---
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 Singapore 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.com.sg/software/77260/tableau) — 4.6/5 (2362 reviews) — Cloud-based and on-premises analytics platform for data visualization, preparation, KPI monitoring, and AI-assisted insights via.
2. [MongoDB](https://www.capterra.com.sg/software/127374/mongodb) — 4.7/5 (473 reviews) — AI demands adaptability. MongoDB offers flexible, scalable, AI-ready data solutions, eliminating friction and accelerating innovation.
3. [Domo](https://www.capterra.com.sg/software/119119/domo) — 4.3/5 (331 reviews) — Domo, now part of Progress Software, is the agentic platform for the intelligent enterprise.
4. [Qlik Sense](https://www.capterra.com.sg/software/145530/qlik-sense) — 4.5/5 (262 reviews) — Qlik Sense is a business intelligence (BI) and visual analytics platform that helps global enterprises move faster and work smarter.
5. [Stata](https://www.capterra.com.sg/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.
6. [Phocas](https://www.capterra.com.sg/software/141678/phocas-software) — 4.7/5 (136 reviews) — Phocas is a BI and financial software combining reporting, budgeting, and forecasting to help businesses analyze data and plan well.
7. [Oracle Business Intelligence](https://www.capterra.com.sg/software/180/oracle-business-intelligence) — 4.1/5 (90 reviews) — Interactive dashboards, ad hoc analysis, proactive intelligence, real-time predictive analytics and mobile analytics.
8. [Elastic Stack](https://www.capterra.com.sg/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.
9. [Spotfire](https://www.capterra.com.sg/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.
10. [JMP](https://www.capterra.com.sg/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.
11. [BroadPeak](https://www.capterra.com.sg/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.
12. [datapine](https://www.capterra.com.sg/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.
13. [KNIME Analytics Platform](https://www.capterra.com.sg/software/158739/knime-analytics-platform) — 4.6/5 (26 reviews) — Complete platform for end-to-end data science, from creating analytical models to deploying them and sharing insights.
14. [Luzmo](https://www.capterra.com.sg/software/180092/luzmo) — 4.6/5 (26 reviews) — Embedded analytics infrastructure for product teams. Ship customer-facing analytics in days, and monetise it.
15. [SAS Studio](https://www.capterra.com.sg/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.
16. [Piwik PRO](https://www.capterra.com.sg/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.
17. [Yellowfin](https://www.capterra.com.sg/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.
18. [OWOX](https://www.capterra.com.sg/software/148057/owox-bi) — 5.0/5 (18 reviews) — OWOX Data Marts - Free Forever Open-Source Self-Service Analytics Platform
19. [Oracle Analytics Cloud](https://www.capterra.com.sg/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.
20. [Rulex](https://www.capterra.com.sg/software/1014572/rulex) — 4.9/5 (15 reviews) — Rulex Platform is a people-centric decision intelligence platform creating tailored business solutions with accessible technology.
21. [SplashBI](https://www.capterra.com.sg/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.
22. [4MDG](https://www.capterra.com.sg/software/1045823/4mdg) — 4.8/5 (14 reviews) — Master data management platform that helps businesses centralize, profile, and access data from multiple sources.
23. [Omniscope](https://www.capterra.com.sg/software/107216/omniscope) — 4.8/5 (13 reviews) — All-in-one BI tool for no-code data prep, analytics and visualisation, on any device. Extensible with your Python/R/JS. Look no further
24. [DigitalRoute](https://www.capterra.com.sg/software/1036704/usage) — 4.8/5 (13 reviews) — DigitalRoute automates data prep, ensuring accurate, enriched usage data for billing, analytics, and seamless business integration.
25. [SAS Viya](https://www.capterra.com.sg/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.

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## Related Categories

- [Data Quality Software](https://www.capterra.com.sg/directory/31126/data-quality/software)
- [Reporting Tools](https://www.capterra.com.sg/directory/30053/reporting/software)
- [Big Data Software](https://www.capterra.com.sg/directory/30851/big-data/software)
- [Data Analysis Software](https://www.capterra.com.sg/directory/31077/data-analysis/software)
- [Business Intelligence Tools](https://www.capterra.com.sg/directory/23/business-intelligence/software)

