# SAP HANA Cloud, Cloudera Data Platform vs Databricks Comparison | | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Star Rating** | 4.3 out of 5 | 4.1 out of 5 | 4.6 out of 5 | | **Total Reviews** | 620 | 136 | 767 | | **Largest Market Segment** | Enterprise (62.3% of reviews) | Enterprise (42.3% of reviews) | Enterprise (44.2% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | No pricing available | --- ## Top Pros & Cons ### SAP HANA Cloud Pros: - Ease of Use (55 reviews) - Easy Integrations (41 reviews) Cons: - Complexity (33 reviews) - Expensive (32 reviews) ### Cloudera Data Platform **Not enough data** ### Databricks Pros: - Features (288 reviews) - Ease of Use (278 reviews) Cons: - Learning Curve (112 reviews) - Expensive (97 reviews) --- ## Ratings Comparison | Rating | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Meets Requirements** | 8.7 (374 reviews) | 8.6 (117 reviews) | 9.0 (599 reviews) | | **Ease of Use** | 8.2 (390 reviews) | 8.3 (119 reviews) | 8.9 (615 reviews) | | **Ease of Setup** | 7.8 (275 reviews) | 8.1 (60 reviews) | 8.7 (488 reviews) | | **Ease of Admin** | 7.9 (200 reviews) | 7.9 (59 reviews) | 8.4 (185 reviews) | | **Quality of Support** | 8.2 (358 reviews) | 8.0 (108 reviews) | 8.7 (576 reviews) | | **Has the product been a good partner in doing business?** | 8.5 (196 reviews) | 8.4 (56 reviews) | 8.9 (189 reviews) | | **Product Direction (% positive)** | 8.6 (343 reviews) | 8.4 (118 reviews) | 9.6 (586 reviews) | --- ## Pricing ### SAP HANA Cloud #### Entry-Level Pricing No pricing available #### Free Trial Yes ### Cloudera Data Platform #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Databricks #### Entry-Level Pricing No pricing available #### Free Trial Yes --- ## Features Comparison By Category ### Business Intelligence | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | 8.7/10 | 34 | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Reports | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Reports Interface** | 8.6 (34 reviews) | 7.1 (13 reviews) | 8.5 (14 reviews) | | **Steps to Answer** | 8.5 (32 reviews) | 6.1 (11 reviews) | 7.9 (12 reviews) | | **Graphs and Charts** | 8.9 (30 reviews) | 7.1 (12 reviews) | 8.6 (13 reviews) | | **Score Cards** | 8.6 (27 reviews) | 5.9 (9 reviews) | 8.2 (10 reviews) | | **Dashboards** | 9.0 (30 reviews) | 6.7 (14 reviews) | 9.0 (17 reviews) | #### Self Service | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Calculated Fields** | Not enough data | 6.2 (11 reviews) | 7.9 (11 reviews) | | **Data Column Filtering** | Not enough data | 6.7 (10 reviews) | 7.9 (11 reviews) | | **Data Discovery** | Not enough data | 6.2 (11 reviews) | 8.6 (12 reviews) | | **Search** | Not enough data | 6.8 (10 reviews) | 8.2 (13 reviews) | | **Collaboration / Workflow** | Not enough data | 6.2 (10 reviews) | 8.5 (13 reviews) | | **Automodeling** | Not enough data | 6.0 (7 reviews) | 8.3 (10 reviews) | #### Advanced Analytics | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Predictive Analytics** | Not enough data | 7.2 (12 reviews) | 8.6 (13 reviews) | | **Data Visualization** | Not enough data | 6.7 (13 reviews) | 8.5 (13 reviews) | | **Big Data Services** | Not enough data | 8.5 (14 reviews) | 9.2 (15 reviews) | #### Building Reports | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Transformation** | Not enough data | 8.3 (21 reviews) | 9.0 (161 reviews) | | **Data Modeling** | Not enough data | 7.7 (21 reviews) | 8.6 (152 reviews) | | **WYSIWYG Report Design** | Not enough data | 6.7 (9 reviews) | 7.7 (127 reviews) | | **Integration APIs** | Not enough data | 7.7 (16 reviews) | 8.5 (153 reviews) | #### Platform | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Mobile User Support** | Not enough data | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | ### Data Visualization | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | 8.3/10 | 36 | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Reports | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Reports Interface** | 8.6 (34 reviews) | 7.1 (13 reviews) | 8.5 (14 reviews) | | **Steps to Answer** | 8.5 (32 reviews) | 6.1 (11 reviews) | 7.9 (12 reviews) | | **Graphs and Charts** | 8.9 (30 reviews) | 7.1 (12 reviews) | 8.6 (13 reviews) | | **Score Cards** | 8.6 (27 reviews) | 5.9 (9 reviews) | 8.2 (10 reviews) | | **Dashboards** | 9.0 (30 reviews) | 6.7 (14 reviews) | 9.0 (17 reviews) | #### Reports | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Reports Interface** | 8.6 (22 reviews) | Not enough data | Not enough data | | **Share Reports** | 8.6 (23 reviews) | Not enough data | Not enough data | | **Steps to Answer** | 8.0 (22 reviews) | Not enough data | Not enough data | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | 6.2 (19 reviews) | Not enough data | Not enough data | | **AI Text Summarization** | 6.2 (19 reviews) | Not enough data | Not enough data | #### Visualization | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Graphs and Charts** | 8.6 (23 reviews) | Not enough data | Not enough data | | **Score Cards** | 8.2 (23 reviews) | Not enough data | Not enough data | | **Dashboards** | 8.9 (22 reviews) | Not enough data | Not enough data | | **Formats** | 8.5 (22 reviews) | Not enough data | Not enough data | #### Data Updates | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Historical Snapshots** | 8.3 (22 reviews) | Not enough data | Not enough data | | **Real-Time Updating** | 8.8 (23 reviews) | Not enough data | Not enough data | #### Collaboration | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Sharing** | 8.2 (22 reviews) | Not enough data | Not enough data | | **Co-Editing** | 8.0 (22 reviews) | Not enough data | Not enough data | | **Devices** | 8.3 (22 reviews) | Not enough data | Not enough data | #### Data Updates | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Historical Snapshots** | 8.9 (25 reviews) | Not enough data | Not enough data | | **Real-Time Updating** | 9.0 (28 reviews) | Not enough data | Not enough data | | **Email Reports** | 8.1 (26 reviews) | Not enough data | Not enough data | ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | 6.6/10 | 33 | | **Databricks** | 8.8/10 | 204 | #### Reports | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Reports Interface** | 8.6 (34 reviews) | 7.1 (13 reviews) | 8.5 (14 reviews) | | **Steps to Answer** | 8.5 (32 reviews) | 6.1 (11 reviews) | 7.9 (12 reviews) | | **Graphs and Charts** | 8.9 (30 reviews) | 7.1 (12 reviews) | 8.6 (13 reviews) | | **Score Cards** | 8.6 (27 reviews) | 5.9 (9 reviews) | 8.2 (10 reviews) | | **Dashboards** | 9.0 (30 reviews) | 6.7 (14 reviews) | 9.0 (17 reviews) | #### Data Preparation | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Connectors** | Not