# AWS Lake Formation vs Databricks Comparison --- ## AI Generated Summary - **G2 reviewers report** that Databricks excels in usability and AI features, making it easier to handle large datasets without the burden of infrastructure management. Users appreciate the **query generator** as a standout feature that enhances their workflow. - **Users say** that AWS Lake Formation simplifies the setup of data lakes, particularly for those already integrated into the AWS ecosystem. The platform's ability to **centralize permissions** and automate data cataloging is frequently highlighted as a major advantage. - **Reviewers mention** that Databricks offers a unified vision of data and strong governance capabilities, which are crucial for enterprises managing complex data environments. This focus on **data governance** is a key reason why many organizations prefer it. - **According to verified reviews** , AWS Lake Formation is particularly beneficial for small businesses, as it provides a straightforward approach to data lake management. Users appreciate its **integration with AWS services** , which streamlines their data operations. - **G2 reviewers highlight** that Databricks has a higher overall satisfaction score, reflecting its strong performance in areas like **data preparation** and **real-time data collection**. Users find these features essential for their analytics needs. - **Users note** that while AWS Lake Formation is effective for access control and governance, it may not match the advanced data processing capabilities of Databricks, particularly in **machine scaling** and **cloud processing** , which are critical for larger enterprises. | | AWS Lake Formation | Databricks | |---|---|---| | **Star Rating** | 4.4 out of 5 | 4.6 out of 5 | | **Total Reviews** | 38 | 1,363 | | **Largest Market Segment** | Small-Business (42.4% of reviews) | Enterprise (47.9% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | --- ## Top Pros & Cons ### AWS Lake Formation **Not enough data** ### Databricks Pros: - Features (192 reviews) - Ease of Use (154 reviews) Cons: - Learning Curve (78 reviews) - Expensive (71 reviews) --- ## Ratings Comparison | Rating | AWS Lake Formation | Databricks | |---|---|---| | **Meets Requirements** | 8.8 (26 reviews) | 9.0 (667 reviews) | | **Ease of Use** | 8.7 (26 reviews) | 8.8 (1037 reviews) | | **Ease of Setup** | 8.5 (11 reviews) | 8.4 (886 reviews) | | **Ease of Admin** | 8.0 (9 reviews) | 8.4 (193 reviews) | | **Quality of Support** | 8.3 (25 reviews) | 8.8 (647 reviews) | | **Has the product been a good partner in doing business?** | 9.0 (8 reviews) | 8.9 (197 reviews) | | **Product Direction (% positive)** | 10.0 (22 reviews) | 9.6 (647 reviews) | --- ## Pricing ### AWS Lake Formation #### Entry-Level Pricing No pricing available #### Free Trial Yes ### Databricks #### Entry-Level Pricing No pricing available #### Free Trial Yes --- ## Features Comparison By Category ### Business Intelligence | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 8.5/10 | 392 | #### Reports | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Reports Interface** | Not enough data | 9.1 (25 reviews) | | **Steps to Answer** | Not enough data | 8.4 (21 reviews) | | **Graphs and Charts** | Not enough data | 9.2 (23 reviews) | | **Score Cards** | Not enough data | 8.8 (17 reviews) | | **Dashboards** | Not enough data | 9.2 (30 reviews) | | **Customizable Reports** | Not enough data | Not enough data | | **Marketing Reports** | Not enough data | Not enough data | | **Sales Reports** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Interactive Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | #### Self Service | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Calculated Fields** | Not enough data | 8.7 (18 reviews) | | **Data Column Filtering** | Not enough data | 8.9 (21 reviews) | | **Data Discovery** | Not enough data | 9.2 (24 reviews) | | **Search** | Not enough data | 8.7 (21 reviews) | | **Collaboration / Workflow** | Not enough data | 9.1 (23 reviews) | | **Automodeling** | Not enough data | 8.9 (15 reviews) | | **Natural Language Search** | Not enough data | Not enough data | | **Visual Discovery** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | #### Advanced Analytics | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Predictive Analytics** | Not enough data | 9.1 (20 reviews) | | **Data Visualization** | Not enough data | 9.1 (23 reviews) | | **Big Data Services** | Not enough data | 9.6 (29 reviews) | | **Real-Time Analytics** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | #### Building Reports | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Transformation** | Not enough data | 9.3 (222 reviews) | | **Data Modeling** | Not enough data | 9.0 (221 reviews) | | **WYSIWYG Report Design** | Not enough data | 7.8 (174 reviews) | | **Integration APIs** | Not enough data | 8.7 (224 reviews) | | **Real-Time Data** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | #### Platform | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Mobile User Support** | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | | **Mobile Access** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Customizable Branding** | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Real-Time Reporting** | Not enough data | Not enough data | | **Publishing/Sharing** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Strategic Planning** | Not enough data | Not enough data | | **Self Service Data Preparation** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Text Analysis** | Not enough data | Not enough data | | **Real-Time Monitoring** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Widgets** | Not enough data | Not enough data | | **Benchmarking** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **Trend/Problem Indicators** | Not enough data | Not enough data | | **Customizable Templates** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Profitability Analysis** | Not enough data | Not enough data | | **OLAP** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Key Performance Indicators** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Role-Based Permissions** | Not enough data | Not enough data | | **Data Mining** | Not enough data | Not enough data | | **Forecasting** | Not enough data | Not enough data | | **Ad hoc Query** | Not enough data | Not enough data | ### Data Visualization | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 9.0/10 | 40 | #### Reports | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Reports Interface** | Not enough data | 9.1 (25 reviews) | | **Steps to Answer** | Not enough data | 8.4 (21 reviews) | | **Graphs and Charts** | Not enough data | 9.2 (23 reviews) | | **Score Cards** | Not enough data | 8.8 (17 