Link copied to clipboard # Databricks vs SAS Viya Comparison - What are their main differences? Share [ Export ](/compare/databricks/sas-sas-viya/export.csv) DatabricksSAS Viya[+ Add Product](#) Reviews **Databricks** [ 4.6/5(1,384) ](https://www.g2.com/products/databricks/reviews#reviews) **SAS Viya** [ 4.3/5(821) ](https://www.g2.com/products/sas-sas-viya/reviews#reviews) Pricing **Databricks** Free Trial No pricing available **SAS Viya** Free Trial No pricing available **Pricing Insights** from reviews Time to Implement **Databricks** 4 monthsFaster Based on 5 responses **SAS Viya** 7 months Based on 5 responses Return on Investment **Databricks** 12 months6 months sooner Based on 5 responses **SAS Viya** 18 months Based on 5 responses Perceived Cost **Databricks** $$$$$ **SAS Viya** $$$$$ Average Discount **Databricks** 14% **SAS Viya** 15%1% more ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks") ![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya") G2 offers free advice on this comparison. 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Pros & Cons **Databricks** [ Features (192) ](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1559079&qs=pros-and-cons#reviews)[ Ease of Use (155) ](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1558560&qs=pros-and-cons#reviews)[ Learning Curve (78) ](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1555470&qs=pros-and-cons#reviews)[ Expensive (71) ](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1559029&qs=pros-and-cons#reviews) **SAS Viya** [ Ease of Use (233) ](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1466553&qs=pros-and-cons#reviews)[ Features (175) ](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1460329&qs=pros-and-cons#reviews)[ Learning Difficulty (105) ](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1464801&qs=pros-and-cons#reviews)[ Complexity (103) ](https://www.g2.com/products/sas-sas-viya/reviews?filters%5Bsentiment_snippet%5D=1456517&qs=pros-and-cons#reviews) Integrations **Databricks** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-redshift.jpg "Product Avatar Image") Amazon Redshift ](https://www.g2.com/products/amazon-redshift/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_0148ca76408710a295015ec26b43fd3e/amazon-relational-database-service-rds.jpg "Product Avatar Image") Amazon Relational Database... ](https://www.g2.com/products/amazon-relational-database-service-rds/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_cacdec8b8edeace9b3c89e0c2cded695/amazon-s3-glacier.jpg "Product Avatar Image") Amazon S3 Glacier ](https://www.g2.com/products/amazon-s3-glacier/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_dc218a7b4e898f9384267cbd98b09aa8/apache-airflow.jpg "Product Avatar Image") Apache Airflow ](https://www.g2.com/products/apache-airflow/reviews)[ View all ](https://www.g2.com/products/databricks/integrations) **SAS Viya** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_dc218a7b4e898f9384267cbd98b09aa8/apache-airflow.jpg "Product Avatar Image") Apache Airflow ](https://www.g2.com/products/apache-airflow/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_809aa88d3571ee805a47d8fb156ba412/apache-kafka.jpg "Product Avatar Image") Apache Kafka ](https://www.g2.com/products/apache-kafka/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_c3e4922bb6835a32854c1dead2cda2bb/base-sas.jpg "Product Avatar Image") Base SAS ](https://www.g2.com/products/base-sas/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image") Databricks ](https://www.g2.com/products/databricks/reviews)[ View all ](https://www.g2.com/products/sas-sas-viya/integrations) Screenshots **Databricks** ![Databricks screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/1231334/automated-etl-processing-img.png) **SAS Viya** No screenshot available Ratings Meets Requirements **Databricks** 9.0 9.0667 **SAS Viya** 8.5 8.5563 Ease of Use **Databricks** 8.8 8.81,046 **SAS Viya** 8.2 8.2652 Ease of Setup **Databricks** 8.4 8.4895 **SAS Viya** 8.1 8.1502 Ease of Admin **Databricks** 8.4 8.4196 **SAS Viya** 7.6 7.6158 Quality of Support **Databricks** 8.7 8.7649 **SAS Viya** 8.4 8.4533 Has the product been a good partner in doing business? **Databricks** 8.9 8.9199 **SAS Viya** 8.2 8.2161 Product Direction (% positive) **Databricks** 9.6 9.6655 **SAS Viya** 8.9 8.9558 Features Analytics Platforms[Hide 136 FeaturesShow 136 Features](javascript:void(0);) 9.2 399 8.3 343 Reports Reports Interface 9.1(won by 0.6) 25 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 269 Steps to Answer 8.3(won by 0.2) 20 8.1 245 Graphs and Charts 9.2(won by 0.7) 23 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 250 Score Cards 8.8(won by 0.7) 16 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 240 Dashboards 9.1(won by 0.6) 30 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 246 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 Connectors 9.4(won by 1.0) 13 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 220 Data Governance 9.1(won by 0.7) 15 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 220 Data Modeling and Blending Data Querying 9.4(won by 0.9) 13 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 216 Data Filtering 