enough data | Not enough data | 9.0 (7 reviews) | | **Data Governance** | Not enough data | Not enough data | 9.0 (8 reviews) | #### Data Modeling and Blending | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Querying** | Not enough data | Not enough data | 9.1 (9 reviews) | | **Data Filtering** | Not enough data | Not enough data | 9.0 (8 reviews) | | **Data Blending** | Not enough data | Not enough data | 8.9 (9 reviews) | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 9.2 (10 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 9.3 (7 reviews) | #### Agentic AI - Analytics Platforms | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 9.4 (8 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 8.9 (6 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 8.6 (7 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 8.6 (7 reviews) | | **Natural Language Interaction** | Not enough data | Not enough data | 8.5 (8 reviews) | | **Proactive Assistance** | Not enough data | Not enough data | 9.3 (7 reviews) | | **Decision Making** | Not enough data | Not enough data | 9.4 (6 reviews) | #### Self Service | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Calculated Fields** | Not enough data | 6.2 (11 reviews) | 7.9 (11 reviews) | | **Data Column Filtering** | Not enough data | 6.7 (10 reviews) | 7.9 (11 reviews) | | **Data Discovery** | Not enough data | 6.2 (11 reviews) | 8.6 (12 reviews) | | **Search** | Not enough data | 6.8 (10 reviews) | 8.2 (13 reviews) | | **Collaboration / Workflow** | Not enough data | 6.2 (10 reviews) | 8.5 (13 reviews) | | **Automodeling** | Not enough data | 6.0 (7 reviews) | 8.3 (10 reviews) | #### Deployment & Integration - Analytics Platforms | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **No-code Dashboard Builder** | Not enough data | Not enough data | 8.3 (8 reviews) | | **Report Scheduling and Automation** | Not enough data | Not enough data | 9.3 (9 reviews) | | **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 8.8 (7 reviews) | | **Data Source Connectivity** | Not enough data | Not enough data | 9.3 (7 reviews) | #### Advanced Analytics | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Predictive Analytics** | Not enough data | 7.2 (12 reviews) | 8.6 (13 reviews) | | **Data Visualization** | Not enough data | 6.7 (13 reviews) | 8.5 (13 reviews) | | **Big Data Services** | Not enough data | 8.5 (14 reviews) | 9.2 (15 reviews) | #### Performance & Scalability - Analytics Platforms | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Large data handling and Query Speed** | Not enough data | Not enough data | 9.0 (8 reviews) | | **Concurrent User Support** | Not enough data | Not enough data | 9.7 (5 reviews) | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Modeling and Governance** | Not enough data | Not enough data | 9.1 (9 reviews) | | **Notebook and Script Integration** | Not enough data | Not enough data | 8.7 (9 reviews) | | **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 8.8 (7 reviews) | #### Agentic AI Capabilities - Analytics Platforms | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 8.8 (8 reviews) | | **Natural Language Queries** | Not enough data | Not enough data | 9.1 (9 reviews) | | **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 9.0 (7 reviews) | | **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 8.8 (8 reviews) | #### Personalized Intelligence - Analytics Platforms | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 9.3 (7 reviews) | | **Role-based Insight Personalization** | Not enough data | Not enough data | 8.1 (9 reviews) | | **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 8.5 (8 reviews) | #### Building Reports | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Transformation** | Not enough data | 8.3 (21 reviews) | 9.0 (161 reviews) | | **Data Modeling** | Not enough data | 7.7 (21 reviews) | 8.6 (152 reviews) | | **WYSIWYG Report Design** | Not enough data | 6.7 (9 reviews) | 7.7 (127 reviews) | | **Integration APIs** | Not enough data | 7.7 (16 reviews) | 8.5 (153 reviews) | ### Location Intelligence | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Cartography | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Map Design** | Not enough data | Not enough data | Not enough data | | **Vector Mapping ** | Not enough data | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | Not enough data | | **Overlaying** | Not enough data | Not enough data | Not enough data | #### Analysis | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Predictive Analysis** | Not enough data | Not enough data | Not enough data | | **Distance Analysis ** | Not enough data | Not enough data | Not enough data | | **Spatial Analysis** | Not enough data | Not enough data | Not enough data | | **Data Stream** | Not enough data | Not enough data | Not enough data | #### Reporting | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Transformation** | Not enough data | Not enough data | Not enough data | | **WYSIWYG Design** | Not enough data | Not enough data | Not enough data | | **API Integrations** | Not enough data | Not enough data | Not enough data | ### Machine Learning Data Catalog | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | 8.9/10 | 10 | | **Databricks** | N/A | N/A | #### Data Governance | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **User Access Management** | Not enough data | 8.8 (10 reviews) | Not enough data | | **Dynamic Data Masking** | Not enough data | 8.8 (8 reviews) | Not enough data | | **Data Lineage** | Not enough data | 8.8 (8 reviews) | Not enough data | #### Data Preparation | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Search** | Not enough data | 9.2 (10 reviews) | Not enough data | | **Data Quality and Cleansing** | Not enough data | 9.4 (9 reviews) | Not enough data | | **Data Transformation** | Not enough data | 9.7 (10 reviews) | Not enough data | | **Data Modeling** | Not enough data | 8.9 (9 reviews) | Not enough data | #### Collaboration | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Commenting** | Not enough data | 8.5 (8 reviews) | Not enough data | | **Profiling and Classification** | Not enough data | 8.9 (9 reviews) | Not enough data | | **Business and Data Glossary** | Not enough data | 8.9 (9 reviews) | Not enough data | | **Metadata Management ** | Not enough data | 9.1 (9 reviews) | Not enough data | #### Artificial Intelligence | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Machine Learning Recommendations** | Not enough data | 9.5 (10 reviews) | Not enough data | | **Natural Language Query** | Not enough data | 9.1 (9 reviews) | Not enough data | | **Automatic Data Cleansing** | Not enough data | 8.7 (9 reviews) | Not enough data | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | Not enough data | 8.1 (9 reviews) | Not enough data | | **AI Text Summarization** | Not enough data | 8.5 (9 reviews) | Not enough data | #### Agentic AI - Machine Learning Data Catalog | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Data Virtualization | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | 8.6/10 | 112 | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Administration | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Database Management** | 8.8 (83 reviews) | Not enough data | Not enough data | | **Access Control** | 8.7 (79 reviews) | Not enough data | Not enough data | | **Data Security** | 8.6 (81 reviews) | Not enough data | Not enough data | #### Federation | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Architecture** | 8.6 (75 reviews) | Not enough data | Not enough data | | **Provisioning** | 8.4 (74 reviews) | Not enough data | Not enough data | | **Orchestration** | 8.4 (73 reviews) | Not enough data | Not enough data | | **API / Integrations** | 8.7 (76 reviews) | Not enough data | Not enough data | #### Transformation | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Visualization** | 8.7 (82 reviews) | Not enough data | Not enough data | | **Application Performance** | 8.8 (84 reviews) | Not enough data | Not enough data | | **Data Modeling** | 8.7 (82 reviews) | Not enough data | Not enough data | ### Data Governance | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | 8.8/10 | 117 | #### Administration | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Modelling** | Not enough data | Not enough data | 8.8 (100 reviews) | | **Recommendations** | Not enough data | Not enough data | 8.6 (94 reviews) | | **Workflow Management** | Not enough data | Not enough data | 9.0 (95 reviews) | | **Dashboards and Visualizations** | Not enough data | Not enough data | 8.7 (99 reviews) | #### Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Business Glossary** | Not enough data | Not enough data | 8.5 (88 reviews) | | **Data Discovery** | Not enough data | Not enough data | 8.6 (87 reviews) | | **Data Profililng** | Not enough data | Not enough data | 8.7 (89 reviews) | | **Reporting and Visualization** | Not enough data | Not enough data | 8.5 (88 reviews) | | **Data Lineage** | Not enough data | Not enough data | 8.8 (87 reviews) | #### Compliance | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Sensitive Data Compliance** | Not enough data | Not enough data | 8.9 (100 reviews) | | **Training and Guidelines** | Not enough data | Not enough data | 8.7 (93 reviews) | | **Policy Enforcement** | Not enough data | Not enough data | 8.9 (95 reviews) | | **Compliance Monitoring** | Not enough data | Not enough data | 8.7 (96 reviews) | #### Security | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Access Control** | Not enough data | Not enough data | 9.0 (89 reviews) | | **Roles Management** | Not enough data | Not enough data | 8.9 (87 reviews) | | **Compliance Management** | Not enough data | Not enough data | 8.8 (87 reviews) | #### Data Quality | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Preparation** | Not enough data | Not enough data | 9.0 (95 reviews) | | **Data Distribution** | Not enough data | Not enough data | 8.7 (94 reviews) | | **Data Unification** | Not enough data | Not enough data | 9.0 (95 reviews) | #### Maintainence | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Quality Management** | Not enough data | Not enough data | 8.7 (86 reviews) | | **Policy Management** | Not enough data | Not enough data | 8.8 (85 reviews) | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 8.4 (83 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 8.5 (82 reviews) | #### Agentic AI - Data Governance | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 8.6 (11 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 8.9 (12 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 9.1 (15 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 8.6 (13 reviews) | | **Natural Language Interaction** | Not enough data | Not enough data | 9.1 (13 reviews) | | **Decision Making** | Not enough data | Not enough data | 9.0 (14 reviews) | ### ETL Tools | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | 9.0/10 | 192 | #### Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Reporting** | Not enough data | Not enough data | 8.6 (174 reviews) | | **Auditing** | Not enough data | Not enough data | 8.5 (166 reviews) | #### Functionality | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Extraction** | Not enough data | Not enough data | 9.1 (178 reviews) | | **Transformation** | Not enough data | Not enough data | 9.2 (180 reviews) | | **Loading** | Not enough data | Not enough data | 9.1 (175 reviews) | | **Automation** | Not enough data | Not enough data | 9.0 (169 reviews) | | **Scalability** | Not enough data | Not enough data | 9.2 (171 reviews) | ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | 8.9/10 | 78 | #### Deployment | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | 8.9 (65 reviews) | | **Framework Flexibility** | Not enough data | Not enough data | 8.9 (64 reviews) | | **Versioning** | Not enough data | Not enough data | 8.9 (66 reviews) | | **Ease of Deployment** | Not enough data | Not enough data | 8.9 (66 reviews) | | **Scalability** | Not enough data | Not enough data | 9.0 (68 reviews) | #### Deployment | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | 8.9 (62 reviews) | | **Framework Flexibility** | Not enough data | Not enough data | 8.8 (62 reviews) | | **Versioning** | Not enough data | Not enough data | 8.6 (66 reviews) | | **Ease of Deployment** | Not enough data | Not enough data | 8.9 (65 reviews) | | **Scalability** | Not enough data | Not enough data | 9.0 (66 reviews) | #### Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Cataloging** | Not enough data | Not enough data | 9.0 (64 reviews) | | **Monitoring** | Not enough data | Not enough data | 8.9 (66 reviews) | | **Governing** | Not enough data | Not enough data | 9.2 (61 reviews) | | **Model Registry** | Not enough data | Not enough data | 9.0 (69 reviews) | #### Operations | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Metrics** | Not enough data | Not enough data | 8.7 (62 reviews) | | **Infrastructure management** | Not enough data | Not enough data | 8.8 (62 reviews) | | **Collaboration** | Not enough data | Not enough data | 9.0 (63 reviews) | #### Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Cataloging** | Not enough data | Not enough data | 8.8 (61 reviews) | | **Monitoring** | Not enough data | Not enough data | 8.7 (61 reviews) | | **Governing** | Not enough data | Not enough data | 9.1 (59 