reviews) | | **Dashboards** | Not enough data | 9.2 (30 reviews) | | **Customizable Reports** | Not enough data | Not enough data | | **Marketing Reports** | Not enough data | Not enough data | | **Sales Reports** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Interactive Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | #### Reports | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Reports Interface** | Not enough data | Not enough data | | **Share Reports** | Not enough data | Not enough data | | **Steps to Answer** | Not enough data | Not enough data | #### Generative AI | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | #### Visualization | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Graphs and Charts** | Not enough data | Not enough data | | **Score Cards** | Not enough data | Not enough data | | **Dashboards** | Not enough data | Not enough data | | **Formats** | Not enough data | Not enough data | | **Mobile Dashboards** | Not enough data | Not enough data | | **Public Dashboards** | Not enough data | Not enough data | | **Private Dashboards** | Not enough data | Not enough data | #### Data Updates | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Historical Snapshots** | Not enough data | Not enough data | | **Real-Time Updating** | Not enough data | Not enough data | #### Collaboration | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Sharing** | Not enough data | Not enough data | | **Co-Editing** | Not enough data | Not enough data | | **Devices** | Not enough data | Not enough data | #### Data Updates | Feature | AWS Lake Formation | Databricks | |---|---|---| | **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 | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **KPI Monitoring** | Not enough data | Not enough data | | **Secure Data Storage** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Natural Language Search** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Real-Time Notifications** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Widgets** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Activity Tracking** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Customizable Branding** | Not enough data | Not enough data | | **Data Aggregation** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Customizable Templates** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Forecasting** | Not enough data | Not enough data | | **Interactive Elements** | Not enough data | Not enough data | | **Single Page View** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Functions/Calculations** | Not enough data | Not enough data | | **Historical Reporting** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **Visual Discovery** | Not enough data | Not enough data | | **Real-Time Updates** | Not enough data | Not enough data | | **Real-Time Reporting** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Relational Display** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **OLAP** | Not enough data | Not enough data | | **Ad hoc Query** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 9.3/10 | 397 | #### Reports | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Reports Interface** | Not enough data | 9.1 (25 reviews) | | **Steps to Answer** | Not enough data | 8.4 (21 reviews) | | **Graphs and Charts** | Not enough data | 9.2 (23 reviews) | | **Score Cards** | Not enough data | 8.8 (17 reviews) | | **Dashboards** | Not enough data | 9.2 (30 reviews) | | **Customizable Reports** | Not enough data | Not enough data | | **Marketing Reports** | Not enough data | Not enough data | | **Sales Reports** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Interactive Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | #### Data Preparation | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Connectors** | Not enough data | 9.4 (15 reviews) | | **Data Governance** | Not enough data | 9.2 (16 reviews) | #### Data Modeling and Blending | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Querying** | Not enough data | 9.4 (15 reviews) | | **Data Filtering** | Not enough data | 9.3 (14 reviews) | | **Data Blending** | Not enough data | 9.4 (16 reviews) | | **Data Capture and Transfer** | Not enough data | Not enough data | #### Generative AI | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI Text Generation** | Not enough data | 9.5 (16 reviews) | | **AI Text Summarization** | Not enough data | 9.6 (13 reviews) | | **Generative AI** | Not enough data | Not enough data | #### Agentic AI - Analytics Platforms | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Autonomous Task Execution** | Not enough data | 9.2 (15 reviews) | | **Multi-step Planning** | Not enough data | 9.4 (12 reviews) | | **Cross-system Integration** | Not enough data | 9.2 (13 reviews) | | **Adaptive Learning** | Not enough data | 9.1 (13 reviews) | | **Natural Language Interaction** | Not enough data | 9.2 (14 reviews) | | **Proactive Assistance** | Not enough data | 9.9 (13 reviews) | | **Decision Making** | Not enough data | 9.7 (12 reviews) | | **Third-Party Integrations** | Not enough data | Not enough data | #### Self Service | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Calculated Fields** | Not enough data | 8.7 (18 reviews) | | **Data Column Filtering** | Not enough data | 8.9 (21 reviews) | | **Data Discovery** | Not enough data | 9.2 (24 reviews) | | **Search** | Not enough data | 8.7 (21 reviews) | | **Collaboration / Workflow** | Not enough data | 9.1 (23 reviews) | | **Automodeling** | Not enough data | 8.9 (15 reviews) | | **Natural Language Search** | Not enough data | Not enough data | | **Visual Discovery** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | #### Deployment & Integration - Analytics Platforms | Feature | AWS Lake Formation | Databricks | |---|---|---| | **No-code Dashboard Builder** | Not enough data | 8.9 (15 reviews) | | **Report Scheduling and Automation** | Not enough data | 9.6 (15 reviews) | | **Embedded Analytics and White-labeling** | Not enough data | 9.4 (13 reviews) | | **Data Source Connectivity** | Not enough data | 9.6 (15 reviews) | | **Multiple Data Sources** | Not enough data | Not enough data | | **Query Builder** | Not enough data | Not enough data | #### Advanced Analytics | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Predictive Analytics** | Not enough data | 9.1 (20 reviews) | | **Data Visualization** | Not enough data | 9.1 (23 reviews) | | **Big Data Services** | Not enough data | 9.6 (29 reviews) | | **Real-Time Analytics** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | #### Performance & Scalability - Analytics Platforms | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Large data handling and Query Speed** | Not enough data | 9.6 (19 reviews) | | **Concurrent