9.3(won by 0.6) 12 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.7 216 Data Blending 9.3(won by 0.8) 14 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 220 Data Capture and Transfer Not enough data Not enough data Generative AI AI Text Generation 9.4(won by default) 14 Feature Not Available AI Text Summarization 9.5(won by default) 11 Feature Not Available Generative AI Not enough data Not enough data Agentic AI - Analytics Platforms Autonomous Task Execution 9.2(won by 1.3) 13 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.9 101 Multi-step Planning 9.3(won by 1.4) 10 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.9 99 Cross-system Integration 9.1(won by 0.9) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 100 Adaptive Learning 9.1(won by 1.0) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 98 Natural Language Interaction 9.0(won by 1.1) 12 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.9 99 Proactive Assistance 9.8(won by 2.0) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.8 98 Decision Making 9.7(won by 1.6) 10 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 98 Third-Party Integrations Not enough data Not enough data Self Service Calculated Fields 8.6(won by 0.3) 17 8.3 238 Data Column Filtering 8.8(won by 0.4) 20 8.4 238 Data Discovery 9.1(won by 0.6) 23 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 241 Search 8.6(won by 0.5) 20 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 235 Collaboration / Workflow 9.0(won by 0.8) 21 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 240 Automodeling 8.9(won by 0.6) 15 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.3 233 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 No-code Dashboard Builder 8.8(won by 0.4) 13 8.4 102 Report Scheduling and Automation 9.5(won by 1.1) 13 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 101 Embedded Analytics and White-labeling 9.2(won by 1.0) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 96 Data Source Connectivity 9.5(won by 1.1) 13 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 102 Multiple Data Sources Not enough data Not enough data Query Builder Not enough data Not enough data Advanced Analytics Predictive Analytics 9.0(won by 0.5) 18 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 245 Data Visualization 9.1(won by 0.3) 24 8.8 246 Big Data Services 9.6(won by 1.0) 28 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 252 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 Large data handling and Query Speed 9.5(won by 0.9) 17 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 127 Concurrent User Support 9.8(won by 1.5) 9 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.3 101 Database Support Not enough data Not enough data Advanced Analytics & Modeling - Analytics Platforms Data Modeling and Governance 9.4(won by 0.9) 15 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 106 Notebook and Script Integration 8.8(won by 0.3) 14 8.5 109 Built-in Predictive and Statistical Models 9.2(won by 0.6) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 105 Agentic AI Capabilities - Analytics Platforms Auto-generated Insights and Narratives 9.2(won by 1.3) 12 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.9 98 Natural Language Queries 9.4(won by 1.4) 15 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 96 Proactive KPI Monitoring and Alerts 9.4(won by 1.3) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 95 AI Agents for Analytical Follow-ups 9.2(won by 1.3) 13 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.9 95 Personalized Intelligence - Analytics Platforms Behavioral Learning for Contextual Query Refinement 9.5(won by 1.4) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 96 Role-based Insight Personalization 8.7(won by 0.7) 13 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 95 Conversational and Prompt-based Analytics 9.0(won by 1.1) 12 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.9 97 Ad hoc Query Not enough data Not enough data Visual Analytics Not enough data Not enough data Building Reports Data Transformation 9.3(won by 0.8) 222 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 204 Data Modeling 9.0(won by 0.5) 221 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 198 WYSIWYG Report Design 7.8(tied score) 173 7.8(tied score) 195 Integration APIs 8.7(won by 0.7) 223 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 198 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 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 Data Governance[Hide 70 FeaturesShow 70 Features](javascript:void(0);) 8.8 143 8.6 36 Administration Data Modelling 8.8(won by 0.3) 104 8.5 29 Recommendations 8.6(tied score) 95 8.6(tied score) 28 Workflow Management 9.0(won by 0.7) 99 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.3 28 Dashboards and Visualizations 8.8 106 8.9(won by 0.1) 30 Configurable Workflow Not enough data Not enough data Rules-Based Workflow Not enough data Not enough data Management Business Glossary 8.5(won by 0.3) 89 8.2 29 Data Discovery 8.7(won by 0.2) 90 8.5 29 Data Profililng 8.7(tied score) 90 8.7(tied score) 29 Reporting and Visualization 8.5 89 9.0(won by 0.5) 27 (There is a