Link copied to clipboard # Databricks vs Starburst Comparison - What are their main differences? Share [ Export ](/compare/databricks/starburst/export.csv) DatabricksStarburst[+ Add Product](#) Reviews **Databricks** [ 4.6/5(1,377) ](https://www.g2.com/products/databricks/reviews#reviews) **Starburst** [ 4.3/5(115) ](https://www.g2.com/products/starburst/reviews#reviews) Pricing **Databricks** Free Trial No pricing available **Starburst** Free Trial No pricing available **Pricing Insights** from reviews Time to Implement **Databricks** 4 months Based on 5 responses **Starburst** 4 months Based on 9 responses Return on Investment **Databricks** 12 months2 months sooner Based on 5 responses **Starburst** 14 months Based on 9 responses Perceived Cost **Databricks** $$$$$ **Starburst** $$$$$ Average Discount **Databricks** 14%3% more **Starburst** 11% 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) **Starburst** [ Fast Querying (20) ](https://www.g2.com/products/starburst/reviews?filters%5Bsentiment_snippet%5D=1702775&qs=pros-and-cons#reviews)[ Query Efficiency (18) ](https://www.g2.com/products/starburst/reviews?filters%5Bsentiment_snippet%5D=1702966&qs=pros-and-cons#reviews)[ Query Issues (14) ](https://www.g2.com/products/starburst/reviews?filters%5Bsentiment_snippet%5D=1703775&qs=pros-and-cons#reviews)[ Slow Performance (13) ](https://www.g2.com/products/starburst/reviews?filters%5Bsentiment_snippet%5D=1703480&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) **Starburst** [ ![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_b3390b4cc3d92e87d570895f7358c003/aws-batch.jpg "Product Avatar Image") AWS Batch ](https://www.g2.com/products/aws-batch/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/aws-glue.jpg "Product Avatar Image") AWS Glue ](https://www.g2.com/products/aws-glue/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_5b5ecb6259c4c0d54368899a457a4e08/aws-secrets-manager.jpg "Product Avatar Image") AWS Secrets Manager ](https://www.g2.com/products/aws-secrets-manager/reviews)[ View all ](https://www.g2.com/products/starburst/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) **Starburst** ![Starburst 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/175281/Screen-Shot-2021-02-09-at-10.28.28-AM.png) Ratings Meets Requirements **Databricks** 9.0 9.0665 **Starburst** 8.8 8.899 Ease of Use **Databricks** 8.8 8.81,043 **Starburst** 8.8 8.8101 Ease of Setup **Databricks** 8.4 8.4891 **Starburst** 8.3 8.392 Ease of Admin **Databricks** 8.4 8.4195 **Starburst** 8.5 8.556 Quality of Support **Databricks** 8.7 8.7648 **Starburst** 8.9 8.999 Has the product been a good partner in doing business? **Databricks** 8.9 8.9199 **Starburst** 9.0 9.054 Product Direction (% positive) **Databricks** 9.6 9.6651 **Starburst** 9.5 9.597 Features Data Warehouse[Hide 48 FeaturesShow 48 Features](javascript:void(0);) 8.9 238 8.1 33 Data Management Data Integration 9.1(won by 0.5) 201 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 8.6 22 Data Compression 8.9(won by 0.7) 186 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 20 Data Quality 8.9(won by 1.0) 192 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 7.9 22 Built-In Data Analytics 8.8(won by 0.7) 187 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 17 In-Database Machine Learning 8.7(won by 1.6) 174 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 7.1 18 Data Lake Analytics 9.1(won by 0.7) 177 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 20 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 1.3) 189 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 7.6 18 BI Tool Integration 8.8(tied score) 174 | Verified 8.8(tied score) 23 Data lake Integration 9.1(won by 0.1) 186 | Verified 9.0 23 Deployment On-Premise 8.0(won by 0.2) 161 | Verified 7.8 20 Cloud 9.2(won by 0.2) 188 | Verified 9.0 24 Performance Scalability 9.2(won by 0.4) 192 | Verified 8.8 26 Security Data Governance 8.9(won by 1.2) 188 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 7.7 22 Data Security 8.9(won by 0.5) 175 | Verified (There is a greater than 0.5 difference between this product's rating and its competitors) 8.4 21 Generative AI AI Text Generation 8.6(won by 2.5) 83 (There is a greater than 0.5 difference between this product's rating and its competitors) 6.1 9 AI Text Summarization 8.5(won by 2.6) 81 (There is a greater than 0.5 difference between this product's rating and its competitors) 5.9 9 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 