reviews) | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 8.3 (28 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 8.3 (28 reviews) | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | 9.5/10 | 16 | | **Databricks** | 8.6/10 | 220 | #### System | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Ingestion & Wrangling** | Not enough data | 9.7 (15 reviews) | 8.9 (181 reviews) | #### Model Development | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Language Support** | Not enough data | 9.8 (15 reviews) | 8.8 (186 reviews) | | **Drag and Drop** | Not enough data | 9.4 (16 reviews) | 8.0 (189 reviews) | | **Pre-Built Algorithms** | Not enough data | 9.4 (14 reviews) | 8.3 (187 reviews) | | **Model Training** | Not enough data | 9.4 (15 reviews) | 8.7 (192 reviews) | #### Model Development | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Feature Engineering** | Not enough data | 9.4 (14 reviews) | 8.5 (173 reviews) | #### Machine/Deep Learning Services | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Computer Vision** | Not enough data | 9.3 (15 reviews) | 8.2 (175 reviews) | | **Natural Language Processing** | Not enough data | 9.6 (15 reviews) | 8.5 (181 reviews) | | **Natural Language Generation** | Not enough data | 9.4 (15 reviews) | 8.3 (173 reviews) | | **Artificial Neural Networks** | Not enough data | 9.3 (15 reviews) | 8.2 (173 reviews) | #### Machine/Deep Learning Services | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Natural Language Understanding** | Not enough data | 9.8 (14 reviews) | 8.4 (159 reviews) | | **Deep Learning** | Not enough data | 9.9 (13 reviews) | 8.4 (161 reviews) | #### Deployment | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Managed Service** | Not enough data | 9.3 (15 reviews) | 8.5 (180 reviews) | | **Application** | Not enough data | 9.7 (16 reviews) | 8.7 (181 reviews) | | **Scalability** | Not enough data | 9.6 (15 reviews) | 9.0 (189 reviews) | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | Not enough data | 9.6 (13 reviews) | 8.2 (87 reviews) | | **AI Text Summarization** | Not enough data | 9.2 (13 reviews) | 8.4 (88 reviews) | | **AI Text-to-Image** | Not enough data | 9.3 (14 reviews) | 7.6 (87 reviews) | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 9.3 (9 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 8.5 (8 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 8.3 (9 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 8.8 (8 reviews) | | **Natural Language Interaction** | Not enough data | Not enough data | 9.2 (11 reviews) | | **Proactive Assistance** | Not enough data | Not enough data | 8.8 (7 reviews) | | **Decision Making** | Not enough data | Not enough data | 9.4 (8 reviews) | ### Data Fabric | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | 6.9/10 | 6 | | **Databricks** | N/A | N/A | #### Data Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Integration** | Not enough data | 6.7 (6 reviews) | Not enough data | | **Data Discovery** | Not enough data | 6.9 (6 reviews) | Not enough data | | **Multi - Platform** | Not enough data | 6.9 (6 reviews) | Not enough data | | **Metadata** | Not enough data | 7.2 (6 reviews) | Not enough data | #### Analytics | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Analytics** | Not enough data | 6.4 (6 reviews) | Not enough data | #### Security | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Compliance** | Not enough data | 6.4 (6 reviews) | Not enough data | | **Governance** | Not enough data | 7.5 (6 reviews) | Not enough data | | **Data Protection** | Not enough data | 7.2 (6 reviews) | Not enough data | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | Not enough data | 7.2 (6 reviews) | Not enough data | | **AI Text Summarization** | Not enough data | 6.1 (6 reviews) | Not enough data | #### Agentic AI - Data Fabric | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | Not enough data | ### Data Warehouse | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | 8.8/10 | 16 | | **Databricks** | 8.9/10 | 206 | #### Data Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Integration** | Not enough data | 9.0 (15 reviews) ✓ Verified | 9.1 (188 reviews) ✓ Verified | | **Data Compression** | Not enough data | 8.5 (14 reviews) ✓ Verified | 8.9 (182 reviews) ✓ Verified | | **Data Quality** | Not enough data | 8.9 (14 reviews) ✓ Verified | 8.9 (184 reviews) ✓ Verified | | **Built-In Data Analytics** | Not enough data | 8.7 (13 reviews) ✓ Verified | 8.8 (182 reviews) ✓ Verified | | **In-Database Machine Learning** | Not enough data | 8.5 (14 reviews) ✓ Verified | 8.7 (169 reviews) ✓ Verified | | **Data Lake Analytics** | Not enough data | 8.9 (14 reviews) ✓ Verified | 9.1 (174 reviews) ✓ Verified | #### Integration | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI/ ML Integration** | Not enough data | 8.7 (13 reviews) ✓ Verified | 8.8 (171 reviews) ✓ Verified | | **BI Tool Integration** | Not enough data | 8.3 (13 reviews) ✓ Verified | 8.8 (169 reviews) ✓ Verified | | **Data lake Integration** | Not enough data | 9.2 (13 reviews) ✓ Verified | 9.1 (178 reviews) ✓ Verified | #### Deployment | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **On-Premise** | Not enough data | 9.3 (14 reviews) ✓ Verified | 8.0 (158 reviews) ✓ Verified | | **Cloud** | Not enough data | 8.9 (14 reviews) ✓ Verified | 9.2 (181 reviews) ✓ Verified | #### Performance | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Scalability** | Not enough data | 9.2 (14 reviews) ✓ Verified | 9.2 (182 reviews) ✓ Verified | #### Security | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Governance** | Not enough data | 8.8 (13 reviews) ✓ Verified | 8.9 (173 reviews) ✓ Verified | | **Data Security** | Not enough data | 9.0 (14 reviews) ✓ Verified | 8.9 (170 reviews) ✓ Verified | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | Not enough data | 8.8 (10 reviews) | 8.5 (78 reviews) | | **AI Text Summarization** | Not enough data | 8.5 (10 reviews) | 8.4 (77 reviews) | ### Database Management Systems (DBMS) | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | 8.9/10 | 23 | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data dictionary** | 8.7 (21 reviews) | Not enough data | Not enough data | | **Data Replication** | 8.9 (22 reviews) | Not enough data | Not enough data | | **Query Language** | 9.1 (20 reviews) | Not enough data | Not enough data | | **Data Modeling** | 8.9 (21 reviews) | Not enough data | Not enough data | | **Performance Analysis** | 8.9 (20 reviews) | Not enough data | Not enough data | #### Maintenance | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Migration** | 8.6 (22 reviews) | Not enough data | Not enough data | | **Backup and Recovery** | 9.0 (22 reviews) | Not enough data | Not enough data | | **Multi-User Environment** | 8.7 (22 reviews) | Not enough data | Not enough data | #### Security | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Encryption** | 8.9 (21 reviews) | Not enough data | Not enough data | | **User Access Control** | 8.8 (23 reviews) | Not enough data | Not enough data | ### Relational Databases | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | 8.5/10 | 299 | | **Cloudera Data Platform** | 8.8/10 | 20 | | **Databricks** | N/A | N/A | #### Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Schema** | 8.5 (86 reviews) | 8.8 (11 reviews) | Not enough data | | **Query Language** | 8.3 (86 reviews) | 9.4 (11 reviews) | Not enough data | | **ACID - Complaint** | 8.4 (80 reviews) | 9.4 (8 reviews) | Not enough data | | **Data Replication** | 8.6 (85 reviews) | 9.4 (9 reviews) | Not enough data | #### Support | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Text Search** | 8.3 (84 reviews) | 8.0 (11 reviews) | Not enough data | | **Data Types** | 8.7 (89 reviews) | 8.5 (11 reviews) | Not enough data | | **Languages** | 8.3 (87 reviews) | 8.7 (10 reviews) | Not enough data | | **Operating Systems** | Feature Not Available | 8.0 (10 reviews) | Not enough data | #### Security | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Database Locking** | 8.8 (82 reviews) | 9.0 (10 reviews) | Not enough data | | **Access Control** | 8.6 (84 reviews) | 9.2 (10 reviews) | Not enough data | | **Encryption** | 8.7 (82 reviews) | 8.7 (9 reviews) | Not enough data | | **Authentication** | 8.8 (84 reviews) | 9.0 (10 reviews) | Not enough data | #### Performance | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Disaster Recovery** | 8.7 (82 reviews) | 8.8 (8 reviews) | Not enough data | | **Data Concurrency** | 8.7 (80 reviews) | 8.9 (9 reviews) | Not enough data | | **Workload Management** | 8.6 (84 reviews) | 8.7 (9 reviews) | Not enough data | | **Advanced Indexing** | 8.6 (79 reviews) | 8.7 (9 reviews) | Not enough data | | **Query Optimizer** | Feature Not Available | 8.8 (10 reviews) | Not enough data | #### Database Features | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Storage** | 8.7 (214 reviews) | 8.9 (19 reviews) | Not enough data | | **Availability** | 8.6 (217 reviews) | 8.4 (19 reviews) | Not enough data | | **Stability** | 8.5 (221 reviews) | 8.5 (17 reviews) | Not enough data | | **Scalability** | 8.6 (225 reviews) | 9.0 (18 reviews) | Not enough data | | **Security** | 8.7 (214 reviews) | 9.0 (16 reviews) | Not enough data | | **Data Manipulation** | 8.2 (205 reviews) | 8.7 (17 reviews) | Not enough data | | **Query Language** | 8.2 (198 reviews) | 9.2 (18 reviews) | Not enough data | ### Key Value Databases | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Data Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Model** | Not enough data | Not enough data | Not enough data | | **Data Types** | Not enough data | Not enough data | Not enough data | #### Availability | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Auto Sharding** | Not enough data | Not enough data | Not enough data | | **Auto Recovery** | Not enough data | Not enough data | Not enough data | | **Data Replication** | Not enough data | Not enough data | Not enough data | #### Performance | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Integrated Cache** | Not enough data | Feature Not Available | Not enough data | #### Security | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Role-Based Authorization** | Not enough data | Not enough data | Not enough data | | **Authentication** | Not enough data | Not enough data | Not enough data | | **Audit Logs** | Not enough data | Feature Not Available | Not enough data | | **Encryption** | Not enough data | Not enough data | Not enough data | #### Support | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Multi-Model** | Not enough data | Not enough data | Not enough data | | **Operating Systems** | Not enough data | Not enough data | Not enough data | ### DataOps Platforms | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | 9.0/10 | 81 | #### Data Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Integration** | Not enough data | Not enough data | 9.0 (70 reviews) | | **Metadata** | Not enough data | Not enough data | 8.8 (72 reviews) | | **Self-service** | Not enough data | Not enough data | 8.9 (71 reviews) | | **Automated workflows** | Not enough data | Not enough data | 9.2 (71 reviews) | #### Agentic AI - DataOps Platforms | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | 9.2 (11 reviews) | | **Multi-step Planning** | Not enough data | Not enough data | 9.1 (9 reviews) | | **Cross-system Integration** | Not enough data | Not enough data | 9.1 (11 reviews) | | **Adaptive Learning** | Not enough data | Not enough data | 9.2 (10 reviews) | | **Decision Making** | Not enough data | Not enough data | 9.5 (10 reviews) | #### Analytics | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Analytics capabilities** | Not enough data | Not enough data | 8.9 (70 reviews) | | **Dasboard visualizations** | Not enough data | Not enough data | 8.6 (69 reviews) | #### Monitoring and Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Observability** | Not enough data | Not enough data | 8.6 (69 reviews) | | **Testing capabilities** | Not enough data | Not enough data | 8.6 (70 reviews) | #### Cloud Deployment | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Hybrid cloud support** | Not enough data | Not enough data | 9.0 (65 reviews) | | **Cloud migration capabilities** | Not enough data | Not enough data | 9.0 (66 reviews) | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | 9.0 (38 reviews) | | **AI Text Summarization** | Not enough data | Not enough data | 8.9 (38 reviews) | ### Text Analysis | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Setup | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Integration** | Not enough data | Not enough data | Not enough data | | **Maintenance** | Not enough data | Not enough data | Not enough data | | **No-Code** | Not enough data | Not enough data | Not enough data | #### Data | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Security** | Not enough data | Not enough data | Not enough data | | **Data Visualization** | Not enough data | Not enough data | Not enough data | #### Analysis | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Automation** | Not enough data | Not enough data | Not enough data | | **Named entity recognition** | Not enough data | Not enough data | Not enough data | | **Keyphrase Extraction** | Not enough data | Not enough data | Not enough data | | **Topic Analysis** | Not enough data | Not enough data | Not enough data | | **Sentiment Analysis** | Not enough