---
description: Discover and compare Data Preparation Software Applications & Tools for Mac. Capterra is a free interactive tool that lets you quickly narrow down your software selection, contact multiple vendors, and compare platforms for your business.
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title: Data Preparation Software for Mac - Price comparison & Reviews - Capterra Canada 2026
---

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# Data Preparation Software

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> Tools for discovering, analyzing, and maintaining the quality of data.

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## Products

1. [Tableau](https://www.capterra.ca/software/77260/tableau) — 4.6/5 (2350 reviews) — Business intelligence solution that allows businesses to connect with data sources, build interactive visualizations \& share insights.
2. [MongoDB](https://www.capterra.ca/software/127374/mongodb) — 4.7/5 (469 reviews) — AI demands adaptability. MongoDB offers flexible, scalable, AI-ready data solutions, eliminating friction and accelerating innovation.
3. [Domo](https://www.capterra.ca/software/119119/domo) — 4.3/5 (330 reviews) — Domo is an AI and data products platform that unifies end-to-end data management, analytics, and automation in one solution.
4. [Stata](https://www.capterra.ca/software/119880/stata) — 4.5/5 (183 reviews) — Stata is data analysis software with tools for visualization, statistical analysis, and reporting for researchers and scientists.
5. [Phocas](https://www.capterra.ca/software/141678/phocas-software) — 4.7/5 (133 reviews) — Phocas is a BI and financial software combining reporting, budgeting, and forecasting to help businesses analyze data and plan well.
6. [Oracle Business Intelligence](https://www.capterra.ca/software/180/oracle-business-intelligence) — 4.1/5 (90 reviews) — Interactive dashboards, ad hoc analysis, proactive intelligence, real-time predictive analytics and mobile analytics.
7. [Elastic Stack](https://www.capterra.ca/software/149304/elasticsearch) — 4.6/5 (70 reviews) — Reliably and securely take data from any source, in any format, then search, analyze, and visualize it in real time.
8. [Spotfire](https://www.capterra.ca/software/81277/tibco-spotfire) — 4.4/5 (60 reviews) — Spotfire offers one single environment for adhoc exploration, inline data preparation and data wrangling for analytics applications.
9. [JMP](https://www.capterra.ca/software/151815/jmp-statistical-software) — 4.5/5 (53 reviews) — With JMP's data preparation, transformation and blending capabilities, you can focus on innovation, experimentation and discovery.
10. [BroadPeak](https://www.capterra.ca/software/144697/k3) — 4.9/5 (39 reviews) — BroadPeak, certified by major global exchanges like ICE, CME, Trayport, B3, and Nodal, simplifies data flows across all your systems.
11. [datapine](https://www.capterra.ca/software/133176/datapine) — 4.9/5 (27 reviews) — Powerful, lean BI software offering an intuitive drag \& drop interface and best-in-class data visualization \& dashboard features.
12. [Luzmo](https://www.capterra.ca/software/180092/luzmo) — 4.6/5 (26 reviews) — From data to decisions, rapidly fast. Embed beautiful, easy-to-use dashboards in your SaaS product in days, not months.
13. [SAS Studio](https://www.capterra.ca/software/1030867/sas-studio) — 4.5/5 (22 reviews) — SAS Studio is an interactive development environment tool that uses a web-flow designer to orchestrate data and workflows.
14. [Piwik PRO](https://www.capterra.ca/software/150623/piwik) — 4.6/5 (21 reviews) — Piwik PRO Analytics Suite is an advanced platform that provides a suite of modules centered on data analytics, activation, and privacy.
15. [Yellowfin](https://www.capterra.ca/software/74874/yellowfin) — 4.6/5 (20 reviews) — Yellowfin is the only embedded analytics platform that combines action based dashboards, automated analysis and data storytelling.
16. [Oracle Analytics Cloud](https://www.capterra.ca/software/170920/oracle-analytics-cloud) — 4.2/5 (16 reviews) — The Oracle Analytics platform is a complete analytics solution with embedded ML that delivers insights for all data to any role.
17. [Rulex](https://www.capterra.ca/software/1014572/rulex) — 4.9/5 (15 reviews) — Rulex Platform is a people-centric decision intelligence platform creating tailored business solutions with accessible technology.
18. [SplashBI](https://www.capterra.ca/software/159904/splashbi) — 4.8/5 (14 reviews) — With SplashBI - Blend, report, visualize, and analyze ALL your DATA in a single platform. Let your data help drive your business.
19. [4MDG](https://www.capterra.ca/software/1045823/4mdg) — 4.8/5 (14 reviews) — Master data management platform that helps businesses centralize, profile, and access data from multiple sources.
20. [DigitalRoute](https://www.capterra.ca/software/1036704/usage) — 4.8/5 (13 reviews) — DigitalRoute automates data prep, ensuring accurate, enriched usage data for billing, analytics, and seamless business integration.
21. [SAS Viya](https://www.capterra.ca/software/1043140/sas-viya) — 4.4/5 (12 reviews) — SAS Viya is a cloud-native AI and analytics platform that integrates data, builds models, and manages cloud infrastructure.
22. [Composable DataOps Platform](https://www.capterra.ca/software/180125/composable-dataops-platform) — 4.9/5 (10 reviews) — Intelligent DataOps platform that offers a full portfolio of capabilities for orchestration, automation and analytics.
23. [Nexla](https://www.capterra.ca/software/159398/nexla) — 4.9/5 (9 reviews) — Nexla, an AI-powered integration platform, unlocks data from any source and transforms it into production-ready data products for AI.
24. [Sapience Vue](https://www.capterra.ca/software/207878/sapience-vue) — 4.1/5 (9 reviews) — Work analytics platform delivering your work data your way to improve productivity across the enterprise.
25. [AWS for Data](https://www.capterra.ca/software/1029723/aws-cloud-databases) — 4.9/5 (7 reviews) — AWS provides purpose-built analytics and database services that enable businesses to extract data insights at any scale.

