# Top 10 DataMacaw Scarlet Platform Alternatives & Competitors **Average Rating:** 4.5/5 **Total Number of Reviews:** 1 If you are considering DataMacaw Scarlet Platform, you may also want to investigate similar alternatives or competitors to find the best solution. Other important factors to consider when researching alternatives to DataMacaw Scarlet Platform include reliability and ease of use. The best overall DataMacaw Scarlet Platform alternative is Databricks. Other similar apps like DataMacaw Scarlet Platform are SAS Viya, Snowflake, Gemini Enterprise Agent Platform, and SAP HANA Cloud. DataMacaw Scarlet Platform alternatives can be found in [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) but may also be in [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) or [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution). ## Best Paid & Free Alternatives to DataMacaw Scarlet Platform - [Databricks](https://www.g2.com/products/databricks/reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) - [Saturn Cloud](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) - [Dataiku](https://www.g2.com/products/dataiku/reviews) - [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) - [Roboflow](https://www.g2.com/products/roboflow/reviews) ## Top 10 Alternatives to DataMacaw Scarlet Platform Recently Reviewed By G2 Community Browse options below. Based on reviewer data, you can see how DataMacaw Scarlet Platform stacks up to the competition, check reviews from current & previous users in industries like Government Administration, and find the best product for your business. ### 1. [Databricks](https://www.g2.com/products/databricks/reviews) By Databricks Inc. **Average Rating:** 4.6/5 **Total Reviews:** 1,332 Making big data simple Categories in common with DataMacaw Scarlet Platform: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [DataMacaw Scarlet Platform vs Databricks](https://www.g2.com/compare/datamacaw-scarlet-platform-vs-databricks) **Compare Databricks with other alternatives:** - [Databricks vs SAS Viya](https://www.g2.com/compare/databricks-vs-sas-sas-viya) - [Databricks vs Snowflake](https://www.g2.com/compare/databricks-vs-snowflake) - [Databricks vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/databricks-vs-gemini-enterprise-agent-platform) - [Databricks vs SAP HANA Cloud](https://www.g2.com/compare/databricks-vs-sap-hana-cloud-2025-10-01) - [Databricks vs SuperAnnotate](https://www.g2.com/compare/databricks-vs-superannotate) - [Databricks vs Saturn Cloud](https://www.g2.com/compare/databricks-vs-saturn-cloud-saturn-cloud) - [Databricks vs Dataiku](https://www.g2.com/compare/databricks-vs-dataiku) - [Databricks vs IBM Watson Studio](https://www.g2.com/compare/databricks-vs-ibm-watson-studio) - [Databricks vs Roboflow](https://www.g2.com/compare/databricks-vs-roboflow) ### 2. [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) By SAS Institute Inc. **Average Rating:** 4.3/5 **Total Reviews:** 800 As a cloud-native AI, analytics and data management platform, SAS Viya enables you to scale cost-effectively, increase productivity and innovate faster, backed by trust and transparency. SAS Viya makes it possible to integrate teams and technology enabling all users to work together successfully to turn critical questions into accurate decisions. Categories in common with DataMacaw Scarlet Platform: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [DataMacaw Scarlet Platform vs SAS Viya](https://www.g2.com/compare/datamacaw-scarlet-platform-vs-sas-sas-viya) **Compare SAS Viya with other alternatives:** - [SAS Viya vs Databricks](https://www.g2.com/compare/databricks-vs-sas-sas-viya) - [SAS Viya vs Snowflake](https://www.g2.com/compare/sas-sas-viya-vs-snowflake) - [SAS Viya vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sas-sas-viya) - [SAS Viya vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-sas-sas-viya) - [SAS Viya vs SuperAnnotate](https://www.g2.com/compare/sas-sas-viya-vs-superannotate) - [SAS Viya vs Saturn Cloud](https://www.g2.com/compare/sas-sas-viya-vs-saturn-cloud-saturn-cloud) - [SAS Viya vs Dataiku](https://www.g2.com/compare/dataiku-vs-sas-sas-viya) - [SAS Viya vs IBM Watson Studio](https://www.g2.com/compare/ibm-watson-studio-vs-sas-sas-viya) - [SAS Viya vs Roboflow](https://www.g2.com/compare/roboflow-vs-sas-sas-viya) ### 3. [Snowflake](https://www.g2.com/products/snowflake/reviews) By Snowflake, Inc. **Average Rating:** 4.5/5 **Total Reviews:** 756 Snowflake’s platform eliminates data silos and simplifies architectures, so organizations can get more value from their data. The platform is designed as a single, unified product with automations that reduce complexity and help ensure everything “just works”. To support a wide range of workloads, it’s optimized for performance at scale no matter whether someone’s working with SQL, Python, or other languages. And