greater than 0.5 difference between this product's rating and its competitors) Data Lineage 8.8(won by 0.8) 90 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 29 Data Visualization Not enough data Not enough data Compliance Sensitive Data Compliance 8.9(won by 0.5) 101 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 28 Policy Enforcement 8.9(won by 0.4) 101 8.5 28 Compliance Monitoring 8.7(won by 0.1) 97 8.6 28 Training and Guidelines 8.6(won by default) 96 Feature Not Available Real-Time Monitoring Not enough data Not enough data Security Access Control 9.0(won by 0.3) 95 8.7 29 Roles Management 8.9(won by 0.5) 88 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 26 Compliance Management 8.8(won by default) 88 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 Data Preparation 9.0(won by 0.3) 98 8.7 30 Data Distribution 8.8(won by 0.1) 96 8.7 28 Data Unification 9.1(won by 0.7) 103 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 29 Maintainence Data Quality Management 8.8(won by 0.3) 87 8.5 27 Policy Management 8.8(won by default) 86 Feature Not Available Data Storage Management Not enough data Not enough data Generative AI AI Text Generation 8.4(won by 0.2) 84 8.2 28 AI Text Summarization 8.5(won by 0.4) 83 8.1 28 Generative AI Not enough data Not enough data Agentic AI - Data Governance Autonomous Task Execution 8.8 12 9.2(won by 0.4) 10 Multi-step Planning 9.0 13 9.3(won by 0.3) 10 Cross-system Integration 8.9 17 9.3(won by 0.4) 10 Adaptive Learning 8.7 14 9.3(won by 0.6) 10 (There is a greater than 0.5 difference between this product's rating and its competitors) Natural Language Interaction 9.2(tied score) 14 9.2(tied score) 10 Decision Making 9.1 15 9.2(won by 0.1) 10 Third-Party Integrations Not enough data Not enough data Active Directory Integration Not enough data Not enough data Additional Functionality 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 MLOps Platforms[Hide 22 FeaturesShow 22 Features](javascript:void(0);) 9.0 99 8.3 16 Deployment Language Flexibility 9.0(won by 0.8) 70 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 14 Framework Flexibility 8.9(won by 0.8) 69 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 15 Versioning 9.0(won by 0.8) 72 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 14 Ease of Deployment 9.0(won by 0.4) 74 8.6 15 Scalability 9.0(won by 0.8) 73 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 15 Deployment Language Flexibility 9.0(won by 0.8) 67 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 15 Framework Flexibility 8.8(won by 0.3) 67 8.5 14 Versioning 8.7(won by 0.4) 72 8.3 14 Ease of Deployment 9.0(won by 0.8) 73 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 15 Scalability 9.0(won by 0.2) 71 8.8 14 Management Cataloging 9.0(won by 1.3) 71 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.7 14 Monitoring 8.9(won by 0.4) 71 8.5 14 Governing 9.2(won by 0.6) 68 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 14 Model Registry 9.0(won by 0.6) 74 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 15 Operations Metrics 8.8(won by 0.1) 67 8.7 15 Infrastructure management 8.9(won by 0.9) 67 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 15 Collaboration 9.1(won by 0.3) 70 8.8 15 Management Cataloging 8.9(won by 0.8) 67 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 14 Monitoring 8.8(won by 0.6) 65 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 15 Governing 9.1(won by 1.0) 64 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 14 Generative AI AI Text Generation 8.6(won by default) 34 Feature Not Available AI Text Summarization 8.5(won by default) 33 Feature Not Available Data Science and Machine Learning Platforms[Hide 75 FeaturesShow 75 Features](javascript:void(0);) 8.7 242 8.0 103 System Data Ingestion & Wrangling 8.9(won by 0.5) 186 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 81 Real-Time Data Not enough data Not enough data Model Development Language Support 8.8(won by 0.7) 192 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 96 Drag and Drop 8.0 197 8.6(won by 0.6) 89 (There is a greater than 0.5 difference between this product's rating and its competitors) Pre-Built Algorithms 8.4(won by 0.1) 192 8.3 89 Model Training 8.8(won by 0.1) 204 8.7 89 Database Support Not enough data Not enough data Multi-Language Not enough data Not enough data Model Development Feature Engineering 8.5(won by 0.1) 177 8.4 78 Machine/Deep Learning Services Computer Vision 8.2(won by 0.7) 181 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.5 83 Natural Language Processing 8.6(won by 0.9) 189 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.7 85 Natural Language Generation 8.3(won by 1.0) 178 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.3 83 Artificial Neural Networks 8.2(won by 0.1) 177 8.1 85 Machine/Deep Learning Services Natural Language Understanding 8.4(won by 0.6) 163 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.8 77 Deep Learning 8.5(won by 0.5) 166 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 79 Deployment Managed Service 8.6(won by 0.4) 186 8.2 87 Application 8.8(won by 0.8) 187 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 84 Scalability 9.0(won by 0.8) 