## Links

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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.com.sg/software/133176/datapine","@type":"ListItem"},{"name":"KNIME Analytics Platform","position":13,"description":"KNIME offers a complete platform for end-to-end data science, from creating analytical models, to deploying them and sharing insights within the organization, through to data apps and services. The free and open source KNIME Analytics Platform allows users to easily build analyses with an intuitive, low-code/no-code interface. KNIME Business Hub enables users across different disciplines to collaborate and productionize analytical solutions created using KNIME Analytics Platform.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/773e5872-17f1-4260-b2ac-96632ae78b7b.png","url":"https://www.capterra.com.sg/software/158739/knime-analytics-platform","@type":"ListItem"},{"name":"Luzmo","position":14,"description":"Luzmo is the embedded analytics infrastructure for product teams. It lets SaaS and data-intensive companies ship customer-facing analytics inside their own product, and turn it into a revenue stream, without building the underlying infrastructure themselves.\n\nLuzmo handles the plumbing: security, scalability, multi-tenancy and AI-readiness. Product teams ship embedded analytics experiences in days rather than months.\n\nAnalytics render as native components inside the host product, not inside an iframe, so end users cannot tell them apart from the product they are already using. No seams, no third-party branding. Multi-tenancy holds that at scale, governed per customer.\n\nLuzmo is not an internal BI tool or a dashboard builder for analysts. The buyer is a product team embedding analytics into their own software and selling it to their own customers.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/ff913de7-079d-422e-8f19-31bf3afd02bc.png","url":"https://www.capterra.com.sg/software/180092/luzmo","@type":"ListItem"},{"name":"SAS Studio","position":15,"description":"SAS Studio is a tool that allows you to create, schedule and execute SAS jobs. 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.com.sg/software/1030867/sas-studio","@type":"ListItem"},{"name":"Piwik PRO","position":16,"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. It offers flexible hosting options and ensures compliance with strict data protection laws, including the GDPR, CCPA, PIPEDA, and HIPAA.\n\nPiwik PRO customers can count on support at every step of the journey, from implementation and onboarding, through product training, to analytics consulting and custom integrations.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/48eb32d5-55f1-4318-a7cd-1425d36679cc.png","url":"https://www.capterra.com.sg/software/150623/piwik","@type":"ListItem"},{"name":"Yellowfin","position":17,"description":"Yellowfin is an embedded analytics and BI platform that combines action based dashboards, AI-powered insight, and data storytelling. Connect to all of your data sources in real-time. Robust data governance features ensure compliance. Our flexible pricing model is simple, predictable and scalable. Easily configure Yellowfin to allow multiple tenants within a single environment. Bring your data to life with beautiful, interactive visualizations that improve decision-making with real-time, accessible insights.\n\nSoftware Vendors can transform their applications with Yellowfin's flexible and highly scalable embedded analytics platform. Yellowfin is a single web app that’s easy to white label and embed seamlessly into your product. 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.com.sg/software/74874/yellowfin","@type":"ListItem"},{"name":"OWOX","position":18,"description":"OWOX Data Marts is a free-forever, open-source self-service analytics platform that lets data teams define metrics once with SQL, tables, or via API connectors – and reuse them across BI tools.\n\n(1) Consistent, governed metric definitions\n(2) JavaScript-based connectors (Facebook Ads, TikTok Ads, LinkedIn Ads, and more)\n(3) Works with BigQuery, Athena, Snowflake, Databricks\n(4) Push data to Sheets or pull from Looker Studio\n(5) coming soon - Power BI, Excel, Tableau\n\nChange the definition in one place, and it updates everywhere automatically.\nNo license limits, no fees & no vendor lock-in.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/8bed6b05-d96d-4e9e-85bd-803852f2b61b.png","url":"https://www.capterra.com.sg/software/148057/owox-bi","@type":"ListItem"},{"name":"Oracle Analytics Cloud","position":19,"description":"Oracle Analytics is a complete platform with ready-to-use services for a wide variety of workloads and data. It addresses the entire analytics process and offers valuable, actionable insights from all types of data—in the cloud, on-premises, or in a hybrid deployment. Oracle Analytics empowers business users, data engineers, and data scientists to access and process relevant data, evaluate predictions, and make quick, accurate decisions.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/a8cb9ba8-140e-477e-a6d3-ad327dd52620.png","url":"https://www.capterra.com.sg/software/170920/oracle-analytics-cloud","@type":"ListItem"},{"name":"Rulex","position":20,"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.com.sg/software/1014572/rulex","@type":"ListItem"},{"name":"SplashBI","position":21,"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.com.sg/software/159904/splashbi","@type":"ListItem"},{"name":"4MDG","position":22,"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.com.sg/software/1045823/4mdg","@type":"ListItem"},{"name":"Omniscope","position":23,"description":"Unified data processing, analytics and reporting.\nOmniscope is: \n- Data Prep, ETL: build workflows to load, stream, blend and transform any data. \n- Analytics: leverage AI LLMs & machine learning to extract insights and perform visual exploration.  \n- Visualisation: design interactive reports, publish and share your results. \n- Extensible: augment data pipelines with your Python / R scripts, enhance reports with any JS based visualisation.\n- White-label: host branded data solutions and embedded analytics","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/5d3f3fbf-6b6a-4e75-867b-b8bdaf50cb02.png","url":"https://www.capterra.com.sg/software/107216/omniscope","@type":"ListItem"},{"name":"DigitalRoute","position":24,"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.com.sg/software/1036704/usage","@type":"ListItem"},{"name":"SAS Viya","position":25,"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.com.sg/software/1043140/sas-viya","@type":"ListItem"}],"numberOfItems":25}
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