it’s globally connected so organizations can securely access the most relevant content across clouds and regions, with one consistent experience. Categories in common with DataMacaw Scarlet Platform: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [DataMacaw Scarlet Platform vs Snowflake](https://www.g2.com/compare/datamacaw-scarlet-platform-vs-snowflake) **Compare Snowflake with other alternatives:** - [Snowflake vs Databricks](https://www.g2.com/compare/databricks-vs-snowflake) - [Snowflake vs SAS Viya](https://www.g2.com/compare/sas-sas-viya-vs-snowflake) - [Snowflake vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-snowflake) - [Snowflake vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-snowflake) - [Snowflake vs SuperAnnotate](https://www.g2.com/compare/snowflake-vs-superannotate) - [Snowflake vs Saturn Cloud](https://www.g2.com/compare/saturn-cloud-saturn-cloud-vs-snowflake) - [Snowflake vs Dataiku](https://www.g2.com/compare/dataiku-vs-snowflake) - [Snowflake vs IBM Watson Studio](https://www.g2.com/compare/ibm-watson-studio-vs-snowflake) - [Snowflake vs Roboflow](https://www.g2.com/compare/roboflow-vs-snowflake) ### 4. [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) By Google **Average Rating:** 4.3/5 **Total Reviews:** 659 Gemini Enterprise Agent Platform is a managed machine learning (ML) platform that helps you build, train, and deploy ML models faster and easier. It includes a unified UI for the entire ML workflow, as well as a variety of tools and services to help you with every step of the process. Gemini Enterprise Agent Platform Workbench is a cloud-based IDE that is included with Gemini Enterprise Agent Platform. It makes it easy to develop and debug ML code. It provides a variety of features to help you with your ML workflow, such as code completion, linting, and debugging. Gemini Enterprise Agent Platform and Gemini Enterprise Agent Platform Workbench are a powerful combination that can help you accelerate your ML development. With Gemini Enterprise Agent Platform, you can focus on building and training your models, while Gemini Enterprise Agent Platform Workbench takes care of the rest. This frees you up to be more productive and creative, and it helps you get your models into production faster. If you're looking for a powerful and easy-to-use ML platform, then Gemini Enterprise Agent Platform is a great option. With Gemini Enterprise Agent Platform, you can build, train, and deploy ML models faster and easier than ever before. Categories in common with DataMacaw Scarlet Platform: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [DataMacaw Scarlet Platform vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/datamacaw-scarlet-platform-vs-gemini-enterprise-agent-platform) **Compare Gemini Enterprise Agent Platform with other alternatives:** - [Gemini Enterprise Agent Platform vs Databricks](https://www.g2.com/compare/databricks-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs SAS Viya](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sas-sas-viya) - [Gemini Enterprise Agent Platform vs Snowflake](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-snowflake) - [Gemini Enterprise Agent Platform vs SAP HANA Cloud](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sap-hana-cloud-2025-10-01) - [Gemini Enterprise Agent Platform vs SuperAnnotate](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-superannotate) - [Gemini Enterprise Agent Platform vs Saturn Cloud](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-saturn-cloud-saturn-cloud) - [Gemini Enterprise Agent Platform vs Dataiku](https://www.g2.com/compare/dataiku-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs IBM Watson Studio](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-ibm-watson-studio) - [Gemini Enterprise Agent Platform vs Roboflow](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-roboflow) ### 5. [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) By SAP **Average Rating:** 4.3/5 **Total Reviews:** 620 SAP HANA Cloud is the cloud-native data foundation of SAP Business Technology Platform, it stores, processes and analyzes data in real time at petabyte scale and converges multiple data types in a single system while managing it more efficiently with integrated multitier storage. Categories in common with DataMacaw Scarlet Platform: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [DataMacaw Scarlet Platform vs SAP HANA Cloud](https://www.g2.com/compare/datamacaw-scarlet-platform-vs-sap-hana-cloud-2025-10-01) **Compare SAP HANA Cloud with other alternatives:** - [SAP HANA Cloud vs Databricks](https://www.g2.com/compare/databricks-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs SAS Viya](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-sas-sas-viya) - [SAP HANA Cloud vs Snowflake](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-snowflake) - [SAP