User Support** | Not enough data | 9.8 (11 reviews) | | **Database Support** | Not enough data | Not enough data | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Modeling and Governance** | Not enough data | 9.5 (16 reviews) | | **Notebook and Script Integration** | Not enough data | 9.0 (16 reviews) | | **Built-in Predictive and Statistical Models** | Not enough data | 9.2 (13 reviews) | #### Agentic AI Capabilities - Analytics Platforms | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Auto-generated Insights and Narratives** | Not enough data | 9.2 (14 reviews) | | **Natural Language Queries** | Not enough data | 9.5 (17 reviews) | | **Proactive KPI Monitoring and Alerts** | Not enough data | 9.5 (13 reviews) | | **AI Agents for Analytical Follow-ups** | Not enough data | 9.2 (15 reviews) | #### Personalized Intelligence - Analytics Platforms | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Behavioral Learning for Contextual Query Refinement** | Not enough data | 9.5 (13 reviews) | | **Role-based Insight Personalization** | Not enough data | 8.8 (15 reviews) | | **Conversational and Prompt-based Analytics** | Not enough data | 9.2 (14 reviews) | | **Ad hoc Query** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | #### Building Reports | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Transformation** | Not enough data | 9.3 (222 reviews) | | **Data Modeling** | Not enough data | 9.0 (221 reviews) | | **WYSIWYG Report Design** | Not enough data | 7.8 (174 reviews) | | **Integration APIs** | Not enough data | 8.7 (224 reviews) | | **Real-Time Data** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Drag & Drop** | Not enough data | Not enough data | | **Secure Data Storage** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Customizable Branding** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Real-Time Reporting** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | | **Forecasting** | Not enough data | Not enough data | | **Data Storage Management** | Not enough data | Not enough data | | **Ad hoc Analysis** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Data Migration** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Self Service Data Preparation** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Sentiment Analysis** | Not enough data | Not enough data | | **User Management** | Not enough data | Not enough data | | **Sales Trend Analysis** | Not enough data | Not enough data | | **Charting** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Widgets** | Not enough data | Not enough data | | **Storytelling** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Financing Management** | Not enough data | Not enough data | | **Self-service Analytics** | Not enough data | Not enough data | | **KPI Monitoring** | Not enough data | Not enough data | | **Dashboard** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Data Integration** | Not enough data | Not enough data | | **Scorecards** | Not enough data | Not enough data | | **Data Management** | Not enough data | Not enough data | | **Task Management** | Not enough data | Not enough data | | **Progress Tracking** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Profitability Analysis** | Not enough data | Not enough data | | **Project Tracking** | Not enough data | Not enough data | | **Strategic Planning** | Not enough data | Not enough data | | **Goal Setting/Tracking** | Not enough data | Not enough data | | **Publishing/Sharing** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Real-Time Monitoring** | Not enough data | Not enough data | | **Templates** | Not enough data | Not enough data | | **Mobile Access** | Not enough data | Not enough data | | **Customizable Templates** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Financial Reporting** | Not enough data | Not enough data | | **Audit Management** | Not enough data | Not enough data | | **OLAP** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | ### Application Development Platforms | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | N/A | N/A | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Continuous Integration** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Backup and Recovery** | Not enough data | Not enough data | | **Multiple Programming Languages Supported** | Not enough data | Not enough data | | **Continuous Deployment** | Not enough data | Not enough data | | **Code Development** | Not enough data | Not enough data | | **For No-Code Development** | Not enough data | Not enough data | | **Version Control** | Not enough data | Not enough data | | **Configurable Workflow** | Not enough data | Not enough data | | **Graphical User Interface** | Not enough data | Not enough data | | **For Low-Code Development** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **UI Prototyping** | Not enough data | Not enough data | | **Source Control** | Not enough data | Not enough data | | **Software Development** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Web App Development** | Not enough data | Not enough data | | **Custom Development** | Not enough data | Not enough data | | **Code Repository Integration** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **Mobile Development** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Game Development** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Application Security** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Automated Testing** | Not enough data | Not enough data | | **Integrated Development Environment** | Not enough data | Not enough data | | **Offline Access** | Not enough data | Not enough data | | **Debugging** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Compatibility Testing** | Not enough data | Not enough data | | **Pre-built Templates** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Data Modeling** | Not enough data | Not enough data | | **Customizable Branding** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Code Editing** | Not enough data | Not enough data | #### Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Ease of Use** | Not enough data | Not enough data | | **File Management** | Not enough data | Not enough data | | **Multi-Language Support** | Not enough data | Not enough data | | **Customization** | Not enough data | Not enough data | | **Straight-Out-the-Box Functionality** | Not enough data | Not enough data | | **Help Guides** | Not enough data | Not enough data | | **Patching & Updates** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Change Management** | Not enough data | Not enough data | | **Deployment Management** | Not enough data | Not enough data | | **Performance Management** | Not enough data | Not enough data | | **Compliance Management** | Not enough data | Not