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## Related Categories

- [Data Discovery Software](https://www.capterra.ca/directory/31129/data-discovery/software)
- [Big Data Software](https://www.capterra.ca/directory/30851/big-data/software)
- [Dashboard Software](https://www.capterra.ca/directory/30839/dashboard/software)
- [Data Management Software](https://www.capterra.ca/directory/31003/data-management/software)
- [Reporting Software](https://www.capterra.ca/directory/30053/reporting/software)

## Links

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With AI-powered analytics, users can uncover insights and address questions about products, sales, and customers.\n\nThe platform automates financial reporting, reducing manual work for month-end and management tasks. It streamlines budgeting, forecasting, and enhances inventory and sales management with specialized tools. Real-time data access enables performance tracking across products and regions. Phocas unites business intelligence and financial planning, allowing organizations to analyze historical data and plan for the future. 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Elastic features like machine learning, security, and reporting compound that value — and since they’re made for Elastic, you'll only find them from us. \n\nReliably and securely take data from any source, in any format, then search, analyze, and visualize it in real time.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/8d372ebb-6358-4dc6-b756-c71f4e5b405c.png","url":"https://www.capterra.ca/software/149304/elasticsearch","@type":"ListItem"},{"name":"Spotfire","position":8,"description":"TIBCO Spotfire delivers capabilities at scale with predictive analytics, embedded data science, geolocation analytics, and real-time streaming analytics. \n\nSpotfire is a platform that scales to grow alongside unique  needs for inline data ingestion and preparation, never a liability as a dead-end for complex requirements.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/104488b6-4600-43c8-84de-314d744a0b6e.jpeg","url":"https://www.capterra.ca/software/81277/tibco-spotfire","@type":"ListItem"},{"name":"JMP","position":9,"description":"With JMP's data preparation, transformation and blending capabilities, you can fit your data to your problem, rather than the other way around. 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The software offers fast and easy data connectors to dozens of data sources, innovative analytics features such as intelligent data alarms and predictive analytics, a wealth of modern data visualizations as well as dynamic, interactive business dashboards to communicate data efficiently. datapine is a RIB Software GmbH solution.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/4e08f5a8-d4e5-43f1-b367-39a05c119fbb.png","url":"https://www.capterra.ca/software/133176/datapine","@type":"ListItem"},{"name":"Luzmo","position":12,"description":"Luzmo is an embedded analytics platform, purpose-built for SaaS companies. We bring complex data to life with beautiful, easy-to-use dashboards, embedded seamlessly in any SaaS or web platform. With Luzmo, product teams can add impactful insights to their SaaS product in days, not months. 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With the ability to easily debug your code in an interactive environment, users can quickly identify issues with logic or data and quickly schedule jobs to run using integrated version controls.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/9076bad7-930d-4a1f-a31a-a72ef597c5fc.png","url":"https://www.capterra.ca/software/1030867/sas-studio","@type":"ListItem"},{"name":"Piwik PRO","position":14,"description":"Piwik PRO Analytics Suite is an advanced platform providing a suite of modules centered around analytics that easily connects with other parts of the client’s tech stack.\n\nPiwik PRO Analytics Suite unifies marketing insights, provides a comprehensive view of performance, and facilitates data-driven actions to achieve better results. 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Our flexible UI integration, comprehensive APIs, and security integration give you all the options you need to deliver a fully embedded, white-labeled BI solution.