Best Data Analysis Software for Mac of 2026

Compare the Top Data Analysis Software for Mac as of October 2026

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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.

1

DbVisualizer

DbVisualizer

DbVisualizer is a universal database client for anyone who works with data, from solo developers and startups to professional teams managing complex environments, including developers, DBAs, analysts, and data engineers working with relational and NoSQL databases. It offers a graphical interface for database development, SQL querying, and data exploration. Key features: - SQL editor with autocomplete, visual query builders, variables, and execution tools - AI Assistant for questions, error explanations, and code analysis - Built-in Git integration for SQL scripts and collaboration - Customizable layouts, key bindings, and UI themes - Favorite scripts and database objects for quick access - Configurable security settings for organizations Connects to popular databases via JDBC, including MySQL, PostgreSQL, SQL Server, Oracle, Snowflake, SQLite, Cassandra, and BigQuery. Runs on Windows, macOS, and Linux. 7 million downloads, Pro users in 150 countries.

593 Ratings

Starting Price: Free

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2

icCube

icCube

icCube is a Swiss embeddable analytics solution designed for B2B SaaS product and development teams to deeply embed analytic capabilities inside their applications. Dashboards will seamlessly blend into the SaaS solution’s UI and UX experience, while resting on top of icCube’s robust analytical engine, allowing to consume complex data models needing sophisticated data security. With a dev2dev approach, icCube's team accompanies clients to successfully and quickly get into production. At icCube, we understand that navigating the complexities of data can be daunting. That’s why we’re excited to introduce also our Data Analytics Boutique Services, designed to empower both existing and new clients in achieving seamless data integration, robust data security, insightful analytics, effective decision automation and dashing reports. We partner with our clients at all stages and all phases of their projects and product roadmaps. From a quick review up to a full project and product

16 Ratings

Starting Price: $20,000/year

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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.

4 Ratings

Starting Price: $59/month/user

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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.

2 Ratings

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5

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

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6

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!

3 Ratings

Starting Price: $100 per month

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7

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.

1 Rating

Starting Price: Free, Community Edition

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8

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).

1 Rating

Starting Price: FREE

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9

Dataiku

Dataiku

Dataiku is an enterprise AI platform designed to help organizations move from fragmented AI efforts to fully scalable and governed AI success. It brings together people, data, and technology into a single system that enables collaboration between domain experts and technical teams. The platform allows users to build, deploy, and manage AI models, analytics workflows, and AI agents with greater efficiency. Dataiku emphasizes orchestration by connecting data sources, applications, and machine learning processes into unified pipelines. It also provides strong governance capabilities, helping organizations monitor performance, control costs, and reduce risks across AI initiatives. Businesses across industries use Dataiku to modernize analytics, automate workflows, and scale machine learning across teams. With proven results from global enterprises, the platform supports faster innovation and measurable ROI through AI-driven solutions.

1 Rating

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10

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.

1 Rating

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11

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.

1 Rating

Starting Price: $460 per month

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12

Aqua Data Studio

AquaFold, an Idera, Inc. company

Aqua Data Studio is a multiple-platform, integrated development environment (IDE) for data. It provides benefits to a variety of data-centric roles, allowing them to manage a wide range of data sources. Aqua Data Studio provides scalable, cross-platform data management, supporting IT and data-centric specialists, including developers, database administrators, as well as data analysts, data modelers, and data architects. Simplifies tedious tasks involving SQL queries, data, result sets, schema, data models, files, instances, servers, as well as automation. Aqua Data Studio can be installed on the three popular operating systems: Microsoft Windows, Apple macOS, and Linux. The graphical user interface can display the nine of the most widely spoken languages: English, Spanish, French, German, Korean, Portuguese, Japanese, and Chinese. Aqua Data Studio supports over 40 of the most popular data source platforms, including relational, NoSQL, as well as managed cloud data source

Starting Price: $499 per user per year

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13

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

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14

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

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15

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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16

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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17

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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18

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.

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19

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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20

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.

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21

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.

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22

Vizzlo

Vizzlo

Seamless plug-ins for PowerPoint and Google Slides, cloud support, and platform-agnostic desktop apps: tools shouldn’t add extra steps to your workflow, so Vizzlo exists exactly where you want it–just when you need it. Our intuitive interface takes seconds to navigate for any skill level, but handles complex data with ease. Powerful additional analysis functions are just one click away. Upload the fonts, colours, layouts and logos of your corporate design to templates that make sure everyone in your organization is on the same page. Add members to your team and let the ideas flow–you’ll see exactly who works on which projects with document history. Smart features like time-shift and data sync make it easier than ever to update your favourite visuals in two clicks.

Starting Price: $11 per user per month

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23

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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24

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.

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25

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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26

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.

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27

Luminoso

Luminoso Technologies Inc.

Luminoso turns unstructured text data into business-critical insights. Using common-sense artificial intelligence to understand language, we empower organizations to discover, interpret, and act on what people are telling them. Requiring little setup, maintenance, training, or data input, Luminoso combines world-leading natural language understanding technology with a vast knowledge base to learn words from context – like humans do – and accurately analyze text in minutes, not months. Our software provides native support in over a dozen languages, so leaders can explore relationships in data, make sense of feedback, and triage inquiries to drive value, fast. Luminoso is privately held and headquartered in Boston, MA.

Starting Price: $1250/month

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