# Databricks vs SAS Viya Comparison --- ## AI Generated Summary - **G2 reviewers report** that Databricks excels in **usability** and **AI features** , making it easier for users to handle large datasets without worrying about infrastructure. Users appreciate the **query generator** as a standout feature that enhances their workflow. - **Users say** that SAS Viya offers a **powerful analytics** and **machine learning** experience, combined with an intuitive interface. This makes it easier for teams to process large datasets and build predictive models, which is a significant advantage for organizations focused on actionable insights. - **Reviewers mention** that Databricks has a strong focus on **data governance** , with a unified vision that helps organizations manage their data effectively. This is particularly beneficial for enterprises looking to maintain compliance and data integrity. - **According to verified reviews** , SAS Viya shines in its **support system** and integration capabilities. Users highlight the well-structured support that facilitates real-time visibility and informed decision-making, which is crucial for businesses aiming for growth. - **G2 reviewers note** that Databricks has a quicker **implementation process** , with many users praising the intuitive onboarding experience. This ease of setup allows teams to get started with their data projects faster, which is a significant advantage in fast-paced environments. - **Users report** that while SAS Viya has strong analytics capabilities, it sometimes faces challenges in **scalability** compared to Databricks. Reviewers have pointed out that Databricks handles large data volumes more efficiently, making it a preferred choice for enterprises with extensive data needs. --- ## Frequently Asked Questions ### What is the difference between Databricks vs SAS Viya? Databricks stands out for its higher reviewer satisfaction and enterprise focus, while SAS Viya is recognized for its analytics features and ease of use. | [Databricks](https://www.g2.com/products/databricks/reviews) | [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) | | --- | --- | | 4.6/5 (1366 reviews) | 4.3/5 (818 reviews) | | Enterprise | Small-Business | | 8.4 | 8.1 | | 8.8 | 8.4 | | Unified data and AI platform with strong governance and collaboration | Analytics and data analysis capabilities, cited in 196 and 166 reviews respectively | ### How do the pricing models of Databricks and SAS Viya compare? Databricks is rated higher for value, with reviewers expressing more satisfaction with its pricing model than SAS Viya. - **Databricks:** Reviewers appreciate the pay-for-what-you-use model, noting that serverless compute and auto-scaling help avoid paying for idle infrastructure, but caution that costs can rise quickly if not monitored. - **SAS Viya:** Reviewers frequently cite high licensing costs, mentioning that the bundled approach leads to paying for unused features and that the platform is expensive for single users or small teams. - **Switching reasons:** Reviewers moving to Databricks mention cost efficiency and more granular budget control as key factors. ### What are the best alternatives to Databricks and SAS Viya? The top three alternatives to Databricks and SAS Viya are Cloudera, Snowflake, and Alteryx. | Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength | | --- | --- | --- | --- | --- | | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | Reviewers highlight cost efficiency and flexible pay-for-what-you-use pricing | Unified data and AI platform with strong governance and collaboration | | [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) | 4.3/5 (818 reviews) | Small-Business | Reviewers cite high licensing costs and bundled pricing as a drawback | Analytics and data analysis capabilities, cited in 196 and 166 reviews respectively | | [Cloudera](https://www.g2.com/products/cloudera/reviews) | 4.1/5 (136 reviews) | Enterprise | — | Enterprise-grade big data management and processing | | [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.5/5 (763 reviews) | Mid-Market | — | Cloud-native data warehousing and scalability | | [Alteryx](https://www.g2.com/products/alteryx/reviews) | 4.6/5 (894 reviews) | Enterprise | — | Advanced analytics and automation for data preparation | ### Which Big Data Processing and Distribution features should I prioritize when comparing Databricks and SAS Viya? Buyers should prioritize data integration, analytics capabilities, ease of use, governance, and scalability when comparing Databricks and SAS Viya. - **Data Integration:** Databricks is frequently cited for broad data source connectivity and integrations; SAS Viya is mentioned in 108 reviews for integrations and 104 for easy integrations. - **Analytics Capabilities:** SAS Viya is cited in 196 reviews for analytics and 166 for data analysis; Databricks is highlighted for unified analytics and AI workflows in recent reviews. - **Ease of Use:** Databricks scores 8.8; SAS Viya scores 8.2. SAS Viya has 234 all-time mentions for ease of use and 145 for intuitiveness. - **Governance:** Databricks reviewers highlight Unity Catalog for governance; SAS Viya is cited for strong governance and compliance features in recent reviews. - **Scalability:** SAS Viya is mentioned in 102 reviews for scalability; Databricks is praised for handling large data volumes and auto-scaling clusters. ### What are the pros and cons of Databricks vs SAS Viya? Databricks' headline strength is unified data and AI workflows, while SAS Viya is most recognized for its analytics and data analysis capabilities. - **Databricks strengths:** Unified platform for data engineering, analytics, and AI; strong governance with Unity Catalog; collaborative notebooks; broad data source connectivity; high reviewer satisfaction (4.6/5 across 1366 reviews). - **Databricks trade-offs:** Reviewers note a steep learning curve, cost management challenges with the DBU model, and occasional complexity in troubleshooting and onboarding. - **SAS Viya strengths:** Analytics (196 all-time mentions), data analysis (166), ease of use (234), intuitive interface (145), performance efficiency (127), and strong integration capabilities (108). - **SAS Viya trade-offs:** Reviewers cite high licensing costs (108), learning difficulty (151), complexity (143), and a less modern interface as trade-offs. ### Is Databricks or SAS Viya better for small businesses? SAS Viya is the better fit for small businesses, as it is most frequently reviewed by small-business users and is cited for ease of use and onboarding. - **Databricks:** Largest segment is Enterprise; reviewers highlight its scalability and unified platform but note a steeper learning curve for smaller teams. - **SAS Viya:** Largest segment is Small-Business; reviewers praise its user-friendly interface, low-code options, and ease of setup for smaller organizations. ### Which Big Data Processing and Distribution platform has better integrations? SAS Viya is favored for integrations, with more reviewer-cited integration strengths and higher all-time mention counts. - **Databricks:** Integrates with Git (30 all-time mentions), Tableau (10), and GitHub (7); reviewers highlight broad data source connectivity and ease of integrating with external tools. - **SAS Viya:** Integrates with Python (93 all-time mentions), SAS Studio (31), and Microsoft Excel (2); integrations and easy integrations are cited in 108 and 104 reviews respectively. ### How do Databricks and SAS Viya compare on customer support? Databricks and SAS Viya are rated closely on Quality of Support, with Databricks at 8.8 and SAS Viya at 8.4, indicating near parity. - **Databricks:** Reviewers describe helpful support teams, smooth onboarding, and responsive assistance during setup and troubleshooting. - **SAS Viya:** Reviewers mention a well-structured support system, knowledgeable onboarding teams, and quick response times, though some note reliance on bots for customer service. ### Which is easier to implement, Databricks or SAS Viya? Databricks scores slightly higher on Ease of Setup (8.4 vs. 8.1), with reviewers describing a smoother initial implementation experience. - **Databricks:** Reviewers frequently cite straightforward setup, efficient onboarding, and minimal configuration hurdles, especially for cloud deployments. - **SAS Viya:** Reviewers note easy setup in many cases, but some mention complex infrastructure requirements and a steeper learning curve for initial configuration, particularly in larger environments. ### Which product has better Data? Databricks and SAS Viya are both highly rated for Data, with SAS Viya having more reviewer-cited mentions for analytics and data analysis. - **Databricks:** Reviewers highlight unified data management, strong governance, and efficient data processing; Meets Requirements score is 9.0. - **SAS Viya:** Analytics (196 all-time mentions), data analysis (166), and data visualization (116) are frequently cited; Meets Requirements score is 8.5. | | Databricks | SAS Viya | |---|---|---| | **Star Rating** | 4.6 out of 5 | 4.3 out of 5 | | **Total Reviews** | 1,362 | 818 | | **Largest Market Segment** | Enterprise (48.1% of reviews) | Small-Business (34.7% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | --- ## Top Pros & Cons ### Databricks Pros: - Features (192 reviews) - Integrations (189 reviews) Cons: - Learning Curve (78 reviews) - Expensive (71 reviews) ### SAS Viya Pros: - Ease of Use (234 reviews) - Features (175 reviews) Cons: - Learning Difficulty (105 reviews) - Complexity (103 reviews) --- ## Ratings Comparison | Rating | Databricks | SAS Viya | |---|---|---| | **Meets Requirements** | 9.0 (664 reviews) | 8.5 (562 reviews) | | **Ease of Use** | 8.8 (1036 reviews) | 8.2 (651 reviews) | | **Ease of Setup** | 8.4 (885 reviews) | 8.1 (501 reviews) | | **Ease of Admin** | 8.4 (194 reviews) | 7.6 (159 reviews) | | **Quality of Support** | 8.7 (645 reviews) | 8.4 (532 reviews) | | **Has the product been a good partner in doing business?