enough data | | **Lifecycle Management** | Not enough data | Not enough data | | **Task Management** | Not enough data | Not enough data | | **Document Management** | Not enough data | Not enough data | | **Database Support** | Not enough data | Not enough data | ### Artificial Intelligence | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | N/A | N/A | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Tagging** | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Multi-Language** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Speech Recognition** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Data Storage Management** | Not enough data | Not enough data | | **Virtual Personal Assistant (VPA)** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Customer Segmentation** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **For eCommerce** | Not enough data | Not enough data | | **Role-Based Permissions** | Not enough data | Not enough data | | **Customizable Branding** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Document Management** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Machine Learning** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Alerts/Escalation** | Not enough data | Not enough data | | **Performance Metrics** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Mobile App** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **For Sales Teams/Organizations** | Not enough data | Not enough data | | **Sentiment Analysis** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Chatbot** | Not enough data | Not enough data | | **Workflow Automation** | Not enough data | Not enough data | ### Data Management Software | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | N/A | N/A | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Cleansing** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Data Verification** | Not enough data | Not enough data | | **Information Governance** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Data Migration** | Not enough data | Not enough data | | **Behavior Analytics** | Not enough data | Not enough data | | **Real-Time Reporting** | Not enough data | Not enough data | | **Interactive queries** | Not enough data | Not enough data | | **Audit Trail** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Document Storage** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **User Management** | Not enough data | Not enough data | | **AI/Machine Learning** | Not enough data | Not enough data | | **Master Data Management** | Not enough data | Not enough data | | **Task Scheduling** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Customer Database** | Not enough data | Not enough data | | **Audit Management** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Full Text Search** | Not enough data | Not enough data | | **Compliance Management** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **Data Quality Control** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Automatic Backup** | Not enough data | Not enough data | | **Activity Tracking** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **Data Analysis Tools** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **Secure Data Storage** | Not enough data | Not enough data | | **Data Integration** | Not enough data | Not enough data | | **Database Support** | Not enough data | Not enough data | ### Generative AI | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | N/A | N/A | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Code Generation** | Not enough data | Not enough data | | **Text to Image** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | | **Virtual Characters and Avatars** | Not enough data | Not enough data | | **Content Generation** | Not enough data | Not enough data | | **Personalization and Recommendation** | Not enough data | Not enough data | | **Conditional Generation** | Not enough data | Not enough data | | **Transformer Model** | Not enough data | Not enough data | | **Automated Image & Video Editing** | Not enough data | Not enough data | | **Interactive and Co-Creative Systems** | Not enough data | Not enough data | | **Text Summarization** | Not enough data | Not enough data | | **Data Augmentation** | Not enough data | Not enough data | | **Variation Autoencoder Models** | Not enough data | Not enough data | | **Adversarial Training** | Not enough data | Not enough data | | **Transfer Learning and Fine-tuning** | Not enough data | Not enough data | | **Simulation and Scenario Generation** | Not enough data | Not enough data | | **Creative Design** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Prompt Engineering** | Not enough data | Not enough data | | **Foundation Model** | Not enough data | Not enough data | ### Data Governance | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 8.8/10 | 143 | #### Administration | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Modelling** | Not enough data | 8.9 (105 reviews) | | **Recommendations** | Not enough data | 8.6 (96 reviews) | | **Workflow Management** | Not enough data | 9.0 (100 reviews) | | **Dashboards and Visualizations** | Not enough data | 8.8 (106 reviews) | #### Management | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Business Glossary** | Not enough data | 8.5 (90 reviews) | | **Data Discovery** | Not enough data | 8.7 (91 reviews) | | **Data Profililng** | Not enough data | 8.7 (91 reviews) | | **Reporting and Visualization** | Not enough data | 8.6 (90 reviews) | | **Data Lineage** | Not enough data | 8.8 (91 reviews) | #### Compliance | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Sensitive Data Compliance** | Not enough data | 8.9 (102 reviews) | | **Training and Guidelines** | Not enough data | 8.7 (97 reviews) | | **Policy Enforcement** | Not enough data | 9.0 (102 reviews) | | **Compliance Monitoring** | Not enough data | 8.8 (98 reviews) | | **Real-Time Monitoring** | Not enough data | Not enough data | #### Security | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Access Control** | Not enough data | 9.0 (96 reviews) | | **Roles Management** | Not enough data | 8.9 (89 reviews) | | **Compliance Management** | Not enough data | 8.8 (89 reviews) | #### Data Quality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Preparation** | Not enough data | 9.1 (99 reviews) | | **Data Distribution** | Not enough data | 8.8 (96 reviews) | | **Data Unification** | Not enough data | 9.1 (104 reviews) | #### Maintainence | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Quality Management** | Not enough data | 8.8 (88 reviews) | | **Policy Management** | Not enough data | 8.8 (87 reviews) | | **Data Storage Management** | Not enough data | Not enough data | #### Generative AI | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI Text Generation** | Not enough data | 8.4 (85 reviews) | | **AI Text Summarization** | Not enough data | 8.5 (84 reviews) | | **Generative AI** | Not enough data | Not enough data | #### Agentic AI - Data Governance | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Autonomous Task Execution** | Not enough data | 8.8 (13 reviews) | | **Multi-step Planning** | Not enough data | 9.0 (14 reviews) | | **Cross-system Integration** | Not enough data | 9.0 (18 reviews) | | **Adaptive Learning** | Not enough data | 8.8 (15 reviews) | | **Natural Language Interaction** | Not enough data | 9.2 (15 reviews) | | **Decision Making** | Not enough data | 9.2 (16 reviews) | | **Third-Party Integrations** | Not enough data | Not enough data | | **Active Directory Integration** | Not enough data | Not enough data | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **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 | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 9.0/10 | 218 | #### Management | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Reporting** | Not enough data | 8.7 (180 reviews) | | **Auditing** | Not enough data | 8.5 (169 reviews) | #### Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Extraction** | Not enough data | 9.1 (188 reviews) | | **Transformation** | Not enough data | 9.3 (192 reviews) | | **Loading** | Not enough data | 9.2 (182 reviews) | | **Automation** | Not enough data | 9.0 (177 reviews) | | **Scalability** | Not enough data | 9.2 (183 reviews) | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Mapping** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Charting** | Not enough data | Not enough data | | **Integration Management** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Ad hoc Analysis** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Match & Merge** | Not enough data | Not enough data | | **Real-Time Monitoring** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | | **Pipeline Management** | Not enough data | Not enough data | | **Job Scheduling** | Not enough data | Not enough data | | **Dashboard Creation** | Not enough data | Not enough data | | **Data Storage Management** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Generative AI** | Not enough data | Not enough data | | **Data Quality Control** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Customizable Reports** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Version Control** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **Accounting Integration** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **eCommerce Management** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **CRM** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **SSL Security** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Performance Management** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Data Replication** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Database Support** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Alerts/Notifications** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Data Migration** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Data Analysis Tools** | Not enough data | Not enough data | ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 9.0/10 | 102 | #### Deployment | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Language Flexibility** | Not enough data | 9.0 (71 reviews) | | **Framework Flexibility** | Not enough data | 9.0 (71 reviews) | | **Versioning** | Not enough data | 9.0 (73 reviews) | | **Ease of Deployment** | Not enough data | 9.0 (75 reviews) | | **Scalability** | Not enough data | 9.0 (74 reviews) | #### Deployment | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Language Flexibility** | Not enough data | 9.0 (69 reviews) | | **Framework Flexibility** | Not enough data | 8.8 (68 reviews) | | **Versioning** | Not enough data | 8.7 (73 reviews) | | **Ease of Deployment** | Not enough data | 9.0 (74 reviews) | | **Scalability** | Not enough data | 9.1 (72 reviews) | #### Management | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Cataloging** | Not enough data | 9.0 (71 reviews) | | **Monitoring** | Not enough data | 8.9 (71 reviews) | | **Governing** | Not enough data | 9.2 (68 reviews) | | **Model Registry** | Not enough data | 9.0 (75 reviews) | #### Operations | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Metrics** | Not enough data | 8.8 (68 reviews) | | **Infrastructure management** | Not enough data | 9.0 (69 reviews) | | **Collaboration** | Not enough data | 9.2 (73 reviews) | #### Management | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Cataloging** | Not enough data | 8.9 (68 reviews) | | **Monitoring** | Not enough data | 8.8 (66 reviews) | | **Governing** | Not enough data | 9.1 (66 reviews) | #### Generative AI | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI Text Generation** | Not enough data | 8.7 (35 reviews) | | **AI Text Summarization** | Not enough data | 8.6 (35 reviews) | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 8.7/10 | 245 | #### System | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Ingestion & Wrangling** | Not enough data | 8.9 (187 reviews) | | **Real-Time Data** | Not enough data | Not enough data | #### Model Development | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Language Support** | Not enough data | 8.8 (196 reviews) | | **Drag and Drop** | Not enough data | 8.1 (200 reviews) | | **Pre-Built Algorithms** | Not enough data | 8.4 (195 reviews) | | **Model Training** | Not enough data | 8.8 (204 reviews) | | **Database Support** | Not enough data | Not enough data | | **Multi-Language** | Not enough data | Not enough data | #### Model Development | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Feature Engineering** | Not enough data | 8.5 (178 reviews) | #### Machine/Deep Learning Services | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Computer Vision** | Not enough data | 8.2 (182 reviews) | | **Natural Language Processing** | Not enough data | 8.6 (191 reviews) | | **Natural Language Generation** | Not enough data | 8.3 (181 reviews) | | **Artificial Neural Networks** | Not enough data | 8.2 (178 reviews) | #### Machine/Deep Learning Services | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Natural Language Understanding** | Not enough data | 8.4 (165 reviews) | | **Deep Learning** | Not enough data | 8.5 (167 reviews) | #### Deployment | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Managed Service** | Not enough data | 8.6 (187 reviews) | | **Application** | Not enough data | 8.8 (190 reviews) | | **Scalability** | Not enough data | 9.0 (200 reviews) | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Customizable Reports** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Semantic