data | Not enough data | Not enough data | | **Language Identification** | Not enough data | Not enough data | Not enough data | | **Syntax/Part of Speech Parsing** | Not enough data | Not enough data | Not enough data | #### Customization | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Pre-Built Parameterization** | Not enough data | Not enough data | Not enough data | | **Custom Extension** | Not enough data | Not enough data | Not enough data | | **Compositionality** | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | Not enough data | ### Active Metadata Management | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Data management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Metadata Management** | Not enough data | Not enough data | Not enough data | | **Automation Features** | Not enough data | Not enough data | Not enough data | | **Collaboration** | Not enough data | Not enough data | Not enough data | | **Data Lineage** | Not enough data | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | Not enough data | #### Reporting | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Intelligent Insights** | Not enough data | Not enough data | Not enough data | | **Actionable Insights** | Not enough data | Not enough data | Not enough data | | **Dashboards** | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | Not enough data | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Scalability and Performance - Generative AI Infrastructure | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI High Availability** | Not enough data | Not enough data | Not enough data | | **AI Model Training Scalability** | Not enough data | Not enough data | Not enough data | | **AI Inference Speed** | Not enough data | Not enough data | Not enough data | #### Cost and Efficiency - Generative AI Infrastructure | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Cost per API Call** | Not enough data | Not enough data | Not enough data | | **AI Resource Allocation Flexibility** | Not enough data | Not enough data | Not enough data | | **AI Energy Efficiency** | Not enough data | Not enough data | Not enough data | #### Integration and Extensibility - Generative AI Infrastructure | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Multi-cloud Support** | Not enough data | Not enough data | Not enough data | | **AI Data Pipeline Integration** | Not enough data | Not enough data | Not enough data | | **AI API Support and Flexibility** | Not enough data | Not enough data | Not enough data | #### Security and Compliance - Generative AI Infrastructure | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | Not enough data | | **AI Role-based Access Control** | Not enough data | Not enough data | Not enough data | | **AI Data Encryption** | Not enough data | Not enough data | Not enough data | #### Usability and Support - Generative AI Infrastructure | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Documentation Quality** | Not enough data | Not enough data | Not enough data | | **AI Community Activity** | Not enough data | Not enough data | Not enough data | ### Machine Learning | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Integration - Machine Learning | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Integration** | Not enough data | Not enough data | Not enough data | #### Learning - Machine Learning | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Training Data** | Not enough data | Not enough data | Not enough data | | **Actionable Insights** | Not enough data | Not enough data | Not enough data | | **Algorithm** | Not enough data | Not enough data | Not enough data | ### AI Agent Builders | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Customization - AI Agent Builders | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Natural Language Configuration** | Not enough data | Not enough data | Not enough data | | **Tone Customization** | Not enough data | Not enough data | Not enough data | | **Security Guardrails** | Not enough data | Not enough data | Not enough data | #### Functionality - AI Agent Builders | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Omni-channel Support** | Not enough data | Not enough data | Not enough data | | **Agent Branding** | Not enough data | Not enough data | Not enough data | | **Proactive Response Capabilities** | Not enough data | Not enough data | Not enough data | | **Seamless Human Escalation** | Not enough data | Not enough data | Not enough data | #### Data and Analytics - AI Agent Builders | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Analytics & Reporting** | Not enough data | Not enough data | Not enough data | | **Contextual Awareness** | Not enough data | Not enough data | Not enough data | | **Data Privacy Compliance** | Not enough data | Not enough data | Not enough data | #### Integration - AI Agent Builders | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Workflow Automation** | Not enough data | Not enough data | Not enough data | | **API Usage** | Not enough data | Not enough data | Not enough data | | **Platform Interoperability** | Not enough data | Not enough data | Not enough data | | **CRM Data Integration** | Not enough data | Not enough data | Not enough data | ### AI Gateways | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Traffic Management & Performance - AI Gateways | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Token-Aware Rate Limiting** | Not enough data | Not enough data | Not enough data | | **Semantic Caching** | Not enough data | Not enough data | Not enough data | | **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | Not enough data | #### Governance & Observability - AI Gateways | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Privacy** | Not enough data | Not enough data | Not enough data | | **Cost Tracking** | Not enough data | Not enough data | Not enough data | | **Centralized API Key Security** | Not enough data | Not enough data | Not enough data | ### Predictive Analytics | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | 8.5/10 | 12 | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Statistical Tool | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Scripting** | 8.2 (10 reviews) | Not enough data | Not enough data | | **Data Mining** | 8.3 (11 reviews) | Not enough data | Not enough data | | **Algorithms** | 8.8 (10 reviews) | Not enough data | Not enough data | #### Data Analysis | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Analysis** | 8.8 (11 reviews) | Not enough data | Not enough data | | **Data Interaction** | 8.5 (8 reviews) | Not enough data | Not enough data | #### Decision Making | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Modeling** | 8.3 (10 