HANA Cloud vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs SuperAnnotate](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-superannotate) - [SAP HANA Cloud vs Saturn Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-saturn-cloud-saturn-cloud) - [SAP HANA Cloud vs Dataiku](https://www.g2.com/compare/dataiku-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs IBM Watson Studio](https://www.g2.com/compare/ibm-watson-studio-vs-sap-hana-cloud-2025-10-01) - [SAP HANA Cloud vs Roboflow](https://www.g2.com/compare/roboflow-vs-sap-hana-cloud-2025-10-01) ### 6. [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) By SuperAnnotate **Average Rating:** 4.8/5 **Total Reviews:** 379 SuperAnnotate is the leading platform for building, fine-tuning, iterating, and managing your AI models faster with the highest-quality training data. Categories in common with DataMacaw Scarlet Platform: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [DataMacaw Scarlet Platform vs SuperAnnotate](https://www.g2.com/compare/datamacaw-scarlet-platform-vs-superannotate) **Compare SuperAnnotate with other alternatives:** - [SuperAnnotate vs Databricks](https://www.g2.com/compare/databricks-vs-superannotate) - [SuperAnnotate vs SAS Viya](https://www.g2.com/compare/sas-sas-viya-vs-superannotate) - [SuperAnnotate vs Snowflake](https://www.g2.com/compare/snowflake-vs-superannotate) - [SuperAnnotate vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-superannotate) - [SuperAnnotate vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-superannotate) - [SuperAnnotate vs Saturn Cloud](https://www.g2.com/compare/saturn-cloud-saturn-cloud-vs-superannotate) - [SuperAnnotate vs Dataiku](https://www.g2.com/compare/dataiku-vs-superannotate) - [SuperAnnotate vs IBM Watson Studio](https://www.g2.com/compare/ibm-watson-studio-vs-superannotate) - [SuperAnnotate vs Roboflow](https://www.g2.com/compare/roboflow-vs-superannotate) ### 7. [Saturn Cloud](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) By Saturn Cloud **Average Rating:** 4.8/5 **Total Reviews:** 320 Saturn Cloud is a data science and machine learning platform for scalable Python analytics with Dask and GPUs, on hosted notebooks. Share work and dashboards, access Your favorite Python libraries, connect from existing cloud-hosted services, and more. Categories in common with DataMacaw Scarlet Platform: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [DataMacaw Scarlet Platform vs Saturn Cloud](https://www.g2.com/compare/datamacaw-scarlet-platform-vs-saturn-cloud-saturn-cloud) **Compare Saturn Cloud with other alternatives:** - [Saturn Cloud vs Databricks](https://www.g2.com/compare/databricks-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs SAS Viya](https://www.g2.com/compare/sas-sas-viya-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs Snowflake](https://www.g2.com/compare/saturn-cloud-saturn-cloud-vs-snowflake) - [Saturn Cloud vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs SAP HANA Cloud](https://www.g2.com/compare/sap-hana-cloud-2025-10-01-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs SuperAnnotate](https://www.g2.com/compare/saturn-cloud-saturn-cloud-vs-superannotate) - [Saturn Cloud vs Dataiku](https://www.g2.com/compare/dataiku-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs IBM Watson Studio](https://www.g2.com/compare/ibm-watson-studio-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs Roboflow](https://www.g2.com/compare/roboflow-vs-saturn-cloud-saturn-cloud) ### 8. [Dataiku](https://www.g2.com/products/dataiku/reviews) By Dataiku **Average Rating:** 4.4/5 **Total Reviews:** 210 Dataiku is the Universal AI Platform, giving organizations control over their AI talent, processes, and technologies to unleash the creation of analytics, models, and agents. Categories in common with DataMacaw Scarlet Platform: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [AWS Marketplace](https://www.g2.com/categories/aws-marketplace) **Compare:** [DataMacaw Scarlet Platform vs Dataiku](https://www.g2.com/compare/datamacaw-scarlet-platform-vs-dataiku) **Compare Dataiku with other alternatives:** - [Dataiku vs Databricks](https://www.g2.com/compare/databricks-vs-dataiku) - [Dataiku vs SAS Viya](https://www.g2.com/compare/dataiku-vs-sas-sas-viya) - [Dataiku vs Snowflake](https://www.g2.com/compare/dataiku-vs-snowflake) - [Dataiku vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/dataiku-vs-gemini-enterprise-agent-platform) - [Dataiku vs SAP HANA Cloud](https://www.g2.com/compare/dataiku-vs-sap-hana-cloud-2025-10-01) - [Dataiku vs SuperAnnotate](https://www.g2.com/compare/dataiku-vs-superannotate) - [Dataiku vs Saturn Cloud](https://www.g2.com/compare/dataiku-vs-saturn-cloud-saturn-cloud) - [Dataiku vs IBM Watson Studio](https://www.g2.com/compare/dataiku-vs-ibm-watson-studio) - [Dataiku vs Roboflow](https://www.g2.com/compare/dataiku-vs-roboflow) ### 