Big Data Processing and Distribution[Hide 10 FeaturesShow 10 Features](javascript:void(0);) 9.0 533 8.4 70 Database Real-Time Data Collection 8.8(won by 0.6) 257 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 58 Data Distribution 8.9 252 9.0(won by 0.1) 51 Data Lake 9.4(won by 0.9) 338 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.5 53 Integrations Hadoop Integration 8.3 223 8.5(won by 0.2) 37 Spark Integration 9.1(won by 0.8) 299 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.3 42 Platform Machine Scaling 9.0(won by 0.7) 329 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.3 43 Data Preparation 9.1(won by 0.8) 318 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.3 40 Spark Integration 9.1(won by 0.8) 299 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.3 42 Processing Cloud Processing 9.1(won by 1.0) 298 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.1 42 Workload Processing 9.1(won by 0.9) 301 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.2 45 Big Data Analytics[Hide 49 FeaturesShow 49 Features](javascript:void(0);) 8.9 283 8.1 70 Data Transformation Real-Time Analytics 8.9(won by 0.9) 231 (There is a greater than 0.5 difference between this product's rating and its competitors) 8.0 45 Data Querying 9.1(tied score) 244 9.1(tied score) 61 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 0.1) 209 8.6 44 Multi-Source Analysis 9.0(won by 0.1) 228 8.9 57 Data Lake 9.2(won by 0.1) 234 9.1 42 Spark Integration 9.2(won by default) 235 Feature Not Available 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 0.6) 232 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.9 43 Data Workflow 8.8(won by 0.9) 236 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.9 37 Governed Discovery 8.6(won by 1.1) 220 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.5 37 Embedded Analytics 8.7(won by 1.4) 214 (There is a greater than 0.5 difference between this product's rating and its competitors) 7.3 33 Notebooks 9.3(won by 2.4) 238 (There is a greater than 0.5 difference between this product's rating and its competitors) 6.9 31 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 Business Intelligence[Hide 85 FeaturesShow 85 Features](javascript:void(0);) 8.6 393 Not enough data Reports Reports Interface 9.1(won by default) 25 Not enough data Steps to Answer 8.3(won by default) 20 Not enough data Graphs and Charts 9.2(won by default) 23 Not enough data Score Cards 8.8(won by default) 16 Not enough data Dashboards 9.2(won by default) 29 Not enough data 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 default) 17 Not enough data Data Column Filtering 8.8(won by default) 20 Not enough data Data Discovery 9.1(won by default) 23 Not enough data Search 8.6(won by default) 20 Not enough data Collaboration / Workflow 9.0(won by default) 21 Not enough data Automodeling 8.9(won by default) 15 Not enough data 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 default) 18 Not enough data Data Visualization 9.1(won by default) 24 Not enough data Big Data Services 9.6(won by default) 28 Not enough data 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 default) 222 Not enough data Data Modeling 9.0(won by default) 221 Not enough data WYSIWYG Report Design 7.8(won by default) 173 Not enough data Integration APIs 8.7(won by default) 223 Not enough data 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);) 9.1 41 Not enough data Reports Reports Interface 9.1(won by default) 25 Not enough data Steps to Answer 8.3(won by default) 20 Not enough data Graphs and Charts 9.2(won by default) 23 Not enough data Score Cards 8.8(won by default) 16 Not enough data Dashboards 9.2(won by default) 29 Not enough data 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 Analytics Platforms[Hide 136 FeaturesShow 136 Features](javascript:void(0);) 9.2 398 Not enough data Reports Reports Interface 9.1(won by default) 25 Not enough data Steps to Answer 8.3(won by default) 20 Not enough data Graphs and Charts 9.2(won by default) 23 Not enough data Score Cards 8.8(won by default) 16 Not enough data Dashboards 9.2(won by default) 29 Not enough data 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 default) 13 Not enough data Data Governance 9.1(won by default) 15 Not enough data Data Modeling and Blending Data Querying 9.4(won by default) 13 Not enough data Data Filtering 9.3(won by default) 12 Not enough data Data Blending 9.3(won by default) 14 Not enough data Data Capture and Transfer Not enough data Not