reviews) | Not enough data | Not enough data | | **Data Visualizations** | 9.5 (10 reviews) | Not enough data | Not enough data | | **Report Generation** | 9.3 (10 reviews) | Not enough data | Not enough data | | **Data Unification** | 9.3 (10 reviews) | Not enough data | Not enough data | #### Generative AI | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **AI Text Generation** | 6.9 (9 reviews) | Not enough data | Not enough data | | **AI Text Summarization** | 7.2 (9 reviews) | Not enough data | Not enough data | ### Database as a Service (DBaaS) | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | 8.6/10 | 105 | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Configuration | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Application Performance** | 8.7 (82 reviews) | Not enough data | Not enough data | | **Orchestration** | 8.5 (79 reviews) | Not enough data | Not enough data | | **Database Monitoring** | 8.7 (80 reviews) | Not enough data | Not enough data | | **Anomaly Detection** | 8.2 (74 reviews) | Not enough data | Not enough data | | **Network Security** | 8.7 (77 reviews) | Not enough data | Not enough data | #### Database Administration | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Provisioning** | 8.5 (78 reviews) | Not enough data | Not enough data | | **Governance** | 8.4 (78 reviews) | Not enough data | Not enough data | | **Auditing** | 8.4 (78 reviews) | Not enough data | Not enough data | #### Availability | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Scalability** | 8.7 (81 reviews) | Not enough data | Not enough data | | **Backup** | 8.5 (78 reviews) | Not enough data | Not enough data | | **Archiving** | 8.6 (76 reviews) | Not enough data | Not enough data | | **Indexing** | 8.6 (75 reviews) | Not enough data | Not enough data | #### Security | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Masking** | 8.7 (69 reviews) | Not enough data | Not enough data | | **Authentication And Single Sign-On** | 8.6 (72 reviews) | Not enough data | Not enough data | | **Data Anonymization** | 8.6 (72 reviews) | Not enough data | Not enough data | #### Data Management | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Replication** | 8.6 (74 reviews) | Not enough data | Not enough data | | **Advanced Data Analytics** | 8.6 (73 reviews) | Not enough data | Not enough data | ### Big Data Processing and Distribution | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | 8.3/10 | 14 | | **Databricks** | 8.9/10 | 325 | #### Database | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Real-Time Data Collection** | Not enough data | 7.9 (12 reviews) | 8.7 (238 reviews) | | **Data Distribution** | Not enough data | 8.6 (13 reviews) | 8.9 (246 reviews) | | **Data Lake** | Not enough data | 8.3 (11 reviews) | 9.3 (266 reviews) | #### Integrations | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Hadoop Integration** | Not enough data | 8.8 (13 reviews) | 8.3 (219 reviews) | | **Spark Integration** | Not enough data | 8.3 (11 reviews) | 9.1 (270 reviews) | #### Platform | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Machine Scaling** | Not enough data | 9.2 (8 reviews) | 9.0 (265 reviews) | | **Data Preparation** | Not enough data | 7.7 (11 reviews) | 8.9 (254 reviews) | | **Spark Integration** | Not enough data | 8.3 (11 reviews) | 9.1 (270 reviews) | #### Processing | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Cloud Processing** | Not enough data | 7.7 (8 reviews) | 9.1 (250 reviews) | | **Workload Processing** | Not enough data | 7.7 (11 reviews) | 9.0 (257 reviews) | ### Big Data Analytics | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | 8.3/10 | 12 | | **Databricks** | 8.9/10 | 263 | #### Data Transformation | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Real-Time Analytics** | Not enough data | 7.0 (11 reviews) ✓ Verified | 8.9 (229 reviews) | | **Data Querying** | Not enough data | 8.6 (7 reviews) ✓ Verified | 9.1 (238 reviews) | #### Connectivity | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Hadoop Integration** | Not enough data | 8.9 (12 reviews) ✓ Verified | 8.7 (208 reviews) | | **Spark Integration** | Not enough data | 8.8 (11 reviews) ✓ Verified | 9.2 (232 reviews) | | **Multi-Source Analysis** | Not enough data | 8.6 (11 reviews) ✓ Verified | 9.0 (222 reviews) | | **Data Lake** | Not enough data | 9.0 (10 reviews) ✓ Verified | 9.2 (231 reviews) | #### Operations | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Visualization** | Not enough data | 7.7 (10 reviews) ✓ Verified | 8.4 (230 reviews) | | **Data Workflow** | Not enough data | 8.0 (11 reviews) ✓ Verified | 8.8 (229 reviews) | | **Governed Discovery** | Not enough data | 8.1 (9 reviews) ✓ Verified | 8.7 (215 reviews) | | **Embedded Analytics** | Not enough data | Feature Not Available | 8.6 (211 reviews) | | **Notebooks** | Not enough data | 8.7 (5 reviews) ✓ Verified | 9.3 (233 reviews) | ### Big Data | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | 7.6/10 | 24 | | **Databricks** | 8.5/10 | 189 | #### Building Reports | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Data Transformation** | Not enough data | 8.3 (21 reviews) | 9.0 (161 reviews) | | **Data Modeling** | Not enough data | 7.7 (21 reviews) | 8.6 (152 reviews) | | **WYSIWYG Report Design** | Not enough data | 6.7 (9 reviews) | 7.7 (127 reviews) | | **Integration APIs** | Not enough data | 7.7 (16 reviews) | 8.5 (153 reviews) | #### Platform | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Mobile User Support** | Not enough data | Not enough data | Not enough data | | **Customization ** | Not enough data | Not enough data | Not enough data | | **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | | **Internationalization** | Not enough data | Not enough data | Not enough data | | **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | | **Performance and Reliability** | Not enough data | Not enough data | Not enough data | | **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | ### NoSQL Databases | Product | Score | Reviews | |---|---|---| | **SAP HANA Cloud** | N/A | N/A | | **Cloudera Data Platform** | N/A | N/A | | **Databricks** | N/A | N/A | #### Database Features | Feature | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Storage** | 8.7 (214 reviews) | 8.9 (19 reviews) | Not enough data | | **Availability** | 8.6 (217 reviews) | 8.4 (19 reviews) | Not enough data | | **Stability** | 8.5 (221 reviews) | 8.5 (17 reviews) | Not enough data | | **Scalability** | 8.6 (225 reviews) | 9.0 (18 reviews) | Not enough data | | **Security** | 8.7 (214 reviews) | 9.0 (16 reviews) | Not enough data | | **Data Manipulation** | 8.2 (205 reviews) | 8.7 (17 reviews) | Not enough data | | **Query Language** | 8.2 (198 