9. [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) By IBM **Average Rating:** 4.2/5 **Total Reviews:** 167 IBM Watson Studio accelerates the machine and deep learning workflows required to infuse AI into your business to drive innovation. It provides a suite of tools for data scientists, application developers and subject matter experts to collaboratively and easily work with data and use that data to build, train and deploy models at scale. Categories in common with DataMacaw Scarlet Platform: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [DataMacaw Scarlet Platform vs IBM Watson Studio](https://www.g2.com/compare/datamacaw-scarlet-platform-vs-ibm-watson-studio) **Compare IBM Watson Studio with other alternatives:** - [IBM Watson Studio vs Databricks](https://www.g2.com/compare/databricks-vs-ibm-watson-studio) - [IBM Watson Studio vs SAS Viya](https://www.g2.com/compare/ibm-watson-studio-vs-sas-sas-viya) - [IBM Watson Studio vs Snowflake](https://www.g2.com/compare/ibm-watson-studio-vs-snowflake) - [IBM Watson Studio vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-ibm-watson-studio) - [IBM Watson Studio vs SAP HANA Cloud](https://www.g2.com/compare/ibm-watson-studio-vs-sap-hana-cloud-2025-10-01) - [IBM Watson Studio vs SuperAnnotate](https://www.g2.com/compare/ibm-watson-studio-vs-superannotate) - [IBM Watson Studio vs Saturn Cloud](https://www.g2.com/compare/ibm-watson-studio-vs-saturn-cloud-saturn-cloud) - [IBM Watson Studio vs Dataiku](https://www.g2.com/compare/dataiku-vs-ibm-watson-studio) - [IBM Watson Studio vs Roboflow](https://www.g2.com/compare/ibm-watson-studio-vs-roboflow) ### 10. [Roboflow](https://www.g2.com/products/roboflow/reviews) By Roboflow **Average Rating:** 4.7/5 **Total Reviews:** 149 Extract, transform, load for computer vision. Your datasets in every format. Balanced, labeled, versioned. Categories in common with DataMacaw Scarlet Platform: [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Compare:** [DataMacaw Scarlet Platform vs Roboflow](https://www.g2.com/compare/datamacaw-scarlet-platform-vs-roboflow) **Compare Roboflow with other alternatives:** - [Roboflow vs Databricks](https://www.g2.com/compare/databricks-vs-roboflow) - [Roboflow vs SAS Viya](https://www.g2.com/compare/roboflow-vs-sas-sas-viya) - [Roboflow vs Snowflake](https://www.g2.com/compare/roboflow-vs-snowflake) - [Roboflow vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-roboflow) - [Roboflow vs SAP HANA Cloud](https://www.g2.com/compare/roboflow-vs-sap-hana-cloud-2025-10-01) - [Roboflow vs SuperAnnotate](https://www.g2.com/compare/roboflow-vs-superannotate) - [Roboflow vs Saturn Cloud](https://www.g2.com/compare/roboflow-vs-saturn-cloud-saturn-cloud) - [Roboflow vs Dataiku](https://www.g2.com/compare/dataiku-vs-roboflow) - [Roboflow vs IBM Watson Studio](https://www.g2.com/compare/ibm-watson-studio-vs-roboflow) --- ## DataMacaw Scarlet Platform Alternatives FAQs ### Why do users choose SAS Viya over DataMacaw Scarlet Platform? Users choose [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) over [DataMacaw Scarlet Platform](https://www.g2.com/products/datamacaw-scarlet-platform/reviews) primarily due to its comprehensive analytics capabilities, scalability, and integration flexibility. SAS Viya supports multiple programming languages including SAS, Python, and R, facilitating collaboration across diverse teams. Its cloud-native, in-memory processing architecture enables rapid handling of large datasets, which is critical for enterprise environments. Additionally, SAS Viya offers a rich set of features such as advanced machine learning, AI-powered insights, interactive dashboards, and automated model deployment, which enhance productivity and decision-making. The platform’s strong governance, security, and support infrastructure further appeal to regulated industries and large organizations. Despite its higher cost and complexity, users value SAS Viya’s ability to unify data preparation, analytics, and reporting in a single environment, reducing tool fragmentation and accelerating workflows. The extensive positive user feedback (234 mentions of ease of use, 175 of features, 149 of analytics, and 116 of data visualization) and high dimension scores in meeting requirements (8.5), usability (8.2), and support (8.4) reflect why SAS Viya is preferred for robust, enterprise-grade analytics solutions over DataMacaw Scarlet Platform, which currently lacks collaborative features and broader adoption. ### What are the best alternatives to DataMacaw Scarlet Platform? The best alternatives to DataMacaw Scarlet Platform are [Databricks](https://www.g2.com/products/databricks/reviews) (4.6/5 stars, 801 reviews), [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) (4.3/5 stars, 800 reviews), [Snowflake](https://www.g2.com/products/snowflake/reviews) (4.5/5 stars, 756 reviews), and [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) (4.3/5 stars, 658 reviews). ### What features do alternatives offer that DataMacaw Scarlet Platform does not? DataMacaw Scarlet Platform lacks live project sharing, collaborative model building, and robust dataset version control, including the ability to maintain and restore dataset version history easily. It also has limited automation capabilities and struggles with large data management and performance issues. ### Which MLOps Platforms tools do reviewers recommend instead of DataMacaw Scarlet Platform? Reviewers recommend [Databricks](https://www.g2.com/products/databricks/reviews) for its unified platform that integrates data engineering, analytics, and machine learning workflows with strong collaboration features such as shared notebooks and version control. It excels in handling large datasets, offers automation for deployment and orchestration, and provides robust data governance and performance. [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) is favored for its cloud-native AI, analytics, and data management platform that supports real-time data, self-service analytics, and strong integration with open-source tools, enabling efficient model training and deployment. [Snowflake](https://www.g2.com/products/snowflake/reviews) is praised for its scalable, fully managed cloud data platform with separation of compute and storage, fast query performance, secure data sharing, and seamless integration with BI and ETL tools. It supports both structured and semi-structured data and offers features like time travel and zero-copy cloning. [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) is recommended for automating complex AI-driven workflows with enterprise-grade governance, seamless integration with cloud services, and flexible agent configuration, enhancing productivity and collaboration across teams. ### How does DataMacaw Scarlet Platform compare to SAS Viya? According to G2 data, [DataMacaw Scarlet Platform](https://www.g2.com/products/datamacaw-scarlet-platform/reviews) holds an average rating of 4.5/5 based on 1 review, while [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) has a 4.3/5 average rating from 800 reviews. SAS Viya scores higher across key dimensions: it leads by 0.3 points in Meeting Requirements, by 0.4 points in Usability, by 0.4 points in Ease of Setup, by 0.8 points in Support, and by 0.4 points in Ease of Doing Business. User feedback highlights that [DataMacaw Scarlet Platform](https://www.g2.com/products/datamacaw-scarlet-platform/reviews) is praised for cost-effective AI model building and efficient GPU resource allocation, significantly reducing training costs. However, it lacks collaborative features such as live project sharing and version control, which slows team workflows. In contrast, [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) is recognized for its comprehensive suite of analytics, strong integration with multiple programming languages (SAS, Python, R), and cloud-native architecture enabling fast in-memory processing and scalability. It offers extensive visualization capabilities, intuitive drag-and-drop interfaces, and robust support systems. While SAS Viya has a steeper learning curve and higher cost, it excels in handling large datasets, enterprise governance, and seamless integration with open-source tools. DataMacaw Scarlet Platform’s limited review base restricts detailed feature comparison, but SAS Viya’s broad adoption and extensive positive feedback underscore its suitability for enterprise-scale analytics and AI workflows. ## Explore Articles - [Affordable sales compensation software for startups](https://www.g2.com/discussions/what-is-the-most-affordable-sales-compensation-software-for-startups) - [What is the top-rated screen and video capture software for enterprises?](https://www.g2.com/discussions/what-is-the-top-rated-screen-and-video-capture-software-for-enterprises) - [What are the top demand planning platforms for seasonal product businesses?](https://www.g2.com/discussions/what-are-the-top-demand-planning-platforms-for-seasonal-product-businesses) - [Best AI code generators for secure and compliant code in finance and healthcare sectors](https://www.g2.com/discussions/best-ai-code-generators-for-secure-and-compliant-code-in-finance-and-healthcare-sectors) - [Best software for tracking candidate interactions](https://www.g2.com/discussions/best-software-for-tracking-candidate-interactions) - [Top identity check apps for my software startup](https://www.g2.com/discussions/top-identity-check-apps-for-my-software-startup) ## Spotlight Categories - [Experience Management Software](https://www.g2.com/categories/experience-management) - [Help Desk Software](https://www.g2.com/categories/help-desk) - [Performance Management Software](https://www.g2.com/categories/performance-management)