enough data Generative AI AI Text Generation 9.4(won by default) 14 Not enough data AI Text Summarization 9.5(won by default) 11 Not enough data Generative AI Not enough data Not enough data Agentic AI - Analytics Platforms Autonomous Task Execution 9.2(won by default) 13 Not enough data Multi-step Planning 9.3(won by default) 10 Not enough data Cross-system Integration 9.1(won by default) 11 Not enough data Adaptive Learning 9.1(won by default) 11 Not enough data Natural Language Interaction 9.0(won by default) 12 Not enough data Proactive Assistance 9.8(won by default) 11 Not enough data Decision Making 9.7(won by default) 10 Not enough data Third-Party Integrations Not enough data Not enough data Self Service Calculated Fields 8.6(won by default) 17 Not enough data Data Column Filtering 8.8(won by default) 20 Not enough data Data Discovery 9.1(won by default) 23 Not enough data Search 8.6(won by default) 20 Not enough data Collaboration / Workflow 9.0(won by default) 21 Not enough data Automodeling 8.9(won by default) 15 Not enough data 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 default) 13 Not enough data Report Scheduling and Automation 9.5(won by default) 13 Not enough data Embedded Analytics and White-labeling 9.2(won by default) 11 Not enough data Data Source Connectivity 9.5(won by default) 13 Not enough data 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 default) 18 Not enough data Data Visualization 9.1(won by default) 24 Not enough data Big Data Services 9.6(won by default) 28 Not enough data 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 default) 17 Not enough data Concurrent User Support 9.8(won by default) 9 Not enough data Database Support Not enough data Not enough data Advanced Analytics & Modeling - Analytics Platforms Data Modeling and Governance 9.4(won by default) 15 Not enough data Notebook and Script Integration 8.8(won by default) 14 Not enough data Built-in Predictive and Statistical Models 9.2(won by default) 11 Not enough data Agentic AI Capabilities - Analytics Platforms Auto-generated Insights and Narratives 9.2(won by default) 12 Not enough data Natural Language Queries 9.4(won by default) 15 Not enough data Proactive KPI Monitoring and Alerts 9.4(won by default) 11 Not enough data AI Agents for Analytical Follow-ups 9.2(won by default) 13 Not enough data Personalized Intelligence - Analytics Platforms Behavioral Learning for Contextual Query Refinement 9.5(won by default) 11 Not enough data Role-based Insight Personalization 8.7(won by default) 13 Not enough data Conversational and Prompt-based Analytics 9.0(won by default) 12 Not enough data 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 default) 222 Not enough data Data Modeling 9.0(won by default) 221 Not enough data WYSIWYG Report Design 7.8(won by default) 173 Not enough data Integration APIs 8.7(won by default) 223 Not enough data 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 Not enough data Administration Data Modelling 8.8(won by default) 104 Not enough data Recommendations 8.6(won by default) 95 Not enough data Workflow Management 9.0(won by default) 99 Not enough data Dashboards and Visualizations 8.8(won by default) 106 Not enough data Configurable Workflow Not enough data Not enough data Rules-Based Workflow Not enough data Not enough data Management Business Glossary 8.5(won by default) 89 Not enough data Data Discovery 8.7(won by default) 90 Not enough data Data Profililng 8.7(won by default) 90 Not enough data Reporting and Visualization 8.5(won by default) 89 Not enough data Data Lineage 8.8(won by default) 90 Not enough data Data Visualization Not enough data Not enough data Compliance Sensitive Data Compliance 8.9(won by default) 101 Not enough data Training and Guidelines 8.6(won by default) 96 Not enough data Policy Enforcement 8.9(won by default) 101 Not enough data Compliance Monitoring 8.7(won by default) 97 Not enough data Real-Time Monitoring Not enough data Not enough data Security Access Control 9.0(won by default) 95 Not enough data Roles Management 8.9(won by default) 88 Not enough data Compliance Management 8.8(won by default) 88 Not enough data 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 default) 98 Not enough data Data Distribution 8.8(won by default) 96 Not enough data Data Unification 9.1(won by default) 103 Not enough data Maintainence Data Quality Management 8.8(won by default) 87 Not enough data Policy Management 8.8(won by default) 86 Not enough data Data Storage Management