** | 8.9 (198 reviews) | 8.2 (162 reviews) | | **Product Direction (% positive)** | 9.6 (645 reviews) | 8.9 (557 reviews) | --- ## Pricing ### Databricks #### Entry-Level Pricing No pricing available #### Free Trial Yes ### SAS Viya #### Entry-Level Pricing No pricing available #### Free Trial Yes --- ## Features Comparison By Category ### Business Intelligence | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.6/10 | 393 | | **SAS Viya** | N/A | N/A | #### Reports | Feature | Databricks | SAS Viya | |---|---|---| | **Reports Interface** | 9.1 (25 reviews) | 8.5 (268 reviews) | | **Steps to Answer** | 8.3 (20 reviews) | 8.1 (244 reviews) | | **Graphs and Charts** | 9.2 (23 reviews) | 8.5 (249 reviews) | | **Score Cards** | 8.8 (16 reviews) | 8.1 (239 reviews) | | **Dashboards** | 9.2 (29 reviews) | 8.5 (245 reviews) | | **Customizable Reports** | Not enough data | Not enough data | | **Marketing Reports** | Not enough data | Not enough data | | **Sales Reports** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Interactive Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Customizable Dashboard** | Not enough data | Not enough data | #### Self Service | Feature | Databricks | SAS Viya | |---|---|---| | **Calculated Fields** | 8.6 (17 reviews) | 8.3 (237 reviews) | | **Data Column Filtering** | 8.8 (20 reviews) | 8.4 (237 reviews) | | **Data Discovery** | 9.1 (23 reviews) | 8.5 (240 reviews) | | **Search** | 8.6 (20 reviews) | 8.1 (234 reviews) | | **Collaboration / Workflow** | 9.0 (21 reviews) | 8.2 (239 reviews) | | **Automodeling** | 8.9 (15 reviews) | 8.3 (232 reviews) | | **Natural Language Search** | Not enough data | Not enough data | | **Visual Discovery** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | #### Advanced Analytics | Feature | Databricks | SAS Viya | |---|---|---| | **Predictive Analytics** | 9.0 (18 reviews) | 8.5 (244 reviews) | | **Data Visualization** | 9.1 (24 reviews) | 8.8 (245 reviews) | | **Big Data Services** | 9.6 (28 reviews) | 8.6 (251 reviews) | | **Real-Time Analytics** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | #### Building Reports | Feature | Databricks | SAS Viya | |---|---|---| | **Data Transformation** | 9.3 (222 reviews) | 8.5 (204 reviews) | | **Data Modeling** | 9.0 (221 reviews) | 8.5 (198 reviews) | | **WYSIWYG Report Design** | 7.8 (173 reviews) | 7.8 (195 reviews) | | **Integration APIs** | 8.7 (223 reviews) | 8.0 (198 reviews) | | **Real-Time Data** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | #### Platform | Feature | Databricks | SAS Viya | |---|---|---| | **Mobile User Support** | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | | **Mobile Access** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Customizable Branding** | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Real-Time Reporting** | Not enough data | Not enough data | | **Publishing/Sharing** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Strategic Planning** | Not enough data | Not enough data | | **Self Service Data Preparation** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Text Analysis** | Not enough data | Not enough data | | **Real-Time Monitoring** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Widgets** | Not enough data | Not enough data | | **Benchmarking** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **Trend/Problem Indicators** | Not enough data | Not enough data | | **Customizable Templates** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Profitability Analysis** | Not enough data | Not enough data | | **OLAP** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Key Performance Indicators** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Role-Based Permissions** | Not enough data | Not enough data | | **Data Mining** | Not enough data | Not enough data | | **Forecasting** | Not enough data | Not enough data | | **Ad hoc Query** | Not enough data | Not enough data | ### Data Visualization | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.1/10 | 41 | | **SAS Viya** | N/A | N/A | #### Reports | Feature | Databricks | SAS Viya | |---|---|---| | **Reports Interface** | 9.1 (25 reviews) | 8.5 (268 reviews) | | **Steps to Answer** | 8.3 (20 reviews) | 8.1 (244 reviews) | | **Graphs and Charts** | 9.2 (23 reviews) | 8.5 (249 reviews) | | **Score Cards** | 8.8 (16 reviews) | 8.1 (239 reviews) | | **Dashboards** | 9.2 (29 reviews) | 8.5 (245 reviews) | | **Customizable Reports** | Not enough data | Not enough data | | **Marketing Reports** | Not enough data | Not enough data | | **Sales Reports** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Interactive Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Customizable Dashboard** | Not enough data | Not enough data | #### Reports | Feature | Databricks | SAS Viya | |---|---|---| | **Reports Interface** | Not enough data | Not enough data | | **Share Reports** | Not enough data | Not enough data | | **Steps to Answer** | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | #### Visualization | Feature | Databricks | SAS Viya | |---|---|---| | **Graphs and Charts** | Not enough data | Not enough data | | **Score Cards** | Not enough data | Not enough data | | **Dashboards** | Not enough data | Not enough data | | **Formats** | Not enough data | Not enough data | | **Mobile Dashboards** | Not enough data | Not enough data | | **Public Dashboards** | Not enough data | Not enough data | | **Private Dashboards** | Not enough data | Not enough data | #### Data Updates | Feature | Databricks | SAS Viya | |---|---|---| | **Historical Snapshots** | Not enough data | Not enough data | | **Real-Time Updating** | Not enough data | Not enough data | #### Collaboration | Feature | Databricks | SAS Viya | |---|---|---| | **Sharing** | Not enough data | Not enough data | | **Co-Editing** | Not enough data | Not enough data | | **Devices** | Not enough data | Not enough data | #### Data Updates | Feature | Databricks | SAS Viya | |---|---|---| | **Historical Snapshots** | Not enough data | Not enough data | | **Real-Time Updating** | Not enough data | Not enough data | | **Scheduled/Automated Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Data Management** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **KPI Monitoring** | Not enough data | Not enough data | | **Secure Data Storage** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Natural Language Search** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Real-Time Notifications** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Widgets** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Activity Tracking** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Customizable Branding** | Not enough data | Not enough data | | **Data Aggregation** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Customizable Templates** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Forecasting** | Not enough data | Not enough data | | **Interactive Elements** | Not enough data | Not enough data | | **Single Page View** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Functions/Calculations** | Not enough data | Not enough data | | **Historical Reporting** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **Visual Discovery** | Not enough data | Not enough data | | **Real-Time Updates** | Not enough data | Not enough data | | **Real-Time Reporting** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Relational Display** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **OLAP** | Not enough data | Not enough data | | **Ad hoc Query** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.2/10 | 398 | | **SAS Viya** | 8.3/10 | 342 | #### Reports | Feature | Databricks | SAS Viya | |---|---|---| | **Reports Interface** | 9.1 (25 reviews) | 8.5 (268 reviews) | | **Steps to Answer** | 8.3 (20 reviews) | 8.1 (244 reviews) | | **Graphs and Charts** | 9.2 (23 reviews) | 8.5 (249 reviews) | | **Score Cards** | 8.8 (16 reviews) | 8.1 (239 reviews) | | **Dashboards** | 9.2 (29 reviews) | 8.5 (245 reviews) | | **Customizable Reports** | Not enough data | Not enough data | | **Marketing Reports** | Not enough data | Not enough data | | **Sales Reports** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Interactive Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Customizable Dashboard** | Not enough data | Not enough data | #### Data Preparation | Feature | Databricks | SAS Viya | |---|---|---| | **Connectors** | 9.4 (13 reviews) | 8.4 (219 reviews) | | **Data Governance** | 9.1 (15 reviews) | 8.4 (219 reviews) | #### Data Modeling and Blending | Feature | Databricks | SAS Viya | |---|---|---| | **Data Querying** | 9.4 (13 reviews) | 8.5 (215 reviews) | | **Data Filtering** | 9.3 (12 reviews) | 8.7 (215 reviews) | | **Data Blending** | 9.3 (14 reviews) | 8.5 (219 reviews) | | **Data Capture and Transfer** | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | 9.4 (14 reviews) | Feature Not Available | | **AI Text Summarization** | 9.5 (11 reviews) | Feature Not Available | | **Generative AI** | Not enough data | Not enough data | #### Agentic AI - Analytics Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **Autonomous Task Execution** | 9.2 (13 reviews) | 7.9 (100 reviews) | | **Multi-step Planning** | 9.3 (10 reviews) | 7.9 (98 reviews) | | **Cross-system Integration** | 9.1 (11 reviews) | 8.1 (99 reviews) | | **Adaptive Learning** | 9.1 (11 reviews) | 8.1 (97 reviews) | | **Natural Language Interaction** | 9.0 (12 reviews) | 7.9 (98 reviews) | | **Proactive Assistance** | 9.8 (11 reviews) | 7.8 (97 reviews) | | **Decision Making** | 9.7 (10 reviews) | 8.1 (97 reviews) | | **Third-Party Integrations** | Not enough data | Not enough data | #### Self Service | Feature | Databricks | SAS Viya | |---|---|---| | **Calculated Fields** | 8.6 (17 reviews) | 8.3 (237 reviews) | | **Data Column Filtering** | 8.8 (20 reviews) | 8.4 (237 reviews) | | **Data Discovery** | 9.1 (23 reviews) | 8.5 (240 reviews) | | **Search** | 8.6 (20 reviews) | 8.1 (234 reviews) | | **Collaboration / Workflow** | 9.0 (21 reviews) | 8.2 (239 reviews) | | **Automodeling** | 8.9 (15 reviews) | 8.3 (232 reviews) | | **Natural Language Search** | Not enough data | Not enough data | | **Visual Discovery** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | #### Deployment & Integration - Analytics Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **No-code Dashboard Builder** | 8.8 (13 reviews) | 8.4 (101 reviews) | | **Report Scheduling and Automation** | 9.5 (13 reviews) | 8.4 (100 reviews) | | **Embedded Analytics and White-labeling** | 9.2 (11 reviews) | 8.2 (95 reviews) | | **Data Source Connectivity** | 9.5 (13 reviews) | 8.4 (101 reviews) | | **Multiple Data Sources** | Not enough data | Not enough data | | **Query Builder** | Not enough data | Not enough data | #### Advanced Analytics | Feature | Databricks | SAS Viya | |---|---|---| | **Predictive Analytics** | 9.0 (18 reviews) | 8.5 (244 reviews) | | **Data Visualization** | 9.1 (24 reviews) | 8.8 (245 reviews) | | **Big Data Services** | 9.6 (28 reviews) | 8.6 (251 reviews) | | **Real-Time Analytics** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | #### Performance & Scalability - Analytics Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **Large data handling and Query Speed** | 9.5 (17 reviews) | 8.6 (126 reviews) | | **Concurrent User Support** | 9.8 (9 reviews) | 8.4 (100 reviews) | | **Database Support** | Not enough data | Not enough data | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **Data Modeling and Governance** | 9.4 (15 reviews) | 8.5 (105 reviews) | | **Notebook and