reviews) | 9.2 (18 reviews) | Not enough data | --- ## Categories **Shared Categories (3):** [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) **Unique to SAP HANA Cloud (9):** [Data Virtualization Software](https://www.g2.com/categories/data-virtualization), [Database as a Service (DBaaS) Providers](https://www.g2.com/categories/database-as-a-service-dbaas), [Relational Databases](https://www.g2.com/categories/relational-databases), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools), [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Time Series Intelligence Software](https://www.g2.com/categories/time-series-intelligence), [Machine Learning Software](https://www.g2.com/categories/machine-learning) **Unique to Cloudera Data Platform (14):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Relational Databases](https://www.g2.com/categories/relational-databases), [Data Fabric Software](https://www.g2.com/categories/data-fabric), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [ETL Tools](https://www.g2.com/categories/etl-tools), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Key Value Databases](https://www.g2.com/categories/key-value-databases), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Stream Analytics Software](https://www.g2.com/categories/stream-analytics), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management) **Unique to Databricks (10):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [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) --- ## Reviewer Demographics ### By Company Size | Segment | SAP HANA Cloud | Cloudera Data Platform | Databricks | |---|---|---|---| | **Small-Business** | 12.0% | 32.3% | 16.1% | | **Mid-Market** | 25.6% | 25.4% | 39.7% | | **Enterprise** | 62.3% | 42.3% | 44.2% | ### By Industry #### SAP HANA Cloud - **Information Technology and Services:** 19.0% - **Computer Software:** 7.7% - **Retail:** 5.0% - **Accounting:** 4.6% - **Consumer Goods:** 3.6% - **Oil & Energy:** 3.6% - **Automotive:** 3.2% - **Telecommunications:** 3.0% - **Financial Services:** 2.6% - **Chemicals:** 2.4% - **Other:** 45.2% #### Cloudera Data Platform - **Information Technology and Services:** 23.1% - **Computer Software:** 17.7% - **Banking:** 6.2% - **Retail:** 6.2% - **Consulting:** 4.6% - **Internet:** 4.6% - **Telecommunications:** 3.8% - **Financial Services:** 3.1% - **Health, Wellness and Fitness:** 2.3% - **Marketing and Advertising:** 2.3% - **Other:** 26.2% #### Databricks - **Information Technology and Services:** 15.8% - **Financial Services:** 10.3% - **Computer Software:** 8.8% - **Consulting:** 4.0% - **Hospital & Health Care:** 3.8% - **Retail:** 3.4% - **Insurance:** 3.1% - **Marketing and Advertising:** 3.1% - **Telecommunications:** 2.8% - **Manufacturing:** 2.7% - **Other:** 42.1% --- ## Alternatives ### Alternatives to SAP HANA Cloud - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (735 reviews) - [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (679 reviews) - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2271 reviews) - [Oracle Database](https://www.g2.com/products/oracle-database/reviews) — 4.3/5 stars (1010 reviews) - [Amazon Relational Database Service (RDS)](https://www.g2.com/products/amazon-relational-database-service-rds/reviews) — 4.5/5 stars (906 reviews) - [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3645 reviews) - [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews) - [MySQL](https://www.g2.com/products/mysql/reviews) — 4.4/5 stars (1675 reviews) ### Alternatives to Cloudera Data Platform - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (735 reviews) - [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1236 reviews) - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews) - [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (431 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (679 reviews) - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2271 reviews) - [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews) - [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews) - [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews) ### Alternatives to Databricks - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (735 reviews) - [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1236 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (679 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (653 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 (797 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (205 reviews) - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews) - [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews) --- ## Top Discussions ### SAP HANA Cloud - Title: [How is SAP HANA makes data processing and transactions very fast](https://www.g2.com/discussions/35437-how-is-sap-hana-makes-data-processing-and-transactions-very-fast) — 2 comments, 1 upvote > **Top comment:** "by minimizing the no. of business process steps by 30 to 40%" - Title: [SAP HANA Vs Oracle](https://www.g2.com/discussions/12752-sap-hana-vs-oracle) — 2 comments, 1 upvote > **Top comment:** "HANA is in-memory database delivered with its appliance, can compress the data at its optimized size which helps to lower the size of DB to be used in..." - Title: [Why does SAP HANA take a lot of time when I start it.](https://www.g2.com/discussions/why-does-sap-hana-take-a-lot-of-time-when-i-start-it) — 1 comment, 1 upvote > **Top comment:** "SAP HANA may take longer to start due to factors such as large data size, inadequate hardware resources, configuration issues, database consistency checks,..." - Title: [no question at all](https://www.g2.com/discussions/no-question-at-all) — 1 comment, 1 upvote > **Top comment:** "Where we are headed regarding the complete SAP Business Suite. " - Title: [HANA What is Next](https://www.g2.com/discussions/hana-what-is-next) — 1 comment, 1 upvote > **Top comment:** "HANA what is next ?question is tricky, see HANA is a in memory DB with its certified appliance, a strong DB fighting against the traditional DBs like Oracle,..." ### Cloudera Data Platform - Title: [What is Cloudera used for?](https://www.g2.com/discussions/what-is-cloudera-used-for) — 1 comment > **Top comment:** "Cloudera supports distributed processing using Apache Spark, Hive, and YARN, enabling fast processing of very large datasets. Use cases Batch processing..." - Title: [Is cloudera a relational database?](https://www.g2.com/discussions/is-cloudera-a-relational-database) — 1 comment > **Top comment:** "Yes, it is" ### 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 > **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/sap-hana-cloud-2025-10-01-vs-cloudera-cloudera-data-platform-vs-databricks)