Search** | Not enough data | Not enough data | | **Data Storage Management** | Not enough data | Not enough data | | **Ad hoc Reporting** | Not enough data | Not enough data | | **Reporting/Analytics** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Activity Dashboard** | Not enough data | Not enough data | | **Access Controls/Permissions** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | | **Data Mapping** | Not enough data | Not enough data | | **Data Synchronization** | Not enough data | Not enough data | | **Statistical Analysis** | Not enough data | Not enough data | | **Categorization/Grouping** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **Data Profiling** | Not enough data | Not enough data | | **Linked Data Management** | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Multiple Data Sources** | Not enough data | Not enough data | | **Sentiment Analysis** | Not enough data | Not enough data | | **Search/Filter** | Not enough data | Not enough data | | **Data Import/Export** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **AI Copilot** | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | | **Data Connectors** | Not enough data | Not enough data | | **Ad hoc Analysis** | Not enough data | Not enough data | | **Text Mining** | Not enough data | Not enough data | | **Reporting & Statistics** | Not enough data | Not enough data | | **Predictive Modeling** | Not enough data | Not enough data | | **Real-Time Analytics** | Not enough data | Not enough data | | **Configurable Workflow** | Not enough data | Not enough data | | **Tagging** | Not enough data | Not enough data | | **Endpoint Management** | Not enough data | Not enough data | | **No-Code** | Not enough data | Not enough data | | **Data Preparation** | Not enough data | Not enough data | | **Auditing** | Not enough data | Not enough data | | **Big Data Analytics** | Not enough data | Not enough data | | **ML Algorithm Library** | Not enough data | Not enough data | | **Data Management** | Not enough data | Not enough data | | **Activity Tracking** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | #### Generative AI | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI Text Generation** | Not enough data | 8.4 (94 reviews) | | **AI Text Summarization** | Not enough data | 8.5 (94 reviews) | | **AI Text-to-Image** | Not enough data | 7.8 (92 reviews) | | **Generative AI** | Not enough data | Not enough data | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Autonomous Task Execution** | Not enough data | 9.4 (15 reviews) | | **Multi-step Planning** | Not enough data | 9.1 (13 reviews) | | **Cross-system Integration** | Not enough data | 9.0 (15 reviews) | | **Adaptive Learning** | Not enough data | 9.0 (14 reviews) | | **Natural Language Interaction** | Not enough data | 9.5 (17 reviews) | | **Proactive Assistance** | Not enough data | 9.5 (14 reviews) | | **Decision Making** | Not enough data | 9.6 (14 reviews) | | **Third-Party Integrations** | Not enough data | Not enough data | ### Data Warehouse | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 8.9/10 | 245 | #### Data Management | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Integration** | Not enough data | 9.1 (204 reviews) ✓ Verified | | **Data Compression** | Not enough data | 8.9 (187 reviews) ✓ Verified | | **Data Quality** | Not enough data | 8.9 (194 reviews) ✓ Verified | | **Built-In Data Analytics** | Not enough data | 8.8 (189 reviews) ✓ Verified | | **In-Database Machine Learning** | Not enough data | 8.7 (175 reviews) ✓ Verified | | **Data Lake Analytics** | Not enough data | 9.1 (179 reviews) ✓ Verified | #### Integration | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI/ ML Integration** | Not enough data | 8.9 (192 reviews) ✓ Verified | | **BI Tool Integration** | Not enough data | 8.8 (175 reviews) ✓ Verified | | **Data lake Integration** | Not enough data | 9.1 (188 reviews) ✓ Verified | #### Deployment | Feature | AWS Lake Formation | Databricks | |---|---|---| | **On-Premise** | Not enough data | 8.0 (164 reviews) ✓ Verified | | **Cloud** | Not enough data | 9.2 (190 reviews) ✓ Verified | #### Performance | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Scalability** | Not enough data | 9.2 (198 reviews) ✓ Verified | #### Security | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Governance** | Not enough data | 8.9 (190 reviews) ✓ Verified | | **Data Security** | Not enough data | 8.9 (177 reviews) ✓ Verified | #### Generative AI | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI Text Generation** | Not enough data | 8.6 (85 reviews) | | **AI Text Summarization** | Not enough data | 8.5 (83 reviews) | | **Generative AI** | Not enough data | Not enough data | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **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 | ### DataOps Platforms | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 9.1/10 | 101 | #### Data Management | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Integration** | Not enough data | 9.1 (78 reviews) | | **Metadata** | Not enough data | 8.8 (79 reviews) | | **Self-service** | Not enough data | 8.9 (75 reviews) | | **Automated workflows** | Not enough data | 9.2 (77 reviews) | #### Agentic AI - DataOps Platforms | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Autonomous Task Execution** | Not enough data | 9.4 (15 reviews) | | **Multi-step Planning** | Not enough data | 9.4 (13 reviews) | | **Cross-system Integration** | Not enough data | 9.4 (16 reviews) | | **Adaptive Learning** | Not enough data | 9.4 (14 reviews) | | **Decision Making** | Not enough data | 9.6 (14 reviews) | #### Analytics | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Analytics capabilities** | Not enough data | 9.0 (78 reviews) | | **Dasboard visualizations** | Not enough data | 8.7 (74 reviews) | #### Monitoring and Management | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Observability** | Not enough data | 8.7 (74 reviews) | | **Testing capabilities** | Not enough data | 8.7 (75 reviews) | #### Cloud Deployment | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Hybrid cloud support** | Not enough data | 9.1 (69 reviews) | | **Cloud migration capabilities** | Not enough data | 9.1 (70 reviews) | #### Generative AI | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI Text Generation** | Not enough data | 9.1 (42 reviews) | | **AI Text Summarization** | Not enough data | 9.0 (42 reviews) | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 9.8/10 | 14 | #### Scalability and Performance - Generative AI Infrastructure | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI High Availability** | Not enough data | 10.0 (5 reviews) | | **AI Model Training Scalability** | Not enough data | 10.0 (10 reviews) | | **AI Inference Speed** | Not enough data | 10.0 (6 reviews) | #### Cost and Efficiency - Generative AI Infrastructure | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI Cost per API Call** | Not enough data | 10.0 (5 reviews) | | **AI Resource Allocation Flexibility** | Not enough data | 9.3 (7 reviews) | | **AI Energy Efficiency** | Not enough data | 10.0 (5 reviews) | #### Integration and Extensibility - Generative AI Infrastructure | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI Multi-cloud Support** | Not enough data | 9.0 (7 reviews) | | **AI Data Pipeline Integration** | Not enough data | 10.0 (7 reviews) | | **AI API Support and Flexibility** | Not enough data | 10.0 (5 reviews) | #### Security and Compliance - Generative AI Infrastructure | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI GDPR and Regulatory Compliance** | Not enough data | 10.0 (5 reviews) | | **AI Role-based Access Control** | Not enough data | 9.7 (5 reviews) | | **AI Data Encryption** | Not enough data | 10.0 (5 reviews) | #### Usability and Support - Generative AI Infrastructure | Feature | AWS Lake Formation | Databricks | |---|---|---| | **AI Documentation Quality** | Not enough data | 10.0 (7 reviews) | | **AI Community Activity** | Not enough data | 9.7 (5 reviews) | ### AI Agent Builders | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 10.0/10 | 7 | #### Customization - AI Agent Builders | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Natural Language Configuration** | Not enough data | Not enough data | | **Tone Customization** | Not enough data | Not enough data | | **Security Guardrails** | Not enough data | Not enough data | | **API Security** | Not enough data | Not enough data | | **Data Security** | Not enough data | Not enough data | | **Authentication** | Not enough data | Not enough data | #### Functionality - AI Agent Builders | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Omni-channel Support** | Not enough data | Not enough data | | **Agent Branding** | Not enough data | Not enough data | | **Proactive Response Capabilities** | Not enough data | Not enough data | | **Seamless Human Escalation** | Not enough data | Not enough data | | **Multimedia Support** | Not enough data | Not enough data | | **Multi-Modal Input Support** | Not enough data | Not enough data | #### Data and Analytics - AI Agent Builders | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Analytics & Reporting** | Not enough data | 10.0 (5 reviews) | | **Contextual Awareness** | Not enough data | Not enough data | | **Data Privacy Compliance** | Not enough data | Not enough data | #### Integration - AI Agent Builders | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Workflow Automation** | Not enough data | Not enough data | | **API Usage** | Not enough data | Not enough data | | **Platform Interoperability** | Not enough data | Not enough data | | **CRM Data Integration** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Version Control** | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | | **Personalization** | Not enough data | Not enough data | | **Data Extraction** | Not enough data | Not enough data | | **Webhooks** | Not enough data | Not enough data | | **API** | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | | **Fallback Handling** | Not enough data | Not enough data | | **Drag & Drop** | Not enough data | Not enough data | | **Multiple LLM Models** | Not enough data | Not enough data | | **Built-in AI Assistant** | Not enough data | Not enough data | | **Automated Testing** | Not enough data | Not enough data | | **Data Governance** | Not enough data | Not enough data | | **Collaboration Tools** | Not enough data | Not enough data | | **Pre-built Templates** | Not enough data | Not enough data | | **Agent Design Tools** | Not enough data | Not enough data | | **Deep Learning** | Not enough data | Not enough data | | **Model Training** | Not enough data | Not enough data | | **Analytics** | Not enough data | Not enough data | | **Single Sign On** | Not enough data | Not enough data | | **Debugging** | Not enough data | Not enough data | | **Deployment Management** | Not enough data | Not enough data | | **Proactive Error Detection** | Not enough data | Not enough data | ### AI Gateways | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | N/A | N/A | #### Traffic Management & Performance - AI Gateways | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Token-Aware Rate Limiting** | Not enough data | Not enough data | | **Semantic Caching** | Not enough data | Not enough data | | **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | #### Governance & Observability - AI Gateways | Feature | AWS Lake Formation | Databricks | |---|---|---| | **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) | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | N/A | N/A | #### Configuration | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Application Performance** | Not enough data | Not enough data | | **Orchestration** | Not enough data | Not enough data | | **Database Monitoring** | Not enough data | Not enough data | | **Anomaly Detection** | Not enough data | Not enough data | | **Network Security** | Not enough data | Not enough data | #### Database Administration | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Provisioning** | Not enough data | Not enough data | | **Governance** | Not enough data | Not enough data | | **Auditing** | Not enough data | Not enough data | #### Availability | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Scalability** | Not enough data | Not enough data | | **Backup** | Not enough data | Not enough data | | **Archiving** | Not enough data | Not enough data | | **Indexing** | Not enough data | Not enough data | #### Security | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Masking** | Not enough data | Not enough data | | **Authentication And Single Sign-On** | Not enough data | Not enough data | | **Data Anonymization** | Not enough data | Not enough data | #### Data Management | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Replication** | Not enough data | Not enough data | | **Advanced Data Analytics** | Not enough data | Not enough data | ### Big Data Processing and Distribution | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | 8.5/10 | 20 | | **Databricks** | 9.0/10 | 537 | #### Database | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Real-Time Data Collection** | 8.2 (12 reviews) | 8.8 (260 reviews) | | **Data Distribution** | 8.8 (12 reviews) | 9.0 (255 reviews) | | **Data Lake** | 8.7 (13 reviews) | 9.4 (338 reviews) | #### Integrations | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Hadoop Integration** | 8.2 (10 reviews) | 8.3 (224 