Script Integration** | 8.8 (14 reviews) | 8.5 (108 reviews) | | **Built-in Predictive and Statistical Models** | 9.2 (11 reviews) | 8.6 (105 reviews) | #### Agentic AI Capabilities - Analytics Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **Auto-generated Insights and Narratives** | 9.2 (12 reviews) | 7.9 (97 reviews) | | **Natural Language Queries** | 9.4 (15 reviews) | 8.0 (95 reviews) | | **Proactive KPI Monitoring and Alerts** | 9.4 (11 reviews) | 8.1 (94 reviews) | | **AI Agents for Analytical Follow-ups** | 9.2 (13 reviews) | 7.9 (94 reviews) | #### Personalized Intelligence - Analytics Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **Behavioral Learning for Contextual Query Refinement** | 9.5 (11 reviews) | 8.1 (95 reviews) | | **Role-based Insight Personalization** | 8.7 (13 reviews) | 8.0 (94 reviews) | | **Conversational and Prompt-based Analytics** | 9.0 (12 reviews) | 7.9 (96 reviews) | | **Ad hoc Query** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | #### Building Reports | Feature | Databricks | SAS Viya | |---|---|---| | **Data Transformation** | 9.3 (222 reviews) | 8.5 (204 reviews) | | **Data Modeling** | 9.0 (221 reviews) | 8.5 (198 reviews) | | **WYSIWYG Report Design** | 7.8 (173 reviews) | 7.8 (195 reviews) | | **Integration APIs** | 8.7 (223 reviews) | 8.0 (198 reviews) | | **Real-Time Data** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Drag & Drop** | Not enough data | Not enough data | | **Secure Data Storage** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Customizable Branding** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Real-Time Reporting** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | | **Forecasting** | Not enough data | Not enough data | | **Data Storage Management** | Not enough data | Not enough data | | **Ad hoc Analysis** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Data Migration** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Self Service Data Preparation** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Sentiment Analysis** | Not enough data | Not enough data | | **User Management** | Not enough data | Not enough data | | **Sales Trend Analysis** | Not enough data | Not enough data | | **Charting** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Widgets** | Not enough data | Not enough data | | **Storytelling** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Financing Management** | Not enough data | Not enough data | | **Self-service Analytics** | Not enough data | Not enough data | | **KPI Monitoring** | Not enough data | Not enough data | | **Dashboard** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Data Integration** | Not enough data | Not enough data | | **Scorecards** | Not enough data | Not enough data | | **Data Management** | Not enough data | Not enough data | | **Task Management** | Not enough data | Not enough data | | **Progress Tracking** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Profitability Analysis** | Not enough data | Not enough data | | **Project Tracking** | Not enough data | Not enough data | | **Strategic Planning** | Not enough data | Not enough data | | **Goal Setting/Tracking** | Not enough data | Not enough data | | **Publishing/Sharing** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Real-Time Monitoring** | Not enough data | Not enough data | | **Templates** | Not enough data | Not enough data | | **Mobile Access** | Not enough data | Not enough data | | **Customizable Templates** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Financial Reporting** | Not enough data | Not enough data | | **Audit Management** | Not enough data | Not enough data | | **OLAP** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | ### Application Development Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Continuous Integration** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Backup and Recovery** | Not enough data | Not enough data | | **Multiple Programming Languages Supported** | Not enough data | Not enough data | | **Continuous Deployment** | Not enough data | Not enough data | | **Code Development** | Not enough data | Not enough data | | **For No-Code Development** | Not enough data | Not enough data | | **Version Control** | Not enough data | Not enough data | | **Configurable Workflow** | Not enough data | Not enough data | | **Graphical User Interface** | Not enough data | Not enough data | | **For Low-Code Development** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **UI Prototyping** | Not enough data | Not enough data | | **Source Control** | Not enough data | Not enough data | | **Software Development** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Web App Development** | Not enough data | Not enough data | | **Custom Development** | Not enough data | Not enough data | | **Code Repository Integration** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **Mobile Development** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Game Development** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Application Security** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Automated Testing** | Not enough data | Not enough data | | **Integrated Development Environment** | Not enough data | Not enough data | | **Offline Access** | Not enough data | Not enough data | | **Debugging** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Compatibility Testing** | Not enough data | Not enough data | | **Pre-built Templates** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Data Modeling** | Not enough data | Not enough data | | **Customizable Branding** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Code Editing** | Not enough data | Not enough data | #### Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Ease of Use** | Not enough data | Not enough data | | **File Management** | Not enough data | Not enough data | | **Multi-Language Support** | Not enough data | Not enough data | | **Customization** | Not enough data | Not enough data | | **Straight-Out-the-Box Functionality** | Not enough data | Not enough data | | **Help Guides** | Not enough data | Not enough data | | **Patching & Updates** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Change Management** | Not enough data | Not enough data | | **Deployment Management** | Not enough data | Not enough data | | **Performance Management** | Not enough data | Not enough data | | **Compliance Management** | Not enough data | Not enough data | | **Lifecycle Management** | Not enough data | Not enough data | | **Task Management** | Not enough data | Not enough data | | **Document Management** | Not enough data | Not enough data | | **Database Support** | Not enough data | Not enough data | ### Artificial Intelligence | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Tagging** | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Multi-Language** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Speech Recognition** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Data Storage Management** | Not enough data | Not enough data | | **Virtual Personal Assistant (VPA)** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Customer Segmentation** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **For eCommerce** | Not enough data | Not enough data | | **Role-Based Permissions** | Not enough data | Not enough data | | **Customizable Branding** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Document Management** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Machine Learning** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Alerts/Escalation** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Mobile App** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **For Sales Teams/Organizations** | Not enough data | Not enough data | | **Sentiment Analysis** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Chatbot** | Not enough data | Not enough data | | **Workflow Automation** | Not enough data | Not enough data | ### Data Management Software | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Data Cleansing** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Data Verification** | Not enough data | Not enough data | | **Information Governance** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Data Migration** | Not enough data | Not enough data | | **Behavior Analytics** | Not enough data | Not enough data | | **Real-Time Reporting** | Not enough data | Not enough data | | **Interactive queries** | Not enough data | Not enough data | | **Audit Trail** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Document Storage** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **User Management** | Not enough data | Not enough data | | **AI/Machine Learning** | Not enough data | Not enough data | | **Master Data Management** | Not enough data | Not enough data | | **Task Scheduling** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Customer Database** | Not enough data | Not enough data | | **Audit Management** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Full Text Search** | Not enough data | Not enough data | | **Compliance Management** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **Data Quality Control** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Automatic Backup** | Not enough data | Not enough data | | **Activity Tracking** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **Data Analysis Tools** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **Secure Data Storage** | Not enough data | Not enough data | | **Data Integration** | Not enough data | Not enough data | | **Database Support** | Not enough data | Not enough data | ### Generative AI | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Code Generation** | Not enough data | Not enough data | | **Text to Image** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | | **Virtual Characters and Avatars** | Not enough data | Not enough data | | **Content Generation** | Not enough data | Not enough data | | **Personalization and Recommendation** | Not enough data | Not enough data | | **Conditional Generation** | Not enough data | Not enough data | | **Transformer Model** | Not enough data | Not enough data | | **Automated Image & Video Editing** | Not enough data | Not enough data | | **Interactive and Co-Creative Systems** | Not enough data | Not enough data | | **Text Summarization** | Not enough data | Not enough data | | **Data Augmentation** | Not enough data | Not enough data | | **Variation Autoencoder Models** | Not enough data | Not enough data | | **Adversarial Training** | Not enough data | Not enough data | | **Transfer Learning and Fine-tuning** | Not enough data | Not enough data | | **Simulation and Scenario Generation** | Not enough data | Not enough data | | **Creative