197 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 89 Additional Functionality 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 AI Text Generation 8.3(won by default) 91 Feature Not Available AI Text Summarization 8.5(won by default) 91 Feature Not Available AI Text-to-Image 7.7(won by default) 90 Feature Not Available Generative AI Not enough data Not enough data Agentic AI - Data Science and Machine Learning Platforms Autonomous Task Execution 9.4(won by 1.5) 13 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.9 33 Multi-step Planning 8.9(won by 1.4) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.5 33 Cross-system Integration 8.8(won by 1.0) 13 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.8 33 Adaptive Learning 9.1(won by 1.8) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.3 33 Natural Language Interaction 9.4(won by 1.9) 14 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.5 33 Proactive Assistance 9.5(won by 2.0) 10 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.5 33 Decision Making 9.5(won by 1.8) 11 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.7 33 Third-Party Integrations Not enough data Not enough data Big Data[Hide 17 FeaturesShow 17 Features](javascript:void(0);) 8.7 363 7.8 225 Building Reports Data Transformation 9.3(won by 0.8) 222 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 204 Data Modeling 9.0(won by 0.5) 221 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 198 WYSIWYG Report Design 7.8(tied score) 173 7.8(tied score) 195 Integration APIs 8.7(won by 0.7) 223 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 198 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 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 Business Intelligence[Hide 85 FeaturesShow 85 Features](javascript:void(0);) 8.5 394 Not enough data Reports Reports Interface 9.1(won by 0.6) 25 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 269 Steps to Answer 8.3(won by 0.2) 20 8.1 245 Graphs and Charts 9.2(won by 0.7) 23 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 250 Score Cards 8.8(won by 0.7) 16 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 240 Dashboards 9.1(won by 0.6) 30 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 246 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 Calculated Fields 8.6(won by 0.3) 17 8.3 238 Data Column Filtering 8.8(won by 0.4) 20 8.4 238 Data Discovery 9.1(won by 0.6) 23 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 241 Search 8.6(won by 0.5) 20 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 235 Collaboration / Workflow 9.0(won by 0.8) 21 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 240 Automodeling 8.9(won by 0.6) 15 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.3 233 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 Predictive Analytics 9.0(won by 0.5) 18 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 245 Data Visualization 9.1(won by 0.3) 24 8.8 246 Big Data Services 9.6(won by 1.0) 28 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 252 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 Data Transformation 9.3(won by 0.8) 222 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 204 Data Modeling 9.0(won by 0.5) 221 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 198 WYSIWYG Report Design 7.8(tied score) 173 7.8(tied score) 195 Integration APIs 8.7(won by 0.7) 223 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 198 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 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 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[Hide 83 FeaturesShow 83 Features](javascript:void(0);) 8.8 42 Not enough data Reports Reports Interface 9.1(won by 0.6) 25 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 269 Steps to Answer 8.3(won by 0.2) 20 8.1 245 Graphs and Charts 9.2(won by 0.7) 23 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 250 Score Cards 8.8(won by 0.7) 16 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 240 Dashboards 9.1(won by 0.6) 30 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 246 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 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 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 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 Historical Snapshots Not enough data Not enough data Real-Time Updating Not enough data Not enough data Collaboration Sharing Not enough data Not enough data Co-Editing Not enough data Not enough data Devices Not enough data Not enough data Data Updates 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 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 Data Preparation[Hide 25 FeaturesShow 25 Features](javascript:void(0);) Not enough data 8.5 131 Data Source Access Breadth of Data Sources Not enough data 8.5(won by default) 118 Ease of Data Connectivity Not enough data 8.4(won by default) 120 API Connectivity Not enough data 8.2(won by default) 115 Data Interaction Profiling and Classification Not enough data 8.5(won by default) 116 Metadata Management Not enough data 8.2(won by default) 115 Data Modeling Not enough data 8.4(won by default) 115 Data Joining Not enough data 8.8(won