reviews) | | **Spark Integration** | 8.8 (11 reviews) | 9.1 (302 reviews) | #### Platform | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Machine Scaling** | 8.5 (8 reviews) | 9.0 (332 reviews) | | **Data Preparation** | 7.9 (8 reviews) | 9.1 (321 reviews) | | **Spark Integration** | 8.8 (11 reviews) | 9.1 (302 reviews) | #### Processing | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Cloud Processing** | 8.7 (9 reviews) | 9.1 (298 reviews) | | **Workload Processing** | 8.7 (9 reviews) | 9.1 (303 reviews) | ### Big Data Analytics | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 8.9/10 | 286 | #### Data Transformation | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Real-Time Analytics** | Not enough data | 8.9 (232 reviews) | | **Data Querying** | Not enough data | 9.1 (245 reviews) | | **Reporting/Analytics** | Not enough data | Not enough data | | **Predictive Analytics** | Not enough data | Not enough data | | **Visual Analytics** | Not enough data | Not enough data | #### Connectivity | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Hadoop Integration** | Not enough data | 8.7 (210 reviews) | | **Spark Integration** | Not enough data | 9.2 (236 reviews) | | **Multi-Source Analysis** | Not enough data | 9.0 (229 reviews) | | **Data Lake** | Not enough data | 9.2 (236 reviews) | | **Real-Time Data** | Not enough data | Not enough data | | **Data Capture and Transfer** | Not enough data | Not enough data | | **Trend Analysis** | Not enough data | Not enough data | | **What-if Analysis** | Not enough data | Not enough data | | **Statistical Analysis** | Not enough data | Not enough data | | **Data Blending** | Not enough data | Not enough data | | **Ad hoc Analysis** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | #### Operations | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Visualization** | Not enough data | 8.5 (233 reviews) | | **Data Workflow** | Not enough data | 8.9 (239 reviews) | | **Governed Discovery** | Not enough data | 8.6 (222 reviews) | | **Embedded Analytics** | Not enough data | 8.7 (215 reviews) | | **Notebooks** | Not enough data | 9.3 (240 reviews) | | **Data Discovery** | Not enough data | Not enough data | #### Additional Functionality | Feature | AWS Lake Formation | Databricks | |---|---|---| | **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 | ### Big Data | Product | Score | Reviews | |---|---|---| | **AWS Lake Formation** | N/A | N/A | | **Databricks** | 8.7/10 | 363 | #### Building Reports | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Data Transformation** | Not enough data | 9.3 (222 reviews) | | **Data Modeling** | Not enough data | 9.0 (221 reviews) | | **WYSIWYG Report Design** | Not enough data | 7.8 (174 reviews) | | **Integration APIs** | Not enough data | 8.7 (224 reviews) | | **Real-Time Data** | Not enough data | Not enough data | | **Real-Time Data** | Not enough data | Not enough data | | **Third-Party Integrations** | Not enough data | Not enough data | #### Platform | Feature | AWS Lake Formation | Databricks | |---|---|---| | **Mobile User Support** | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | | **Mobile Access** | Not enough data | Not enough data | | **Metadata Management** | Not enough data | Not enough data | --- ## Categories **Shared Categories (1):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution) **Unique to AWS Lake Formation (1):** [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms) **Unique to Databricks (15):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways), [Application Development Platforms ](https://www.g2.com/categories/application-development-platforms), [Database as a Service (DBaaS) Providers](https://www.g2.com/categories/database-as-a-service-dbaas), [Data Management Software](https://www.g2.com/categories/data-management-software), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools) --- ## Reviewer Demographics ### By Company Size | Segment | AWS Lake Formation | Databricks | |---|---|---| | **Small-Business** | 42.4% | 14.6% | | **Mid-Market** | 27.3% | 37.5% | | **Enterprise** | 30.3% | 47.9% | ### By Industry #### AWS Lake Formation - **Information Technology and Services:** 25.0% - **Banking:** 9.4% - **Retail:** 6.3% - **Computer Software:** 6.3% - **Management Consulting:** 6.3% - **Financial Services:** 6.3% - **Higher Education:** 6.3% - **Animation:** 3.1% - **Automotive:** 3.1% - **Education Management:** 3.1% - **Other:** 25.0% #### Databricks - **Information Technology and Services:** 12.5% - **Financial Services:** 12.3% - **Computer Software:** 8.0% - **Consulting:** 4.9% - **Manufacturing:** 4.5% - **Hospital & Health Care:** 4.4% - **Retail:** 3.9% - **Airlines/Aviation:** 3.3% - **Oil & Energy:** 3.0% - **Insurance:** 2.9% - **Other:** 40.3% --- ## Alternatives ### Alternatives to AWS Lake Formation - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1224 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (763 reviews) - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2286 reviews) - [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (575 reviews) - [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (404 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (892 reviews) - [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (777 reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews) - [Skyvia](https://www.g2.com/products/skyvia/reviews) — 4.8/5 stars (324 reviews) - [Adverity](https://www.g2.com/products/adverity/reviews) — 4.4/5 stars (326 reviews) ### Alternatives to Databricks - [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (763 reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1224 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (892 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (745 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews) - [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (817 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (209 reviews) --- ## Top Discussions ### AWS Lake Formation No discussions available for this product. ### Databricks - Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 2 upvotes > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML." - Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes > **Top comment:** "Delta Lake Lakehosue platform Schema evolution Data quarantine & Data Quality Data Integration & Transformations" - Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments, 1 upvote > **Top comment:** "It will work like Hadoop, databricks provide the services like big data. Databricks also work like in advanced level it's have capability to process large..." - Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..." --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/aws-lake-formation-vs-databricks)