Design** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Prompt Engineering** | Not enough data | Not enough data | | **Foundation Model** | Not enough data | Not enough data | ### Data Preparation | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 8.5/10 | 131 | #### Data Source Access | Feature | Databricks | SAS Viya | |---|---|---| | **Breadth of Data Sources** | Not enough data | 8.5 (118 reviews) | | **Ease of Data Connectivity** | Not enough data | 8.4 (120 reviews) | | **API Connectivity** | Not enough data | 8.2 (115 reviews) | #### Data Interaction | Feature | Databricks | SAS Viya | |---|---|---| | **Profiling and Classification** | Not enough data | 8.5 (116 reviews) | | **Metadata Management** | Not enough data | 8.2 (115 reviews) | | **Data Modeling** | Not enough data | 8.4 (115 reviews) | | **Data Joining** | Not enough data | 8.8 (114 reviews) | | **Data Blending** | Not enough data | 8.8 (115 reviews) | | **Data Quality and Cleansing** | Not enough data | 8.8 (116 reviews) | | **Data Sharing** | Not enough data | 8.4 (113 reviews) | | **Data Governance** | Not enough data | 8.6 (114 reviews) | #### Data Exporting | Feature | Databricks | SAS Viya | |---|---|---| | **Breadth of Integrations** | Not enough data | 8.4 (115 reviews) | | **Ease of Integrations** | Not enough data | 8.3 (116 reviews) | | **Data Workflows** | Not enough data | 8.5 (112 reviews) | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | Not enough data | Feature Not Available | | **Generative AI** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Data Analysis Tools** | Not enough data | Not enough data | | **AI/Machine Learning** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **ETL** | Not enough data | Not enough data | | **Big Data Analytics** | Not enough data | Not enough data | | **Data Quality Control** | Not enough data | Not enough data | ### Event Stream Processing | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 8.3/10 | 17 | #### Data | Feature | Databricks | SAS Viya | |---|---|---| | **Data Processing** | Not enough data | 8.6 (12 reviews) | | **Data Sources** | Not enough data | 8.6 (12 reviews) | | **Integration** | Not enough data | 8.2 (13 reviews) | | **Real-Time Processing** | Not enough data | 8.5 (12 reviews) | #### Analytics | Feature | Databricks | SAS Viya | |---|---|---| | **Reporting & Analytics** | Not enough data | 7.9 (12 reviews) | ### Data Governance | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.8/10 | 143 | | **SAS Viya** | 8.6/10 | 36 | #### Administration | Feature | Databricks | SAS Viya | |---|---|---| | **Data Modelling** | 8.8 (104 reviews) | 8.5 (29 reviews) | | **Recommendations** | 8.6 (95 reviews) | 8.6 (28 reviews) | | **Workflow Management** | 9.0 (99 reviews) | 8.3 (28 reviews) | | **Dashboards and Visualizations** | 8.8 (106 reviews) | 8.9 (30 reviews) | | **Configurable Workflow** | Not enough data | Not enough data | | **Rules-Based Workflow** | Not enough data | Not enough data | #### Management | Feature | Databricks | SAS Viya | |---|---|---| | **Business Glossary** | 8.5 (89 reviews) | 8.2 (29 reviews) | | **Data Discovery** | 8.7 (90 reviews) | 8.5 (29 reviews) | | **Data Profililng** | 8.7 (90 reviews) | 8.7 (29 reviews) | | **Reporting and Visualization** | 8.5 (89 reviews) | 9.0 (27 reviews) | | **Data Lineage** | 8.8 (90 reviews) | 8.0 (29 reviews) | | **Data Visualization** | Not enough data | Not enough data | #### Compliance | Feature | Databricks | SAS Viya | |---|---|---| | **Sensitive Data Compliance** | 8.9 (101 reviews) | 8.4 (28 reviews) | | **Training and Guidelines** | 8.6 (96 reviews) | Feature Not Available | | **Policy Enforcement** | 8.9 (101 reviews) | 8.5 (28 reviews) | | **Compliance Monitoring** | 8.7 (97 reviews) | 8.6 (28 reviews) | | **Real-Time Monitoring** | Not enough data | Not enough data | #### Security | Feature | Databricks | SAS Viya | |---|---|---| | **Access Control** | 9.0 (95 reviews) | 8.7 (29 reviews) | | **Roles Management** | 8.9 (88 reviews) | 8.4 (26 reviews) | | **Compliance Management** | 8.8 (88 reviews) | Feature Not Available | | **Deletion Management** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **User Management** | Not enough data | Not enough data | | **Process Management** | Not enough data | Not enough data | | **Audit Management** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | #### Data Quality | Feature | Databricks | SAS Viya | |---|---|---| | **Data Preparation** | 9.0 (98 reviews) | 8.7 (30 reviews) | | **Data Distribution** | 8.8 (96 reviews) | 8.7 (28 reviews) | | **Data Unification** | 9.1 (103 reviews) | 8.4 (29 reviews) | #### Maintainence | Feature | Databricks | SAS Viya | |---|---|---| | **Data Quality Management** | 8.8 (87 reviews) | 8.5 (27 reviews) | | **Policy Management** | 8.8 (86 reviews) | Feature Not Available | | **Data Storage Management** | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | 8.4 (84 reviews) | 8.2 (28 reviews) | | **AI Text Summarization** | 8.5 (83 reviews) | 8.1 (28 reviews) | | **Generative AI** | Not enough data | Not enough data | #### Agentic AI - Data Governance | Feature | Databricks | SAS Viya | |---|---|---| | **Autonomous Task Execution** | 8.8 (12 reviews) | 9.2 (10 reviews) | | **Multi-step Planning** | 9.0 (13 reviews) | 9.3 (10 reviews) | | **Cross-system Integration** | 8.9 (17 reviews) | 9.3 (10 reviews) | | **Adaptive Learning** | 8.7 (14 reviews) | 9.3 (10 reviews) | | **Natural Language Interaction** | 9.2 (14 reviews) | 9.2 (10 reviews) | | **Decision Making** | 9.1 (15 reviews) | 9.2 (10 reviews) | | **Third-Party Integrations** | Not enough data | Not enough data | | **Active Directory Integration** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **AI Copilot** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Data Migration** | Not enough data | Not enough data | | **Archiving & Retention** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **Audit Trail** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Data Profiling** | Not enough data | Not enough data | | **Authentication** | Not enough data | Not enough data | | **Role-Based Permissions** | Not enough data | Not enough data | | **Tagging** | Not enough data | Not enough data | | **Secure Data Storage** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **HIPAA Compliant** | Not enough data | Not enough data | | **SSL Security** | Not enough data | Not enough data | | **Risk Assessment** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Self Service Portal** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Document Storage** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Activity Tracking** | Not enough data | Not enough data | | **Automatic Backup** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | ### Statistical Analysis | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 8.9/10 | 150 | #### Administration | Feature | Databricks | SAS Viya | |---|---|---| | **Quality Control** | Not enough data | 8.9 (138 reviews) | | **Data Sampling** | Not enough data | 8.9 (141 reviews) | | **Collaboration** | Not enough data | 8.8 (139 reviews) | | **Multiple Data Sources** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Statistical Process Control** | Not enough data | Not enough data | #### Capabilities | Feature | Databricks | SAS Viya | |---|---|---| | **Data Visualization** | Not enough data | 9.3 (147 reviews) | | **Survival Analysis** | Not enough data | 8.9 (141 reviews) | | **Risk Data Attributes** | Not enough data | 8.7 (138 reviews) | | **Cost Analysis** | Not enough data | 8.6 (135 reviews) | | **Multivariate Analysis** | Not enough data | Not enough data | | **What-if Analysis** | Not enough data | Not enough data | | **Statistical Analysis** | Not enough data | Not enough data | | **Bayesian Analysis** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Regression Analysis** | Not enough data | Not enough data | #### Methodology | Feature | Databricks | SAS Viya | |---|---|---| | **ANOVA Support** | Not enough data | 8.9 (141 reviews) | | **Regression** | Not enough data | 9.2 (143 reviews) | | **Time Series Analysis** | Not enough data | 9.1 (141 reviews) | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Feature Not Available | | **Generative AI** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Compliance Tracking** | Not enough data | Not enough data | | **Real-Time Reporting** | Not enough data | Not enough data | | **Statistical Simulation** | Not enough data | Not enough data | | **Forecasting** | Not enough data | Not enough data | | **Neural Network Modeling** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Self Service Data Preparation** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Data Transformation** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Association Discovery** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Customization** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Data Clustering** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **SSL Security** | Not enough data | Not enough data | | **File Storage** | Not enough data | Not enough data | | **Decision Tree** | Not enough data | Not enough data | | **Multiple Scoring Models** | Not enough data | Not enough data | ### ETL Tools | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 216 | | **SAS Viya** | N/A | N/A | #### Management | Feature | Databricks | SAS Viya | |---|---|---| | **Reporting** | 8.6 (179 reviews) | Not enough data | | **Auditing** | 8.5 (168 reviews) | Not enough data | #### Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Extraction** | 9.1 (186 reviews) | Not enough data | | **Transformation** | 9.3 (191 reviews) | Not enough data | | **Loading** | 9.2 (181 reviews) | Not enough data | | **Automation** | 9.0 (176 reviews) | Not enough data | | **Scalability** | 9.1 (181 reviews) | Not enough data | | **Non-Relational Transformations** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Data Mapping** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Charting** | Not enough data | Not enough data | | **Integration Management** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Ad hoc Analysis** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Match & Merge** | Not enough data | Not enough data | | **Real-Time Monitoring** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | | **Pipeline Management** | Not enough data | Not enough data | | **Job Scheduling** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Data Storage Management** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **Data Quality Control** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Version Control** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **Accounting Integration** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **eCommerce