by default) 114 Data Blending Not enough data 8.8(won by default) 115 Data Quality and Cleansing Not enough data 8.8(won by default) 116 Data Sharing Not enough data 8.4(won by default) 113 Data Governance Not enough data 8.6(won by default) 114 Data Exporting Breadth of Integrations Not enough data 8.4(won by default) 115 Ease of Integrations Not enough data 8.3(won by default) 116 Data Workflows Not enough data 8.5(won by default) 112 Generative AI AI Text Generation Not enough data Feature Not Available Generative AI Not enough data Not enough data Additional Functionality 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[Hide 5 FeaturesShow 5 Features](javascript:void(0);) Not enough data 8.3 17 Data Data Processing Not enough data 8.6(won by default) 12 Data Sources Not enough data 8.6(won by default) 12 Integration Not enough data 8.2(won by default) 13 Real-Time Processing Not enough data 8.5(won by default) 12 Analytics Reporting & Analytics Not enough data 7.9(won by default) 12 Statistical Analysis[Hide 54 FeaturesShow 54 Features](javascript:void(0);) Not enough data 8.9 150 Administration Quality Control Not enough data 8.9(won by default) 138 Data Sampling Not enough data 8.9(won by default) 141 Collaboration Not enough data 8.8(won by default) 139 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 Data Visualization Not enough data 9.3(won by default) 147 Survival Analysis Not enough data 8.9(won by default) 141 Risk Data Attributes Not enough data 8.7(won by default) 138 Cost Analysis Not enough data 8.6(won by default) 135 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 ANOVA Support Not enough data 8.9(won by default) 141 Regression Not enough data 9.2(won by default) 143 Time Series Analysis Not enough data 9.1(won by default) 141 Generative AI 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 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[Hide 57 FeaturesShow 57 Features](javascript:void(0);) 9.0 216 Not enough data Management Reporting 8.6(won by default) 179 Not enough data Auditing 8.5(won by default) 168 Not enough data Functionality Extraction 9.1(won by default) 186 Not enough data Transformation 9.3(won by default) 191 Not enough data Loading 9.2(won by default) 181 Not enough data Automation 9.0(won by default) 176 Not enough data Scalability 9.1(won by default) 181 Not enough data Non-Relational Transformations Not enough data Not enough data Data Extraction Not enough data Not enough data Additional Functionality 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 FP&A (Financial Planning & Analysis)[Hide 73 FeaturesShow 73 Features](javascript:void(0);) Not enough data 8.2 12 Financial Planning Extended Planning Not enough data 7.8(won by default) 10 Reporting Not enough data 8.2(won by default) 10 Integration Not enough data 8.5(won by default) 10 Self-Service Reporting Not enough data Not enough data Agentic AI - FP&A (Financial Planning & Analysis) Proactive Assistance Not enough data Not enough data Decision Making Not enough data Not enough data Financial Insight Budgeting Not enough data 8.0(won by default) 10 Forecasting Not enough data 8.8(won by default) 10 Planning Not enough data 7.9(won by default) 11 Budgeting/Forecasting Not enough data Not enough data Data Data Visualization Not enough data 8.6(won by default) 11 Data Analysis Not enough data 8.5(won by default) 10 Custom Reporting Not enough data 8.2(won by default) 10 Reporting Templates Not enough data 8.5(won by default) 10 Real-Time Data Not enough data Not enough data Status Communication Collaboration Not enough data 7.8(won by default) 10 Version Control Not enough data 8.3(won by default) 11 Real-Time Data Updates Not enough data 8.2(won by default) 11 Scorecards Not enough data 8.5(won by default) 11 Approval Process Control Not enough data Not enough data Additional Functionality 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[Hide 48 FeaturesShow 48 Features](javascript:void(0);) 8.9 238 Not enough data Data Management Data Integration 9.1(won by default) 201 | Verified Not enough data Data Compression 8.9(won by default) 186 | Verified Not enough data Data Quality 8.9(won by default) 192 | Verified Not enough data Built-In Data Analytics 8.8(won by default) 187 | Verified Not enough data In-Database Machine Learning 8.7(won by default) 174 | Verified Not enough data Data Lake Analytics 9.1(won by default) 177 | 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 AI/ ML Integration 8.9(won by default) 189 | Verified Not enough data BI Tool Integration 8.8(won by default) 174 | Verified Not enough data Data lake Integration 9.1(won by default) 186 | Verified Not enough data Deployment On-Premise 8.0(won by default) 161 | Verified Not enough data Cloud 9.2(won by default) 188 | Verified Not enough data Performance Scalability 9.2(won by default) 192 | Verified Not enough data Security Data Governance 8.9(won by default) 188 | Verified Not enough data Data Security 8.9(won by default) 175 | Verified Not enough data Generative AI AI Text Generation 8.6(won by default) 83 Not enough data AI Text Summarization 8.5(won by default) 81 Not enough data Generative AI Not enough data Not enough data Additional