software uses various state-of-the-art methods to understand context, analyze patterns, and reveal insights—all in a human-readable way. Reveal insights hidden in your data. Finding everything hidden in your text data is a difficult, if not impossible, task. With traditional search, you can only locate information related to a document. NaturalText A.I., on the other hand, uncovers new information within millions of documents, including scientific papers and patents. Use NaturalText A.I. to reveal insights in the data you are currently missing.Starting Price: $5000.00 -
15
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 -
16
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 -
17
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 -
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
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 -
20
Singular
Singular
Singular empowers marketers to futureproof their growth with next-gen attribution and analytics. We provide a holistic solution that combines mobile attribution with industry-leading cost aggregation, flexible ROI analytics, and automatic loading directly into your BI tools. With Singular you are able to - Measure and report on all the channels you work with - Analyze ROI by combining attribution with leading cost aggregation - Track and analyze across the entire user lifecycle - Block more fraud with best-in-class fraud prevention - Monitor a single managed pipeline with a plug-and-play solution to extract, transform and load analysis-ready marketing data into your chosen data warehouse Top marketers from LinkedIn, Rovio, Microsoft, Lyft, Twitter, EA, and more, rely on Singular for a complete view of their marketing performance. -
21
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. -
22
Coginiti
Coginiti
Coginiti, the AI-enabled enterprise data workspace, empowers everyone to get consistent answers fast to any business question. Accelerating the analytic development lifecycle from development to certification, Coginiti makes it easy for you to search and find approved metrics for your use case. Coginiti integrates all the functionality you need to build, approve, version, and curate analytics across all business domains for reuse, all while adhering to your data governance policy and standards. Data and analytic teams in the insurance, financial services, healthcare, and retail/consumer package goods industries trust Coginiti’s collaborative data workspace to deliver value to their customers.Starting Price: $189/user/year -
23
Faros AI
Faros AI
Faros AI connects the dots between your engineering data sources – ticketing, source control, CI/CD, and more – giving unprecedented visibility and insight into your engineering processes. Be amazed at what you can achieve with Faros AI. With Faros AI, engineering leaders can scale their operations in a more data-informed way — using data to identify bottlenecks, measure progress towards organizational goals, better support teams with the right resources, and accurately assess the impact of interventions over time. DORA Metrics come standard in Faros AI, and the platform is extensible to allow organizations to build their own custom dashboards and metrics so they can get deep insights into their engineering operations and take intelligent action in a data-driven manner. Leading organizations including Box, Coursera, GoFundMe, Astronomer, Salesforce, etc. trust Faros AI as their engops platform of choice. -
24
EngineRoom
MoreSteam
EngineRoom powers process improvement with a complete set of problem-solving tools. EngineRoom combines graphical, statistical, and modeling tools for organizing and managing your projects. Analyze your data, manage projects, and map and model processes. Using EngineRoom's intuitive drag-and-drop interface, you can avoid the steep learning curve of desktop data analysis software. EngineRoom includes interactive, patented wizards for both hypothesis testing and design of experiments (DOE) that step you through how to properly analyze your data and clearly report your results. With no installation on client desktops, complex licensing files, or dedicated hard drive storage to manage, you can instantly get up and running. Access your projects from any web browser by signing into your account. When you return to your projects from anywhere, your data and results are saved just the way you left them.Starting Price: $449 per year -
25
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 -
26
ibi
Cloud Software Group
We’ve built our analytics machine over 40 years and countless clients, constantly developing the most updated approach for the latest modern enterprise. Today, that means superior visualization, at-your-fingertips insights generation, and the ability to democratize access to data. The single-minded goal? To help you drive business results by enabling informed decision-making. A sophisticated data strategy only matters if the data that informs it is accessible. How exactly you see your data – its trends and patterns – determines how useful it can be. Empower your organization to make sound strategic decisions by employing real-time, customized, and self-service dashboards that bring that data to life. You don’t need to rely on gut feelings or, worse, wallow in ambiguity. Exceptional visualization and reporting allows your entire enterprise to organize around the same information and grow. -
27
DragonGlass
OpenCrowd
DragonGlass is a highly scalable Platform as a Service infrastructure that stores and processes (unmarshalling, indexing, signature verification, etc) data collected from the Hedera Hashgraph platform at a TPS similar to the Mainnet. For end users the platform supports a Google-like search to access accounts, transaction, smart contracts files, … almost everything produced on the Mainnet. For developers, the platform supports a wide range of REST based API’s to access all data. DragonGlass also contains a dApp Marketplace where dApp developers can list their product for users to view all details related to the dApp, including transaction history, balance history, and payment receipts. -
28
Visual KPI
Transpara
Real-time operations monitoring and data visualization, including KPIs, dashboards, trends, analytics, hierarchy and alerts. Aggregates all of your data sources (industrial, IoT, business, external, etc.) on the fly without moving the data, and displays it in real-time with obvious context on any device. -
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DataStories
DataStories International
According to Forrester research, between 60% and 73% of all data within an enterprise goes unused for analytics. See how we can help you maximise the value of your data. DataStories made advanced machine learning explainable and easy to use for business people. DataStories Platform is an A.I. tool that simply explains you in an intuitive manner and under 30 minutes how to understand, predict and steer your business targets based on the business and context data. DataStories is on a mission to empower everyone take data-driven decisions. We offer a self-service analytics platform to business experts who are often left out from analytics because of complexity of other tools. You can now run analytics yourself and share the results in a form of explainable and interactive data stories, which can be exported into PowerPoint. -
30
Sigma
Sigma Computing
Sigma is a modern business intelligence (BI) and analytics application built for the cloud. Trusted by data-first companies, Sigma provides live access to cloud data warehouses using an intuitive spreadsheet interface empowering business experts to ask more of their data without writing a single line of code. With the full power of SQL, the cloud, and a familiar interface, business users have the freedom to analyze data in real time without limits. Sigma is self-service analytics as it was meant to be.