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/72602e4b-b2aa-45ec-b8e6-14b91949f9cc.png","url":"https://www.capterra.ca/software/74874/yellowfin","@type":"ListItem"},{"name":"Oracle Analytics Cloud","position":16,"description":"The Oracle Analytics platform is a cloud native service that provides the capabilities that address the entire analytics process including data ingestion and modeling, data preparation and enrichment, and visualization, without compromising security and governance. Embedded ML and natural language  technologies help increase productivity and build an analytics-driven culture in organizations. Available on-premises, in the cloud, or as a hybrid of both, providing flexible paths to the cloud.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/a8cb9ba8-140e-477e-a6d3-ad327dd52620.png","url":"https://www.capterra.ca/software/170920/oracle-analytics-cloud","@type":"ListItem"},{"name":"Rulex","position":17,"description":"Rulex Platform is a data management and decision intelligence platform designed to build, monitor, integrate, run, and maintain enterprise-level solutions based on business data using logical flows. It consists of two core integrated products, Rulex Factory and Rulex Studio, that enable full lifecycle management within a single environment, from designing flows in a drag-and-drop WYSIWYG interface to deploying solutions in production and visualizing results in dynamic executive reports for stakeholders.\nBy orchestrating data smartly and leveraging decision intelligence such as mathematical optimization, eXplainable AI, rule engines, and machine learning, Rulex Platform can address complex business challenges, improving process efficiency and decision-making. \nSolutions can be easily integrated with any third-party system and architecture through APIs, smoothly deployed into any environment via DevOps tools, and scheduled to run through flexible flow automation.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/20ae50d6-3a73-4522-864f-980c2561f071.png","url":"https://www.capterra.ca/software/1014572/rulex","@type":"ListItem"},{"name":"SplashBI","position":18,"description":"SplashBI: Business Intelligence & Data Visualization\n\nSplashBI is a BI and Data Visualization platform that helps organizations make data-driven decisions. It provides a seamless way to create reports, visualizations, and trends across multiple systems like Oracle, SAP, and PeopleSoft.\n\nWhy SplashBI?\nIntegrating with various systems, SplashBI’s user-friendly interface allows both technical and non-technical users to generate reports and dashboards across departments.\n\nKey Features:\n\n1) Ad-Hoc Reporting\nEasily create and modify reports with a drag-and-drop interface.\n\n2) Pre-Built Dashboards\nAccess customizable, pre-built dashboards for HR, Finance, and more.\n\n3) Data Integration\nUnify data from various sources for better insights.\n\nApplications:\n\n1) HR Analytics\nTrack engagement and DEI&B metrics.\n2) Finance\nGenerate real-time financial reports.\n\nOur Vision\nSplashBI simplifies analytics, empowering data-driven decisions for growth.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/bb7993ca-cf33-48f3-853d-2cfe483ff034.png","url":"https://www.capterra.ca/software/159904/splashbi","@type":"ListItem"},{"name":"4MDG","position":19,"description":"4MDG, a Brazilian startup that has developed a cutting-edge master data management software.\nOur software solves the problem of disorganized and inconsistent data across a variety of platforms, allowing companies to easily manage and maintain their data in one centralized location. With 4MDG, businesses can streamline their data processes, improve data quality, and make better decisions based on accurate and up-to-date information.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/7955a7ee-497d-483e-8c9c-7c6b969ea6b5.png","url":"https://www.capterra.ca/software/1045823/4mdg","@type":"ListItem"},{"name":"DigitalRoute","position":20,"description":"Beyond Standard Data Preparation: DigitalRoute’s Advantage\n\nMost Data Preparation tools focus on basic cleansing & formatting, but they fail to handle complex usage data at scale—leading to errors, inefficiencies, & revenue leakage.\n\nDigitalRoute automates the entire data preparation process, transforming raw, fragmented usage data into clean, structured, and monetizable information for billing, analytics, & other business systems. The platform decodes complex data formats, normalizes diverse data sources, & enriches records w/ business context, ensuring system-ready outputs.\n\nUnlike traditional ETL & data prep solutions, DigitalRoute goes beyond extraction & transformation—it also validates, deduplicates, & correlates data in real-time or batch processing modes. This ensures consistent, high-quality data, reducing manual intervention & accelerating the quote-to-cash cycle.