Functionality 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)[Hide 48 FeaturesShow 48 Features](javascript:void(0);) Not enough data 8.9 31 Management Data dictionary Not enough data 8.8(won by default) 28 Data Replication Not enough data 9.0(won by default) 29 Query Language Not enough data 9.4(won by default) 29 Data Modeling Not enough data 8.9(won by default) 29 Performance Analysis Not enough data 8.9(won by default) 28 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 Data Migration Not enough data 8.6(won by default) 27 Backup and Recovery Not enough data 8.9(won by default) 28 Multi-User Environment Not enough data 9.0(won by default) 27 Automatic Backup Not enough data Not enough data Database Conversion Not enough data Not enough data Security Data Encryption Not enough data 8.9(won by default) 29 User Access Control Not enough data 8.6(won by default) 29 Mobile Access Not enough data Not enough data Additional Functionality 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[Hide 20 FeaturesShow 20 Features](javascript:void(0);) Not enough data 7.6 25 Integration Data Not enough data 8.0(won by default) 21 Applications Not enough data 8.3(won by default) 20 Business Logic Authoring Business Logic Not enough data 7.6(won by default) 20 Testing Business Logic Not enough data 7.4(won by default) 20 Model Development Not enough data 8.2(won by default) 20 Management Catalog Not enough data 7.8(won by default) 19 Collaboration Not enough data 7.6(won by default) 20 Analytics Impact analysis Not enough data 8.4(won by default) 21 Simulation Not enough data 7.8(won by default) 20 Deployment Application Development Not enough data 8.1(won by default) 20 Integration Not enough data 7.8(won by default) 18 Generative AI AI Text Generation Not enough data Feature Not Available AI Text Summarization Not enough data Feature Not Available Agentic AI - Decision Management Platforms Autonomous Task Execution Not enough data 7.9(won by default) 7 Multi-step Planning Not enough data 6.7(won by default) 7 Cross-system Integration Not enough data 6.9(won by default) 7 Adaptive Learning Not enough data 6.9(won by default) 7 Natural Language Interaction Not enough data 6.7(won by default) 7 Proactive Assistance Not enough data 6.7(won by default) 7 Decision Making Not enough data 7.9(won by default) 7 DataOps Platforms[Hide 17 FeaturesShow 17 Features](javascript:void(0);) 9.1 99 Not enough data Data Management Data Integration 9.1(won by default) 76 Not enough data Metadata 8.8(won by default) 77 Not enough data Self-service 8.9(won by default) 74 Not enough data Automated workflows 9.2(won by default) 75 Not enough data Agentic AI - DataOps Platforms Autonomous Task Execution 9.4(won by default) 13 Not enough data Multi-step Planning 9.2(won by default) 11 Not enough data Cross-system Integration 9.3(won by default) 14 Not enough data Adaptive Learning 9.3(won by default) 12 Not enough data Decision Making 9.6(won by default) 12 Not enough data Analytics Analytics capabilities 9.0(won by default) 76 Not enough data Dasboard visualizations 8.6(won by default) 72 Not enough data Monitoring and Management Data Observability 8.7(won by default) 72 Not enough data Testing capabilities 8.7(won by default) 73 Not enough data Cloud Deployment Hybrid cloud support 9.1(won by default) 67 Not enough data Cloud migration capabilities 9.1(won by default) 69 Not enough data Generative AI AI Text Generation 9.0(won by default) 40 Not enough data AI Text Summarization 9.0(won by default) 40 Not enough data Text Analysis[Hide 58 FeaturesShow 58 Features](javascript:void(0);) Not enough data 7.9 22 Setup Integration Not enough data 7.8(won by default) 20 Maintenance Not enough data 7.5(won by default) 20 No-Code Not enough data 8.1(won by default) 20 Third-Party Integrations Not enough data Not enough data Data Security Not enough data 8.3(won by default) 21 Data Visualization Not enough data 8.7(won by default) 20 Real-Time Data Not enough data Not enough data Visual Analytics Not enough data Not enough data Analysis Automation Not enough data 8.4(won by default) 20 Named entity recognition Not enough data 8.0(won by default) 20 Keyphrase Extraction Not enough data 7.9(won by default) 19 Topic Analysis Not enough data 8.0(won by default) 20 Sentiment Analysis Not enough data 7.9(won by default) 19 Language Identification Not enough data 7.5(won by default) 19 Syntax/Part of Speech Parsing Not enough data 7.7(won by default) 19 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 Pre-Built Parameterization Not enough data 7.7(won by default) 19 Custom Extension Not enough data 7.4(won by default) 20 Compositionality Not enough data 8.2(won by default) 20 Generative AI 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 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[Hide 14 FeaturesShow 14 Features](javascript:void(0);) 9.6 21 Not enough data Scalability and Performance - Generative AI Infrastructure AI High Availability 10.0(won by default) 5 Not enough data AI Model Training Scalability 10.0(won by default) 9 Not enough data AI Inference Speed 10.0(won by default) 5 Not enough data Cost and Efficiency - Generative AI Infrastructure AI Resource Allocation