Management** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **CRM** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **SSL Security** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Performance Management** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Data Replication** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Database Support** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Data Migration** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Data Analysis Tools** | Not enough data | Not enough data | ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 99 | | **SAS Viya** | 8.3/10 | 16 | #### Deployment | Feature | Databricks | SAS Viya | |---|---|---| | **Language Flexibility** | 9.0 (70 reviews) | 8.2 (14 reviews) | | **Framework Flexibility** | 8.9 (69 reviews) | 8.1 (15 reviews) | | **Versioning** | 9.0 (72 reviews) | 8.2 (14 reviews) | | **Ease of Deployment** | 9.0 (74 reviews) | 8.6 (15 reviews) | | **Scalability** | 9.0 (73 reviews) | 8.2 (15 reviews) | #### Deployment | Feature | Databricks | SAS Viya | |---|---|---| | **Language Flexibility** | 9.0 (67 reviews) | 8.2 (15 reviews) | | **Framework Flexibility** | 8.8 (67 reviews) | 8.5 (14 reviews) | | **Versioning** | 8.7 (72 reviews) | 8.3 (14 reviews) | | **Ease of Deployment** | 9.0 (73 reviews) | 8.2 (15 reviews) | | **Scalability** | 9.0 (71 reviews) | 8.8 (14 reviews) | #### Management | Feature | Databricks | SAS Viya | |---|---|---| | **Cataloging** | 9.0 (71 reviews) | 7.7 (14 reviews) | | **Monitoring** | 8.9 (71 reviews) | 8.5 (14 reviews) | | **Governing** | 9.2 (68 reviews) | 8.6 (14 reviews) | | **Model Registry** | 9.0 (74 reviews) | 8.4 (15 reviews) | #### Operations | Feature | Databricks | SAS Viya | |---|---|---| | **Metrics** | 8.8 (67 reviews) | 8.7 (15 reviews) | | **Infrastructure management** | 8.9 (67 reviews) | 8.0 (15 reviews) | | **Collaboration** | 9.1 (70 reviews) | 8.8 (15 reviews) | #### Management | Feature | Databricks | SAS Viya | |---|---|---| | **Cataloging** | 8.9 (67 reviews) | 8.1 (14 reviews) | | **Monitoring** | 8.8 (65 reviews) | 8.2 (15 reviews) | | **Governing** | 9.1 (64 reviews) | 8.1 (14 reviews) | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | 8.6 (34 reviews) | Feature Not Available | | **AI Text Summarization** | 8.5 (33 reviews) | Feature Not Available | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.7/10 | 242 | | **SAS Viya** | 8.0/10 | 103 | #### System | Feature | Databricks | SAS Viya | |---|---|---| | **Data Ingestion & Wrangling** | 8.9 (186 reviews) | 8.4 (81 reviews) | | **Real-Time Data** | Not enough data | Not enough data | #### Model Development | Feature | Databricks | SAS Viya | |---|---|---| | **Language Support** | 8.8 (192 reviews) | 8.1 (96 reviews) | | **Drag and Drop** | 8.0 (197 reviews) | 8.6 (89 reviews) | | **Pre-Built Algorithms** | 8.4 (192 reviews) | 8.3 (89 reviews) | | **Model Training** | 8.8 (204 reviews) | 8.7 (89 reviews) | | **Database Support** | Not enough data | Not enough data | | **Multi-Language** | Not enough data | Not enough data | #### Model Development | Feature | Databricks | SAS Viya | |---|---|---| | **Feature Engineering** | 8.5 (177 reviews) | 8.4 (78 reviews) | #### Machine/Deep Learning Services | Feature | Databricks | SAS Viya | |---|---|---| | **Computer Vision** | 8.2 (181 reviews) | 7.5 (83 reviews) | | **Natural Language Processing** | 8.6 (189 reviews) | 7.7 (85 reviews) | | **Natural Language Generation** | 8.3 (178 reviews) | 7.3 (83 reviews) | | **Artificial Neural Networks** | 8.2 (177 reviews) | 8.1 (85 reviews) | #### Machine/Deep Learning Services | Feature | Databricks | SAS Viya | |---|---|---| | **Natural Language Understanding** | 8.4 (163 reviews) | 7.8 (77 reviews) | | **Deep Learning** | 8.5 (166 reviews) | 8.0 (79 reviews) | #### Deployment | Feature | Databricks | SAS Viya | |---|---|---| | **Managed Service** | 8.6 (186 reviews) | 8.2 (87 reviews) | | **Application** | 8.8 (187 reviews) | 8.0 (84 reviews) | | **Scalability** | 9.0 (197 reviews) | 8.2 (89 reviews) | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Customizable Reports** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Semantic Search** | Not enough data | Not enough data | | **Data Storage Management** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Statistical Analysis** | Not enough data | Not enough data | | **Categorization/Grouping** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Data Profiling** | Not enough data | Not enough data | | **Linked Data Management** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Sentiment Analysis** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Ad hoc Analysis** | Not enough data | Not enough data | | **Text Mining** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Predictive Modeling** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **Configurable Workflow** | Not enough data | Not enough data | | **Tagging** | Not enough data | Not enough data | | **Endpoint Management** | Not enough data | Not enough data | | **No-Code** | Not enough data | Not enough data | | **Data Preparation** | Not enough data | Not enough data | | **Auditing** | Not enough data | Not enough data | | **Big Data Analytics** | Not enough data | Not enough data | | **ML Algorithm Library** | Not enough data | Not enough data | | **Data Management** | Not enough data | Not enough data | | **Activity Tracking** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | 8.3 (91 reviews) | Feature Not Available | | **AI Text Summarization** | 8.5 (91 reviews) | Feature Not Available | | **AI Text-to-Image** | 7.7 (90 reviews) | Feature Not Available | | **Generative AI** | Not enough data | Not enough data | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **Autonomous Task Execution** | 9.4 (13 reviews) | 7.9 (33 reviews) | | **Multi-step Planning** | 8.9 (11 reviews) | 7.5 (33 reviews) | | **Cross-system Integration** | 8.8 (13 reviews) | 7.8 (33 reviews) | | **Adaptive Learning** | 9.1 (11 reviews) | 7.3 (33 reviews) | | **Natural Language Interaction** | 9.4 (14 reviews) | 7.5 (33 reviews) | | **Proactive Assistance** | 9.5 (10 reviews) | 7.5 (33 reviews) | | **Decision Making** | 9.5 (11 reviews) | 7.7 (33 reviews) | | **Third-Party Integrations** | Not enough data | Not enough data | ### FP&A (Financial Planning & Analysis) | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 8.2/10 | 12 | #### Financial Planning | Feature | Databricks | SAS Viya | |---|---|---| | **Extended Planning** | Not enough data | 7.8 (10 reviews) | | **Reporting** | Not enough data | 8.2 (10 reviews) | | **Integration** | Not enough data | 8.5 (10 reviews) | | **Self-Service Reporting** | Not enough data | Not enough data | #### Agentic AI - FP&A (Financial Planning & Analysis) | Feature | Databricks | SAS Viya | |---|---|---| | **Proactive Assistance** | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | #### Financial Insight | Feature | Databricks | SAS Viya | |---|---|---| | **Budgeting** | Not enough data | 8.0 (10 reviews) | | **Forecasting** | Not enough data | 8.8 (10 reviews) | | **Planning** | Not enough data | 7.9 (11 reviews) | | **Budgeting/Forecasting** | Not enough data | Not enough data | #### Data | Feature | Databricks | SAS Viya | |---|---|---| | **Data Visualization** | Not enough data | 8.6 (11 reviews) | | **Data Analysis** | Not enough data | 8.5 (10 reviews) | | **Custom Reporting** | Not enough data | 8.2 (10 reviews) | | **Reporting Templates** | Not enough data | 8.5 (10 reviews) | | **Real-Time Data** | Not enough data | Not enough data | #### Status Communication | Feature | Databricks | SAS Viya | |---|---|---| | **Collaboration** | Not enough data | 7.8 (10 reviews) | | **Version Control** | Not enough data | 8.3 (11 reviews) | | **Real-Time Data Updates** | Not enough data | 8.2 (11 reviews) | | **Scorecards** | Not enough data | 8.5 (11 reviews) | | **Approval Process Control** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Predictive Analytics** | Not enough data | Not enough data | | **Multi-Language** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **Currency Management** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **User Management** | Not enough data | Not enough data | | **Project Management** | Not enough data | Not enough data | | **Risk Management** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **Audit Trail** | Not enough data | Not enough data | | **Tax Management** | Not enough data | Not enough data | | **Investment Management** | Not enough data | Not enough data | | **Transaction History** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Fixed Asset Management** | Not enough data | Not enough data | | **Mobile Access** | Not enough data | Not enough data | | **Transaction Monitoring** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Project Time Tracking** | Not enough data | Not enough data | | **Projections** | Not enough data | Not enough data | | **Consolidation/Roll-Up** | Not enough data | Not enough data | | **General Ledger** | Not enough data | Not enough data | | **Purchasing & Receiving** | Not enough data | Not enough data | | **Real-Time Monitoring** | Not enough data | Not enough data | | **Configurable Workflow** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Accounting** | Not enough data | Not enough data | | **Electronic Payments** | Not enough data | Not enough data | | **Revenue Recognition** | Not enough data | Not enough data | | **Invoice Management** | Not enough data | Not enough data | | **Compliance Management** | Not enough data | Not enough data | | **"What If" Scenarios** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Multi-Currency** | Not enough data | Not enough data | | **Planning Tools** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **Cash Management** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Bank Reconciliation** | Not enough data | Not enough data | | **Invoice Processing** | Not enough data | Not enough data | | **Multi-Company** | Not enough data | Not enough data | | **For Investors & Traders** | Not enough data | Not enough data | | **Expense Tracking** | Not enough data | Not enough data | | **Purchase Order Management** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Billing & Invoicing** | Not enough data | Not enough data | | **Receipt Management** | Not enough data | Not enough data | | **Profit/Loss Statement** | Not enough data | Not enough data | | **Income & Balance Sheet** | Not enough data | Not enough data | | **Cash Flow Management** | Not enough data | Not enough data | ### Data Warehouse | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.9/10 | 238 | | **SAS Viya** | N/A | N/A | #### Data Management | Feature | Databricks | SAS Viya | |---|---|---| | **Data Integration** | 9.1 (201 reviews) ✓ Verified | Not enough data | | **Data Compression** | 8.9 (186 reviews) ✓ Verified | Not enough data | | **Data Quality** | 8.9 (192 reviews) ✓ Verified | Not enough data | | **Built-In Data Analytics** | 8.8 (187 reviews) ✓ Verified | Not enough data | | **In-Database Machine Learning** | 8.7 (174 reviews) ✓ Verified | Not enough data | | **Data Lake Analytics** | 9.1 (177 reviews) ✓ Verified | Not enough data | | **ETL - Extract Transfer Load** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | #### Integration | Feature | Databricks | SAS Viya | |---|---|---| | **AI/ ML Integration** | 8.9 (189 reviews) ✓ Verified | Not enough data | | **BI Tool Integration** | 8.8 (174 reviews) ✓ Verified | Not enough data | | **Data lake Integration** | 9.1 (186 reviews) ✓ Verified | Not enough data | #### Deployment | Feature | Databricks | SAS Viya | |---|---|---| | **On-Premise** | 8.0 (161 reviews) ✓ Verified | Not enough data | | **Cloud** | 9.2 (188 reviews) ✓ Verified | Not enough data | #### Performance | Feature | Databricks | SAS Viya | |---|---|---| | **Scalability** | 9.2 (192 reviews) ✓ Verified | Not enough data | #### Security | Feature | Databricks | SAS Viya | |---|---|---| | **Data Governance** | 8.9 (188 reviews) ✓ Verified | Not enough data | | **Data Security** | 8.9 (175 reviews) ✓ Verified | Not enough data | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | 8.6 (83 reviews) | Not enough data | | **AI Text Summarization** | 8.5 (81 reviews) | Not enough data | | **Generative AI** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Parallel Processing** | Not enough data | Not enough data | | **Ad hoc Analysis** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **In-Database Processing** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Real-Time Reporting** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Real-Time Monitoring** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Match & Merge** | Not enough data | Not enough data | | **Data Transformation** | Not enough data | Not enough data | | **Secure Data Storage** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Data Migration** | Not enough data | Not enough data | | **In-Memory Processing** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | ### Database Management Systems (DBMS) | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 8.9/10 | 31 | #### Management | Feature | Databricks | SAS Viya | |---|---|---| | **Data dictionary** | Not enough data | 8.8 (28 reviews) | | **Data Replication** | Not enough data | 9.0 (29 reviews) | | **Query Language** | Not enough data | 9.4 (29 reviews) | | **Data Modeling** | Not enough data | 8.9 (29 reviews) | | **Performance Analysis** | Not enough data | 8.9 (28 reviews) | | **Data Synchronization** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Data Storage Management** | Not enough data | Not enough data | #### Maintenance | Feature | Databricks | SAS Viya | |---|---|---| | **Data Migration** | Not enough data | 8.6 (27 reviews) | | **Backup and Recovery** | Not enough data | 8.9 (28 reviews) | | **Multi-User Environment** | Not enough data | 9.0 (27 reviews) | | **Automatic Backup** | Not enough data | Not enough data | | **Database Conversion** | Not enough data | Not enough data | #### Security | Feature | Databricks | SAS Viya | |---|---|---| | **Data Encryption** | Not enough data | 8.9 (29 reviews) | | **User Access Control** | Not enough data | 8.6 (29 reviews) | | **Mobile Access** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Workflow Management** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Relational Database Management** | Not enough data | Not enough data | | **SSL Security** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Customizable Templates** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Full Text Search** | Not enough data | Not enough data | | **Data Virtualization** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Customizable Fields** | Not enough data | Not enough data | | **Authentication** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Secure Data Storage** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Multiple Programming Languages Supported** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **User Management** | Not enough data | Not enough data | | **NOSQL Database Management** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Calendar Management** | Not enough data | Not enough data | | **Real-Time Monitoring** | Not enough data | Not enough data | | **Document Storage** | Not enough data | Not enough data | | **Audit Management** | Not enough data | Not enough data | | **Charting** | Not enough data | Not enough data | ### Decision Management Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 7.6/10 | 25 | #### Integration | Feature | Databricks | SAS Viya | |---|---|---| | **Data** | Not enough data | 8.0 (21 reviews) | | **Applications** | Not enough data | 8.3 (20 reviews) | #### Business Logic | Feature | Databricks | SAS Viya | |---|---|---| | **Authoring Business Logic** | Not enough data | 7.6 (20 reviews) | | **Testing Business Logic** | Not enough data | 7.4 (20 reviews) | | **Model Development** | Not enough data | 8.2 (20 reviews) | #### Management | Feature | Databricks | SAS Viya | |---|---|---| | **Catalog** | Not enough data | 7.8 (19 reviews) | | **Collaboration** | Not enough data | 7.6 (20 reviews) | #### Analytics | Feature | Databricks | SAS Viya | |---|---|---| | **Impact analysis** | Not enough data | 8.4 (21 reviews) | | **Simulation** | Not enough data | 7.8 (20 reviews) | #### Deployment | Feature | Databricks | SAS Viya | |---|---|---| | **Application Development** | Not enough data | 8.1 (20 reviews) | | **Integration** | Not enough data | 7.8 (18 reviews) | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Feature Not Available | #### Agentic AI - Decision Management Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **Autonomous Task Execution** | Not enough data | 7.9 (7 reviews) | | **Multi-step Planning** | Not enough data | 6.7 (7 reviews) | | **Cross-system Integration** | Not enough data | 6.9 (7 reviews) | | **Adaptive Learning** | Not enough data | 6.9 (7 reviews) | | **Natural Language Interaction** | Not enough data | 6.7 (7 reviews) | | **Proactive Assistance** | Not enough data | 6.7 (7 reviews) | | **Decision Making** | Not enough data | 7.9 (7 reviews) | ### DataOps Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.1/10 | 99 | | **SAS Viya** | N/A | N/A | #### Data Management | Feature | Databricks | SAS Viya | |---|---|---| | **Data Integration** | 9.1 (76 reviews) | Not enough data | | **Metadata** | 8.8 (77 reviews) | Not enough data | | **Self-service** | 8.9 (74 reviews) | Not enough data | | **Automated workflows** | 9.2 (75 reviews) | Not enough data | #### Agentic AI - DataOps Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **Autonomous Task Execution** | 9.4 (13 reviews) | Not enough data | | **Multi-step Planning** | 9.2 (11 reviews) | Not enough data | | **Cross-system Integration** | 9.3 (14 reviews) | Not enough data | | **Adaptive Learning** | 9.3 (12 reviews) | Not enough data | | **Decision Making** | 9.6 (12 reviews) | Not enough data | #### Analytics | Feature | Databricks | SAS Viya | |---|---|---| | **Analytics capabilities** | 9.0 (76 reviews) | Not enough data | | **Dasboard visualizations** | 8.6 (72 reviews) | Not enough data | #### Monitoring and Management | Feature | Databricks | SAS Viya | |---|---|---| | **Data Observability** | 8.7 (72 reviews) | Not enough data | | **Testing capabilities** | 8.7 (73 reviews) | Not enough data | #### Cloud Deployment | Feature | Databricks | SAS Viya | |---|---|---| | **Hybrid cloud support** | 9.1 (67 reviews) | Not enough data | | **Cloud migration capabilities** | 9.1 (69 reviews) | Not enough data | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | 9.0 (40 reviews) | Not enough data | | **AI Text Summarization** | 9.0 (40 reviews) | Not enough data | ### Text Analysis | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 7.9/10 | 22 | #### Setup | Feature | Databricks | SAS Viya | |---|---|---| | **Integration** | Not enough data | 7.8 (20 reviews) | | **Maintenance** | Not enough data | 7.5 (20 reviews) | | **No-Code** | Not enough data | 8.1 (20 reviews) | | **Third-Party Integrations** | Not enough data | Not enough data | #### Data | Feature | Databricks | SAS Viya | |---|---|---| | **Security** | Not enough data | 8.3 (21 reviews) | | **Data Visualization** | Not enough data | 8.7 (20 reviews) | | **Real-Time Data** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | #### Analysis | Feature | Databricks | SAS Viya | |---|---|---| | **Automation** | Not enough data | 8.4 (20 reviews) | | **Named entity recognition** | Not enough data | 8.0 (20 reviews) | | **Keyphrase Extraction** | Not enough data | 7.9 (19 reviews) | | **Topic Analysis** | Not enough data | 8.0 (20 reviews) | | **Sentiment Analysis** | Not enough data | 7.9 (19 reviews) | | **Language Identification** | Not enough data | 7.5 (19 reviews) | | **Syntax/Part of Speech Parsing** | Not enough data | 7.7 (19 reviews) | | **Multi-Language** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Text Analysis** | Not enough data | Not enough data | | **Qualitative Comparative Analysis** | Not enough data | Not enough data | | **Statistical Analysis** | Not enough data | Not enough data | | **User Research Analysis** | Not enough data | Not enough data | | **Ad hoc Analysis** | Not enough data | Not enough data | | **Quantitative Analysis** | Not enough data | Not enough data | #### Customization | Feature | Databricks | SAS Viya | |---|---|---| | **Pre-Built Parameterization** | Not enough data | 7.7 (19 reviews) | | **Custom Extension** | Not enough data | 7.4 (20 reviews) | | **Compositionality** | Not enough data | 8.2 (20 reviews) | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Feature Not Available | | **Generative AI** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Monitoring** | Not enough data | Not enough data | | **Activity Tracking** | Not enough data | Not enough data | | **Data Collection** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Computer Assisted Coding** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Mixed Methods Research** | Not enough data | Not enough data | | **Website Analytics** | Not enough data | Not enough data | | **Multimedia Support** | Not enough data | Not enough data | | **Media Analytics** | Not enough data | Not enough data | | **Categorization/Grouping** | Not enough data | Not enough data | | **Data Storage Management** | Not enough data | Not enough data | | **Feedback Management** | Not enough data | Not enough data | | **Tagging** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Annotations** | Not