Not enough data Not enough data Generative AI AI Text Generation 8.4(won by default) 84 Not enough data AI Text Summarization 8.5(won by default) 83 Not enough data Generative AI Not enough data Not enough data Agentic AI - Data Governance Autonomous Task Execution 8.8(won by default) 12 Not enough data Multi-step Planning 9.0(won by default) 13 Not enough data Cross-system Integration 8.9(won by default) 17 Not enough data Adaptive Learning 8.7(won by default) 14 Not enough data Natural Language Interaction 9.2(won by default) 14 Not enough data Decision Making 9.1(won by default) 15 Not enough data 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 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 MLOps Platforms[Hide 22 FeaturesShow 22 Features](javascript:void(0);) 9.0 99 Not enough data Deployment Language Flexibility 9.0(won by default) 70 Not enough data Framework Flexibility 8.9(won by default) 69 Not enough data Versioning 9.0(won by default) 72 Not enough data Ease of Deployment 9.0(won by default) 74 Not enough data Scalability 9.0(won by default) 73 Not enough data Deployment Language Flexibility 9.0(won by default) 67 Not enough data Framework Flexibility 8.8(won by default) 67 Not enough data Versioning 8.7(won by default) 72 Not enough data Ease of Deployment 9.0(won by default) 73 Not enough data Scalability 9.0(won by default) 71 Not enough data Management Cataloging 9.0(won by default) 71 Not enough data Monitoring 8.9(won by default) 71 Not enough data Governing 9.2(won by default) 68 Not enough data Model Registry 9.0(won by default) 74 Not enough data Operations Metrics 8.8(won by default) 67 Not enough data Infrastructure management 8.9(won by default) 67 Not enough data Collaboration 9.1(won by default) 70 Not enough data Management Cataloging 8.9(won by default) 67 Not enough data Monitoring 8.8(won by default) 65 Not enough data Governing 9.1(won by default) 64 Not enough data Generative AI AI Text Generation 8.6(won by default) 34 Not enough data AI Text Summarization 8.5(won by default) 33 Not enough data Data Science and Machine Learning Platforms[Hide 75 FeaturesShow 75 Features](javascript:void(0);) 8.7 242 Not enough data System Data Ingestion & Wrangling 8.9(won by default) 186 Not enough data Real-Time Data Not enough data Not enough data Model Development Language Support 8.8(won by default) 192 Not enough data Drag and Drop 8.0(won by default) 197 Not enough data Pre-Built Algorithms 8.4(won by default) 192 Not enough data Model Training 8.8(won by default) 204 Not enough data Database Support Not enough data Not enough data Multi-Language Not enough data Not enough data Model Development Feature Engineering 8.5(won by default) 177 Not enough data Machine/Deep Learning Services Computer Vision 8.2(won by default) 181 Not enough data Natural Language Processing 8.6(won by default) 189 Not enough data Natural Language Generation 8.3(won by default) 178 Not enough data Artificial Neural Networks 8.2(won by default) 177 Not enough data Machine/Deep Learning Services Natural Language Understanding 8.4(won by default) 163 Not enough data Deep Learning 8.5(won by default) 166 Not enough data Deployment Managed Service 8.6(won by default) 186 Not enough data Application 8.8(won by default) 187 Not enough data Scalability 9.0(won by default) 197 Not enough data 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 Not enough data AI Text Summarization 8.5(won by default) 91 Not enough data AI Text-to-Image 7.7(won by default) 90 Not enough data Generative AI Not enough data Not enough data Agentic AI - Data Science and Machine Learning Platforms Autonomous Task Execution 9.4(won by default) 13 Not enough data Multi-step Planning 8.9(won by default) 11 Not enough data Cross-system Integration 8.8(won by default) 13 Not enough data Adaptive Learning 9.1(won by default) 11 Not enough data Natural Language Interaction 9.4(won by default) 14 Not enough data Proactive Assistance 9.5(won by default) 10 Not enough data Decision Making 9.5(won by default) 11 Not enough data Third-Party Integrations Not enough data Not enough data 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 Generative AI Infrastructure[Hide 14 FeaturesShow 14 Features](javascript:void(0);) 9.7 18 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 8.9(won by default) 6 Not enough data AI Data Pipeline Integration 10.0(won by default) 9 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) 5 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) 