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/5c5f82cf-92a8-4e98-9a04-158429bb247f.jpeg","url":"https://www.capterra.ca/software/1036704/usage","@type":"ListItem"},{"name":"SAS Viya","position":21,"description":"SAS Viya is a cloud-native data and AI platform that streamlines analytics workflows from data management to model deployment. It connects to diverse data sources with built-in governance and lineage tracking, ensuring seamless access and auditability. Teams can prepare and transform data while maintaining transparency.\n\nThe platform supports the model lifecycle with tools for automated machine learning, statistical modeling, and AI development. The SAS Viya Copilot offers intelligent assistance for data and AI tasks.\n\nOrganizations can deploy models into workflows using business rules and real-time event detection. SAS Viya integrates with Python, R, Java, and REST APIs, supporting deployment on AWS, Azure, Google Cloud, or on-premises infrastructure. It fosters collaboration with governance ensuring compliance and oversight.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/22936991-b5fd-4428-8f97-fdcb44259d5d.jpeg","url":"https://www.capterra.ca/software/1043140/sas-viya","@type":"ListItem"},{"name":"Composable DataOps Platform","position":22,"description":"Composable DataOps Platform is a full-stack analytics platform, with built-in services for data orchestration, automation and analytics, that accelerates the development of data-driven applications. It serves as a coherent analytics ecosystem for business users that want to architect data intelligence solutions that leverage disparate data sources, live feeds, and event data regardless of the amount, format or structure of the data.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/f6829212-e37a-4e31-bbd3-b045af3198d6.png","url":"https://www.capterra.ca/software/180125/composable-dataops-platform","@type":"ListItem"},{"name":"Nexla","position":23,"description":"Nexla is a no/low-code, enterprise-grade, AI-powered data integration platform designed to help organizations unlock data from any source and transform it into production-ready data products for AI and agents.\n\nWith support for 550+ pre-built connectors and multiple integration styles, including ELT, ETL, streaming, APIs, and agentic RAG, the platform enables teams to build and manage data flows without writing code. Trusted by leading enterprises, Nexla processes over one trillion records per month across industries, ​​showcasing its ability to handle large volumes of data while maintaining performance and reliability.\n\nInnovators like Autodesk, DoorDash, Instacart, Johnson & Johnson, LinkedIn, and LiveRamp rely on Nexla to keep mission-critical data flowing seamlessly across their enterprises.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/079de813-e50b-4a53-aa5d-fde9d81f0451.png","url":"https://www.capterra.ca/software/159398/nexla","@type":"ListItem"},{"name":"Sapience Vue","position":24,"description":"Sapience is a work analytics platform that enables a fact-based digital transformation of your enterprise leveraging your work data, your way. Using Sapience, business leaders empower their managers and employees with visibility into the effort of people, processes, and technology. This SaaS based platform easily integrates into existing systems to accurately capture effort data and provide actionable insights across the entire permanent or contingent workforce.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/810573e1-a071-4f9d-8c83-9bd490577c98.png","url":"https://www.capterra.ca/software/207878/sapience-vue","@type":"ListItem"},{"name":"AWS for Data","position":25,"description":"The fastest way to get answers from all your data to your users.\n\nAWS provides the broadest selection of analytics services to your data analytics needs and enables organizations of all sizes and industries to reinvent their business with data. From data movement, data storage, data lakes, big data analytics, and machine learning, AWS offers purpose-built services that provide the best price-performance and scalability. \n\nDownload our free eBook to see how AWS for Data can help your customers.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/57e4dfa3-caad-45f7-a8f1-85daeb3adeaa.jpeg","url":"https://www.capterra.ca/software/1029723/aws-cloud-databases","@type":"ListItem"}],"numberOfItems":25}
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