enough data | Not enough data | | **Customizable Branding** | Not enough data | Not enough data | | **Data Coding** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.6/10 | 13 | | **SAS Viya** | N/A | N/A | #### Scalability and Performance - Generative AI Infrastructure | Feature | Databricks | SAS Viya | |---|---|---| | **AI High Availability** | Not enough data | Not enough data | | **AI Model Training Scalability** | 10.0 (9 reviews) | Not enough data | | **AI Inference Speed** | 10.0 (5 reviews) | Not enough data | #### Cost and Efficiency - Generative AI Infrastructure | Feature | Databricks | SAS Viya | |---|---|---| | **AI Cost per API Call** | Not enough data | Not enough data | | **AI Resource Allocation Flexibility** | 8.6 (7 reviews) | Not enough data | | **AI Energy Efficiency** | Not enough data | Not enough data | #### Integration and Extensibility - Generative AI Infrastructure | Feature | Databricks | SAS Viya | |---|---|---| | **AI Multi-cloud Support** | 8.9 (6 reviews) | Not enough data | | **AI Data Pipeline Integration** | 10.0 (6 reviews) | Not enough data | | **AI API Support and Flexibility** | Not enough data | Not enough data | #### Security and Compliance - Generative AI Infrastructure | Feature | Databricks | SAS Viya | |---|---|---| | **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | | **AI Role-based Access Control** | Not enough data | Not enough data | | **AI Data Encryption** | Not enough data | Not enough data | #### Usability and Support - Generative AI Infrastructure | Feature | Databricks | SAS Viya | |---|---|---| | **AI Documentation Quality** | 10.0 (5 reviews) | Not enough data | | **AI Community Activity** | Not enough data | Not enough data | ### Machine Learning | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 8.5/10 | 47 | #### Integration - Machine Learning | Feature | Databricks | SAS Viya | |---|---|---| | **Integration** | Not enough data | 8.3 (41 reviews) | | **Third-Party Integrations** | Not enough data | Not enough data | #### Learning - Machine Learning | Feature | Databricks | SAS Viya | |---|---|---| | **Training Data** | Not enough data | 8.6 (43 reviews) | | **Actionable Insights** | Not enough data | 8.4 (44 reviews) | | **Algorithm** | Not enough data | 8.7 (42 reviews) | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Predictive Modeling** | Not enough data | Not enough data | | **Configurable Workflow** | Not enough data | Not enough data | | **Tagging** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Endpoint Management** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **No-Code** | Not enough data | Not enough data | | **Data Preparation** | Not enough data | Not enough data | | **Auditing** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Big Data Analytics** | Not enough data | Not enough data | | **ML Algorithm Library** | Not enough data | Not enough data | | **Data Management** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **Activity Tracking** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | ### AI Agent Builders | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Customization - AI Agent Builders | Feature | Databricks | SAS Viya | |---|---|---| | **Natural Language Configuration** | Not enough data | Not enough data | | **Tone Customization** | Not enough data | Not enough data | | **Security Guardrails** | Not enough data | Not enough data | | **API Security** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **Authentication** | Not enough data | Not enough data | #### Functionality - AI Agent Builders | Feature | Databricks | SAS Viya | |---|---|---| | **Omni-channel Support** | Not enough data | Not enough data | | **Agent Branding** | Not enough data | Not enough data | | **Proactive Response Capabilities** | Not enough data | Not enough data | | **Seamless Human Escalation** | Not enough data | Not enough data | | **Multimedia Support** | Not enough data | Not enough data | | **Multi-Modal Input Support** | Not enough data | Not enough data | #### Data and Analytics - AI Agent Builders | Feature | Databricks | SAS Viya | |---|---|---| | **Analytics & Reporting** | Not enough data | Not enough data | | **Contextual Awareness** | Not enough data | Not enough data | | **Data Privacy Compliance** | Not enough data | Not enough data | #### Integration - AI Agent Builders | Feature | Databricks | SAS Viya | |---|---|---| | **Workflow Automation** | Not enough data | Not enough data | | **API Usage** | Not enough data | Not enough data | | **Platform Interoperability** | Not enough data | Not enough data | | **CRM Data Integration** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Version Control** | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | | **Personalization** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Webhooks** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | | **Fallback Handling** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Multiple LLM Models** | Not enough data | Not enough data | | **Built-in AI Assistant** | Not enough data | Not enough data | | **Automated Testing** | Not enough data | Not enough data | | **Data Governance** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Pre-built Templates** | Not enough data | Not enough data | | **Agent Design Tools** | Not enough data | Not enough data | | **Deep Learning** | Not enough data | Not enough data | | **Model Training** | Not enough data | Not enough data | | **Analytics** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Debugging** | Not enough data | Not enough data | | **Deployment Management** | Not enough data | Not enough data | | **Proactive Error Detection** | Not enough data | Not enough data | ### Accounting & Finance | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Agentic AI - Accounting & Finance | Feature | Databricks | SAS Viya | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | ### Low-Code Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 8.7/10 | 14 | #### Data Ingestion & Preparation - Low-Code Machine Learning Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **Automatic Data Profiling & Quality Assessment** | Not enough data | 8.6 (14 reviews) | | **Multi‑Source Connector Support** | Not enough data | 8.6 (14 reviews) | | **Schema Drift / Change Detection** | Not enough data | 8.9 (14 reviews) | #### Model Construction & Automation - Low-Code Machine Learning Platforms | Feature | Databricks | SAS Viya | |---|---|---| | **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | 8.9 (14 reviews) | | **Code Extensibility** | Not enough data | 8.7 (14 reviews) | | **Automated Feature Engineering** | Not enough data | 8.6 (14 reviews) | ### AI Gateways | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Traffic Management & Performance - AI Gateways | Feature | Databricks | SAS Viya | |---|---|---| | **Token-Aware Rate Limiting** | Not enough data | Not enough data | | **Semantic Caching** | Not enough data | Not enough data | | **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | #### Governance & Observability - AI Gateways | Feature | Databricks | SAS Viya | |---|---|---| | **Data Privacy** | Not enough data | Not enough data | | **Cost Tracking** | Not enough data | Not enough data | | **Centralized API Key Security** | Not enough data | Not enough data | ### Predictive Analytics | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 8.8/10 | 90 | #### Statistical Tool | Feature | Databricks | SAS Viya | |---|---|---| | **Scripting** | Not enough data | 8.5 (77 reviews) | | **Data Mining** | Not enough data | 8.7 (76 reviews) | | **Algorithms** | Not enough data | 8.6 (76 reviews) | #### Data Analysis | Feature | Databricks | SAS Viya | |---|---|---| | **Analysis** | Not enough data | 8.9 (76 reviews) | | **Data Interaction** | Not enough data | 8.8 (76 reviews) | | **Time Series Analysis** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | #### Decision Making | Feature | Databricks | SAS Viya | |---|---|---| | **Modeling** | Not enough data | 8.7 (81 reviews) | | **Data Visualizations** | Not enough data | 9.1 (81 reviews) | | **Report Generation** | Not enough data | 8.9 (80 reviews) | | **Data Unification** | Not enough data | 8.7 (78 reviews) | | **Customizable Reports** | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | Not enough data | Feature Not Available | | **AI Text Summarization** | Not enough data | Feature Not Available | | **Generative AI** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Demand Forecasting** | Not enough data | Not enough data | | **AI/Machine Learning** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **For Healthcare** | Not enough data | Not enough data | | **Forecasting** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Decision Support** | Not enough data | Not enough data | | **Modeling & Simulation** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **For Retail** | Not enough data | Not enough data | | **For Education** | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | | **Graphical Workflow Editor** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Business Rules Management** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | | **Data Transformation** | Not enough data | Not enough data | | **Data Clustering** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | | **Data Classification** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Workflow Automation** | Not enough data | Not enough data | ### Database as a Service (DBaaS) | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | N/A | N/A | #### Configuration | Feature | Databricks | SAS Viya | |---|---|---| | **Application Performance** | Not enough data | Not enough data | | **Orchestration** | Not enough data | Not enough data | | **Database Monitoring** | Not enough data | Not enough data | | **Anomaly Detection** | Not enough data | Not enough data | | **Network Security** | Not enough data | Not enough data | #### Database Administration | Feature | Databricks | SAS Viya | |---|---|---| | **Provisioning** | Not enough data | Not enough data | | **Governance** | Not enough data | Not enough data | | **Auditing** | Not enough data | Not enough data | #### Availability | Feature | Databricks | SAS Viya | |---|---|---| | **Scalability** | Not enough data | Not enough data | | **Backup** | Not enough data | Not enough data | | **Archiving** | Not enough data | Not enough data | | **Indexing** | Not enough data | Not enough data | #### Security | Feature | Databricks | SAS Viya | |---|---|---| | **Data Masking** | Not enough data | Not enough data | | **Authentication And Single Sign-On** | Not enough data | Not enough data | | **Data Anonymization** | Not enough data | Not enough data | #### Data Management | Feature | Databricks | SAS Viya | |---|---|---| | **Data