Flexibility 8.8(won by default) 8 Not enough data AI Cost per API Call Not enough data Not enough data AI Energy Efficiency Not enough data Not enough data Integration and Extensibility - Generative AI Infrastructure AI Multi-cloud Support 8.3(won by default) 7 Not enough data AI Data Pipeline Integration 10.0(won by default) 12 Not enough data AI API Support and Flexibility Not enough data Not enough data Security and Compliance - Generative AI Infrastructure AI Role-based Access Control 9.7(won by default) 6 Not enough data AI GDPR and Regulatory Compliance Not enough data Not enough data AI Data Encryption Not enough data Not enough data Usability and Support - Generative AI Infrastructure AI Documentation Quality 10.0(won by default) 8 Not enough data AI Community Activity Not enough data Not enough data Machine Learning[Hide 30 FeaturesShow 30 Features](javascript:void(0);) Not enough data 8.5 47 Integration - Machine Learning Integration Not enough data 8.3(won by default) 41 Third-Party Integrations Not enough data Not enough data Learning - Machine Learning Training Data Not enough data 8.6(won by default) 43 Actionable Insights Not enough data 8.4(won by default) 44 Algorithm Not enough data 8.7(won by default) 42 Additional Functionality 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[Hide 43 FeaturesShow 43 Features](javascript:void(0);) 10.0 15 Not enough data Customization - AI Agent Builders 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 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 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 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 Scalability 10.0(won by default) 6 Not enough data Version Control 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 Low-Code Machine Learning Platforms[Hide 6 FeaturesShow 6 Features](javascript:void(0);) Not enough data 8.7 14 Data Ingestion & Preparation - Low-Code Machine Learning Platforms Automatic Data Profiling & Quality Assessment Not enough data 8.6(won by default) 14 Multi‑Source Connector Support Not enough data 8.6(won by default) 14 Schema Drift / Change Detection Not enough data 8.9(won by default) 14 Model Construction & Automation - Low-Code Machine Learning Platforms Guided Algorithm & Hyperparameter Recommendation Not enough data 8.9(won by default) 14 Code Extensibility Not enough data 8.7(won by default) 14 Automated Feature Engineering Not enough data 8.6(won by default) 14 Predictive Analytics[Hide 42 FeaturesShow 42 Features](javascript:void(0);) Not enough data 8.8 90 Statistical Tool Scripting Not enough data 8.5(won by default) 77 Data Mining Not enough data 8.7(won by default) 76 Algorithms Not enough data 8.6(won by default) 76 Data Analysis Analysis Not enough data 8.9(won by default) 76 Data Interaction Not enough data 8.8(won by default) 76 Time Series Analysis Not enough data Not enough data Trend Analysis Not enough data Not enough data Decision Making Modeling Not enough data 8.7(won by default) 81 Data Visualizations Not enough data 9.1(won by default) 81 Report Generation Not enough data 8.9(won by default) 80 Data Unification Not enough data 8.7(won by default) 78 Customizable Reports Not enough data Not enough data Generative AI 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 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 Big Data Processing and Distribution[Hide 10 FeaturesShow 10 Features](javascript:void(0);) 9.0 534 Not enough data Database Real-Time Data Collection 8.8(won by default) 257 Not enough data Data Distribution 8.9(won by default) 252 Not enough data Data Lake 9.4(won by default) 339 Not enough data Integrations Hadoop Integration 8.3(won by default) 223 Not enough data Spark Integration 9.1(won by default) 299 Not enough data Platform Machine Scaling 9.0(won by default) 329 Not enough data Data Preparation 9.1(won by default) 318 Not enough data Spark Integration 9.1(won by default) 299 Not enough data Processing Cloud Processing 9.1(won by default) 298 Not enough data Workload Processing 9.1(won by default) 301 Not enough data Big Data Analytics[Hide 49 FeaturesShow 49 Features](javascript:void(0);) 8.9 284 Not enough data Data Transformation Real-Time Analytics 8.9(won by default) 231 Not enough data Data Querying 9.1(won by default) 244 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 Hadoop Integration 8.7(won by default) 209 Not enough data Spark Integration 9.2(won by default) 235 Not enough data Multi-Source Analysis 9.0(won by default) 228 Not enough data Data Lake 9.2(won by default) 235 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 Data Visualization 8.5(won by default) 233 Not enough data Data Workflow 8.8(won by default) 236 Not enough data Governed Discovery 8.6(won by default) 220 Not enough data Embedded Analytics 8.7(won by default) 214 Not enough data Notebooks 9.3(won by default) 239 Not enough data Data Discovery Not enough data Not enough data Additional Functionality 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[Hide 49 FeaturesShow 49 Features](javascript:void(0);) Not enough data 8.8 71 Functionality Identification Not enough data 8.7(won by default) 66 Correction Not enough data 8.8(won by default) 65 