7 Not enough data AI Community Activity Not enough data Not enough data AI Agent Builders[Hide 43 FeaturesShow 43 Features](javascript:void(0);) 10.0 12 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) 5 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 Big Data[Hide 17 FeaturesShow 17 Features](javascript:void(0);) 8.7 363 Not enough data Building Reports Data Transformation 9.3(won by default) 222 Not enough data Data Modeling 9.0(won by default) 221 Not enough data WYSIWYG Report Design 7.8(won by default) 173 Not enough data Integration APIs 8.7(won by default) 223 Not enough data 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 Show 6 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 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.) 14.9% Mid-Market(51-1000 emp.) 37.5% Enterprise(\> 1000 emp.) 47.6% [![Starburst](https://images.g2crowd.com/uploads/product/hd_favicon/8a61de83f13c495148f2f8166e49d8a1/starburst.svg "Starburst")](https://www.g2.com/products/starburst/reviews) Starburst Small-Business(50 or fewer emp.) 36.8% Mid-Market(51-1000 emp.) 22.8% Enterprise(\> 1000 emp.) 40.4% Small-Business (50 or fewer emp.) 14.9% 36.8% Mid-Market (51-1000 emp.) 37.5% 22.8% Enterprise (\> 1000 emp.) 47.6% 40.4% 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 12.7% Financial Services 12.1% Computer Software 7.9% Consulting 4.9% Manufacturing 4.7% Other 57.7% [![Starburst](https://images.g2crowd.com/uploads/product/hd_favicon/8a61de83f13c495148f2f8166e49d8a1/starburst.svg "Starburst")](https://www.g2.com/products/starburst/reviews) Starburst Information Technology and Services 15.6% Financial Services 11.0% Banking 9.2% Computer Software 7.3% Retail 5.5% Other 51.4% FAQs ## Databricks vs Starburst FAQs Generated using AI Last updated: August 15, 2026 ### What is the difference between Databricks vs Starburst? Databricks stands out for its higher G2 rating and reviewer-cited strengths in unified data and AI workflows, while Starburst is recognized for fast querying and strong integrations. | [Databricks](https://www.g2.com/products/databricks/reviews) | [Starburst](https://www.g2.com/products/starburst/reviews) | | --- | --- | | 4.6/5 (1366 reviews) | 4.4/5 (104 reviews) | | Enterprise | Enterprise | | 8.4 | 8.4 | | 8.8 | 9.0 | | Unified data and AI workflows | Fast querying and strong integrations | ### How do the pricing models of Databricks and Starburst compare? Databricks is rated higher for price satisfaction, making it the stronger value compared to Starburst. - **Databricks:** Reviewers highlight the pay-for-what-you-use model and appreciate cost efficiency, especially with serverless compute and auto-scaling. - **Starburst:** Reviewers note that pricing can become expensive as usage grows, particularly for smaller organizations, and mention the need for careful cost management in cloud environments. ### What are the best alternatives to Databricks and Starburst? The top three alternatives to Databricks and Starburst are Dremio, Cloudera, and Snowflake. | 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 with serverless compute and auto-scaling. | Unified data and AI workflows | | [Starburst](https://www.g2.com/products/starburst/reviews) | 4.4/5 (104 reviews) | Enterprise | Pricing can become expensive as usage grows, especially for smaller organizations. | Fast querying and strong integrations | | [Dremio](https://www.g2.com/products/dremio/reviews) | 4.6/5 (71 reviews) | Enterprise | — | — | | [Cloudera](https://www.g2.com/products/cloudera/reviews) | 4.1/5 (136 reviews) | Enterprise | — | — | | [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.5/5 (763 reviews) | Mid-Market | — | — | ### Which Big Data Processing and Distribution features should I prioritize when comparing Databricks and Starburst? Buyers should prioritize integrations, query performance, governance, scalability, and ease of use when comparing Databricks and Starburst. - **Integrations:** Databricks integrates with Git (30 all-time mentions), Tableau (10), and GitHub (7); Starburst integrates with Tableau (5), Snowflake (4), and dbt (1). - **Query Performance:** Starburst is cited for fast querying (20 all-time mentions), query efficiency (18), and speed (13); Databricks is praised for processing speed and unified analytics in recent reviews. - **Governance:** Databricks reviewers highlight Unity Catalog for governance and permissions; Starburst is noted for centralized access controls and security features