Replication** | Not enough data | Not enough data | | **Advanced Data Analytics** | Not enough data | Not enough data | ### Big Data Processing and Distribution | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 532 | | **SAS Viya** | N/A | N/A | #### Database | Feature | Databricks | SAS Viya | |---|---|---| | **Real-Time Data Collection** | 8.8 (257 reviews) | Not enough data | | **Data Distribution** | 8.9 (252 reviews) | Not enough data | | **Data Lake** | 9.4 (337 reviews) | Not enough data | #### Integrations | Feature | Databricks | SAS Viya | |---|---|---| | **Hadoop Integration** | 8.3 (223 reviews) | Not enough data | | **Spark Integration** | 9.1 (299 reviews) | Not enough data | #### Platform | Feature | Databricks | SAS Viya | |---|---|---| | **Machine Scaling** | 9.0 (329 reviews) | Not enough data | | **Data Preparation** | 9.1 (318 reviews) | Not enough data | | **Spark Integration** | 9.1 (299 reviews) | Not enough data | #### Processing | Feature | Databricks | SAS Viya | |---|---|---| | **Cloud Processing** | 9.1 (298 reviews) | Not enough data | | **Workload Processing** | 9.1 (300 reviews) | Not enough data | ### Big Data Analytics | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.9/10 | 283 | | **SAS Viya** | N/A | N/A | #### Data Transformation | Feature | Databricks | SAS Viya | |---|---|---| | **Real-Time Analytics** | 8.9 (231 reviews) | Not enough data | | **Data Querying** | 9.1 (244 reviews) | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | #### Connectivity | Feature | Databricks | SAS Viya | |---|---|---| | **Hadoop Integration** | 8.7 (209 reviews) | Not enough data | | **Spark Integration** | 9.2 (235 reviews) | Not enough data | | **Multi-Source Analysis** | 9.0 (228 reviews) | Not enough data | | **Data Lake** | 9.2 (234 reviews) | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **What-if Analysis** | Not enough data | Not enough data | | **Statistical Analysis** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | | **Ad hoc Analysis** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | #### Operations | Feature | Databricks | SAS Viya | |---|---|---| | **Data Visualization** | 8.5 (232 reviews) | Not enough data | | **Data Workflow** | 8.8 (236 reviews) | Not enough data | | **Governed Discovery** | 8.6 (220 reviews) | Not enough data | | **Embedded Analytics** | 8.7 (214 reviews) | Not enough data | | **Notebooks** | 9.3 (238 reviews) | Not enough data | | **Data Discovery** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Data Warehousing** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Alerts/Escalation** | Not enough data | Not enough data | | **Templates** | Not enough data | Not enough data | | **Forecasting** | Not enough data | Not enough data | | **Data Migration** | Not enough data | Not enough data | | **Data Transformation** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Data Cleansing** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **SSL Security** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **No-Code** | Not enough data | Not enough data | | **High Volume Processing** | Not enough data | Not enough data | | **Database Support** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | ### Data Quality | Product | Score | Reviews | |---|---|---| | **Databricks** | N/A | N/A | | **SAS Viya** | 8.8/10 | 71 | #### Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Identification** | Not enough data | 8.7 (66 reviews) | | **Correction** | Not enough data | 8.8 (65 reviews) | | **Normalization** | Not enough data | 9.0 (63 reviews) | | **Preventative Cleaning** | Not enough data | 8.8 (62 reviews) | | **Data Matching** | Not enough data | 8.9 (61 reviews) | | **Real-Time Data** | Not enough data | Not enough data | #### Management | Feature | Databricks | SAS Viya | |---|---|---| | **Reporting** | Not enough data | 9.2 (65 reviews) | | **Automation** | Not enough data | 9.0 (60 reviews) | | **Quality Audits** | Not enough data | 8.9 (62 reviews) | | **Dashboard** | Not enough data | 9.0 (60 reviews) | | **Governance** | Not enough data | Feature Not Available | #### Generative AI | Feature | Databricks | SAS Viya | |---|---|---| | **AI Text Generation** | Not enough data | 8.3 (58 reviews) | | **AI Text Summarization** | Not enough data | 8.2 (59 reviews) | | **Generative AI** | Not enough data | Not enough data | #### Additional Functionality | Feature | Databricks | SAS Viya | |---|---|---| | **Metadata Management** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Customizable Rules** | Not enough data | Not enough data | | **Master Data Management** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Data Transformation** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Self Service Portal** | Not enough data | Not enough data | | **Customer Database** | Not enough data | Not enough data | | **Data Verification** | Not enough data | Not enough data | | **Data Migration** | Not enough data | Not enough data | | **Multi-Language** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Duplicate Detection** | Not enough data | Not enough data | | **Email Address Extraction** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Data Profiling** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Address Validation** | Not enough data | Not enough data | | **Match & Merge** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **Version Control** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Compliance Management** | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | ### Big Data | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.7/10 | 363 | | **SAS Viya** | 7.8/10 | 225 | #### Building Reports | Feature | Databricks | SAS Viya | |---|---|---| | **Data Transformation** | 9.3 (222 reviews) | 8.5 (204 reviews) | | **Data Modeling** | 9.0 (221 reviews) | 8.5 (198 reviews) | | **WYSIWYG Report Design** | 7.8 (173 reviews) | 7.8 (195 reviews) | | **Integration APIs** | 8.7 (223 reviews) | 8.0 (198 reviews) | | **Real-Time Data** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | #### Platform | Feature | Databricks | SAS Viya | |---|---|---| | **Mobile User Support** | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | | **Mobile Access** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | --- ## Categories **Shared Categories (4):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms) **Unique to Databricks (12):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways), [Application Development Platforms ](https://www.g2.com/categories/application-development-platforms), [Database as a Service (DBaaS) Providers](https://www.g2.com/categories/database-as-a-service-dbaas), [Data Management Software](https://www.g2.com/categories/data-management-software), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools) **Unique to SAS Viya (11):** [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Event Stream Processing Software](https://www.g2.com/categories/event-stream-processing), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [FP&A Software](https://www.g2.com/categories/fp-a-financial-planning-analysis), [Data Quality Tools](https://www.g2.com/categories/data-quality), [Decision Management Software](https://www.g2.com/categories/decision-management-platforms), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms) --- ## Reviewer Demographics ### By Company Size | Segment | Databricks | SAS Viya | |---|---|---| | **Small-Business** | 14.6% | 34.7% | | **Mid-Market** | 37.3% | 31.5% | | **Enterprise** | 48.1% | 33.9% | ### By Industry #### Databricks - **Information Technology and Services:** 12.5% - **Financial Services:** 12.2% - **Computer Software:** 7.9% - **Consulting:** 5.0% - **Manufacturing:** 4.7% - **Hospital & Health Care:** 4.5% - **Retail:** 3.9% - **Airlines/Aviation:** 3.2% - **Oil & Energy:** 3.0% - **Insurance:** 2.9% - **Other:** 40.3% #### SAS Viya - **Pharmaceuticals:** 12.2% - **Banking:** 8.9% - **Computer Software:** 7.8% - **Higher Education:** 7.8% - **Financial Services:** 6.0% - **Information Technology and Services:** 5.3% - **Hospital & Health Care:** 4.0% - **Consulting:** 3.6% - **Government Administration:** 3.5% - **Insurance:** 3.3% - **Other:** 37.6% --- ## Alternatives ### Alternatives to Databricks - [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.2/5 stars (198 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (762 reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (374 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (738 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews) - [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (209 reviews) - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (404 reviews) ### Alternatives to SAS Viya - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (762 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (738 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (532 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews) - [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (924 reviews) - [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (575 reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3814 reviews) - [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1657 reviews) - [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (929 reviews) --- ## Top Discussions ### Databricks - Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 3 upvotes > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML." - Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes > **Top comment:** "Delta Lake Lakehosue platform Schema evolution Data quarantine & Data Quality Data Integration & Transformations" - Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments, 1 upvote > **Top comment:** "It will work like Hadoop, databricks provide the services like big data. Databricks also work like in advanced level it's have capability to process large..." - Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..." - Title: [Is Databricks worth it for data engineers managing big data processing?](https://www.g2.com/discussions/is-databricks-worth-it-for-data-engineers-managing-big-data-processing) — 1 comment, 1 upvote > **Top comment:** "<p>The "worth it" answer probably hinges on something not mentioned yet: whether the same team spans both exploratory ML work and production ETL, or whether..." ### SAS Viya - Title: [What is SAS Visual Data Mining and Machine Learning used for?](https://www.g2.com/discussions/what-is-sas-visual-data-mining-and-machine-learning-used-for) — 2 comments > **Top comment:** "SAS Visual Data Mining and Machine Learning is mainly used to analyze large data, find patterns, and build predictive models to support better business..." --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/databricks-vs-sas-sas-viya)