Normalization Not enough data 9.0(won by default) 63 Preventative Cleaning Not enough data 8.8(won by default) 62 Data Matching Not enough data 8.9(won by default) 61 Real-Time Data Not enough data Not enough data Management Reporting Not enough data 9.2(won by default) 65 Automation Not enough data 9.0(won by default) 60 Quality Audits Not enough data 8.9(won by default) 62 Dashboard Not enough data 9.0(won by default) 60 Governance Not enough data Feature Not Available Generative AI AI Text Generation Not enough data 8.3(won by default) 58 AI Text Summarization Not enough data 8.2(won by default) 59 Generative AI Not enough data Not enough data Additional Functionality 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 Show 7 feature categories with incomplete data Application Development Platforms[Hide 57 FeaturesShow 57 Features](javascript:void(0);) Not enough data Not enough data Additional Functionality 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 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[Hide 37 FeaturesShow 37 Features](javascript:void(0);) Not enough data Not enough data Additional Functionality 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[Hide 45 FeaturesShow 45 Features](javascript:void(0);) Not enough data Not enough data Additional Functionality 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[Hide 22 FeaturesShow 22 Features](javascript:void(0);) Not enough data Not enough data Additional Functionality 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 Accounting & Finance[Hide 1 FeatureShow 1 Feature](javascript:void(0);) Not enough data Not enough data Agentic AI - Accounting & Finance Autonomous Task Execution Not enough data Not enough data AI Gateways[Hide 6 FeaturesShow 6 Features](javascript:void(0);) Not enough data Not enough data Traffic Management & Performance - AI Gateways 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 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 Database as a Service (DBaaS)[Hide 17 FeaturesShow 17 Features](javascript:void(0);) Not enough data Not enough data Configuration 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 Provisioning Not enough data Not enough data Governance Not enough data Not enough data Auditing Not enough data Not enough data Availability 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 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 Data Replication Not enough data Not enough data Advanced Data Analytics Not enough data Not enough data User Insights Reviewers' Company Size [![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")](https://www.g2.com/products/databricks/reviews) Databricks Small-Business(50 or fewer emp.) 15.0% Mid-Market(51-1000 emp.) 37.5% Enterprise(\> 1000 emp.) 47.5% [![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya")](https://www.g2.com/products/sas-sas-viya/reviews) SAS Viya Small-Business(50 or fewer emp.) 34.7% Mid-Market(51-1000 emp.) 31.5% Enterprise(\> 1000 emp.) 33.8% Small-Business (50 or fewer emp.) 15.0% 34.7% Mid-Market (51-1000 emp.) 37.5% 31.5% Enterprise (\> 1000 emp.) 47.5% 33.8% Reviewers' Industry [![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")](https://www.g2.com/products/databricks/reviews) Databricks Information Technology and Services 12.9% Financial Services 12.1% Computer Software 7.9% Consulting 4.9% Manufacturing 4.6% Other 57.5% [![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya")](https://www.g2.com/products/sas-sas-viya/reviews) SAS Viya Pharmaceuticals 12.2% Banking 8.9% Computer Software 7.8% Higher Education 7.8% Financial Services 6.0% Other 57.4% FAQs ## Databricks vs SAS Viya FAQs Generated using AI Last updated: August 16, 2026 ### 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. Alternatives **Databricks Alternatives** ![Cloudera](https://images.g2crowd.com/uploads/product/hd_favicon/dcfb9e6879febb34cef773ddde921835/cloudera.svg "Cloudera") [ Cloudera ](/products/cloudera/reviews) ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake") [ Snowflake ](/products/snowflake/reviews) ![Teradata Autonomous Knowledge Platform](https://images.g2crowd.com/uploads/product/hd_favicon/18effe7340087cf76270e479644d3e42/teradata-autonomous-knowledge-platform.svg "Teradata Autonomous Knowledge Platform") [ Teradata Autonomous Knowledge Platform ](/products/teradata-autonomous-knowledge-platform/reviews) ![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery") [ BigQuery ](/products/google-cloud-bigquery/reviews) **SAS Viya Alternatives** ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake") [ Snowflake ](/products/snowflake/reviews) ![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx") [ Alteryx ](/products/alteryx/reviews) ![Gemini Enterprise Agent Platform](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_aeae116c52945fdecd7ed16d621cb315/gemini-enterprise-agent-platform.png "Gemini Enterprise Agent Platform") [ Gemini Enterprise Agent Platform ](/products/gemini-enterprise-agent-platform/reviews) ![Rapidminer AI Studio](https://images.g2crowd.com/uploads/product/hd_favicon/501888c80a82c58e3c4f752bbd3902f5/rapidminer-studio.svg "Rapidminer AI Studio") [ Rapidminer AI Studio ](/products/rapidminer-studio/reviews)