in recent reviews. - **Scalability:** Starburst receives 9 all-time mentions for scalability; Databricks is frequently cited for handling large data volumes and auto-scaling clusters. - **Ease of Use:** Starburst has 15 all-time mentions for ease of use; Databricks is praised for its user-friendly UI and collaborative notebooks in recent reviews. ### What are the pros and cons of Databricks vs Starburst? Databricks' headline strength is unified data and AI workflows, while Starburst excels in fast querying and integrations. - **Databricks strengths:** Unified platform for data engineering, analytics, and AI; collaborative notebooks; strong governance with Unity Catalog; broad data source connectivity; auto-scaling and serverless compute. - **Databricks trade-offs:** Reviewers note a steep learning curve, complex configuration options, and the need for careful cost management to avoid unexpected spend. - **Starburst strengths:** Fast querying (20 all-time mentions), query efficiency (18), strong integrations (17), ease of use (15), performance (14), and scalability (9); praised for federated access to multiple data sources and reducing data silos. - **Starburst trade-offs:** Reviewers cite complexity (11 all-time mentions), a learning curve (10), slow performance on very large datasets (10), and higher costs as usage grows. ### Is Databricks or Starburst better for small businesses? Neither Databricks nor Starburst is primarily focused on small businesses, but both are most used by enterprise reviewers. - **Databricks:** Largest segment is Enterprise; reviewers highlight ease of use and collaborative features but note a learning curve for new users. - **Starburst:** Largest segment is Enterprise; reviewers mention that setup and pricing can be challenging for smaller organizations, with value realized more at scale. ### Which Big Data Processing and Distribution platform has better integrations? Reviewers favor Starburst for integrations, citing a broader range of supported tools and connectors. - **Databricks:** Integrates with Git (30 all-time mentions), Tableau (10), and GitHub (7). - **Starburst:** Integrates with Tableau (5), Snowflake (4), and dbt (1), and is cited for strong integration capabilities in 17 all-time mentions. ### How do Databricks and Starburst compare on customer support? Starburst scores higher on Quality of Support, 9.0 vs 8.8, a difference of 0.2 points, making it the reviewer-preferred choice for support. - **Databricks:** Reviewers describe helpful support teams and comprehensive documentation, with some noting a desire for more onboarding guidance. - **Starburst:** Reviewers consistently praise responsive and knowledgeable support, with 9 all-time mentions for customer support and multiple recent reviews highlighting prompt assistance. ### Which is easier to implement, Databricks or Starburst? Databricks and Starburst are rated equally on Ease of Setup, both scoring 8.4, indicating parity in implementation experience. - **Databricks:** Reviewers frequently mention straightforward initial setup, with onboarding described as smooth and efficient, though some note a learning curve for advanced features. - **Starburst:** Reviewers report that setup is generally easy, especially for basic use cases, but note that configuration can become complex when integrating multiple data sources or advanced features. ### Which product has better Cloud? Cloud is the most frequently mentioned feature across both products, with reviewers highlighting strong cloud capabilities for both Databricks and Starburst. - **Databricks:** Reviewers praise the cloud-based platform for easy setup, serverless compute, and auto-scaling; cloud-native features are frequently cited in recent reviews. - **Starburst:** Reviewers highlight cloud integrations, multi-cloud support, and federated querying across cloud and on-premises sources; cloud capabilities are a recurring theme in 17 all-time integration mentions. 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) **Starburst Alternatives** ![Dremio](https://images.g2crowd.com/uploads/product/hd_favicon/c182ac68b3200b9132e437ac22ff3d7e/dremio.svg "Dremio") [ Dremio ](/products/dremio/reviews) ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake") [ Snowflake ](/products/snowflake/reviews) ![Denodo](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_18f10ac25966c6ac7bf78e59f9b3bd6e/denodo.jpeg "Denodo") [ Denodo ](/products/denodo/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)