# Databricks, Microsoft Fabric vs Google Cloud Managed Service for Apache Spark Comparison | | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Star Rating** | 4.6 out of 5 | 4.7 out of 5 | 4.4 out of 5 | | **Total Reviews** | 1,334 | 45 | 17 | | **Largest Market Segment** | Enterprise (48.4% of reviews) | Enterprise (39.5% of reviews) | Mid-Market (46.7% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | No pricing available | --- ## Top Pros & Cons ### Databricks Pros: - Features (288 reviews) - Ease of Use (278 reviews) Cons: - Learning Curve (112 reviews) - Expensive (97 reviews) ### Microsoft Fabric Pros: - Ease of Use (15 reviews) - Customer Support (8 reviews) Cons: - Feature Limitations (3 reviews) - Learning Curve (3 reviews) ### Google Cloud Managed Service for Apache Spark **Not enough data** --- ## Ratings Comparison | Rating | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Meets Requirements** | 9.0 (657 reviews) | 9.4 (38 reviews) | 8.7 (10 reviews) | | **Ease of Use** | 8.8 (1001 reviews) | 9.1 (39 reviews) | 9.0 (10 reviews) | | **Ease of Setup** | 8.4 (850 reviews) | 8.9 (22 reviews) | Not enough data | | **Ease of Admin** | 8.4 (193 reviews) | 8.7 (9 reviews) | Not enough data | | **Quality of Support** | 8.8 (638 reviews) | 9.1 (38 reviews) | 8.8 (10 reviews) | | **Has the product been a good partner in doing business?** | 8.9 (197 reviews) | 9.4 (9 reviews) | Not enough data | | **Product Direction (% positive)** | 9.6 (634 reviews) | 9.7 (37 reviews) | 8.8 (10 reviews) | --- ## Pricing ### Databricks #### Entry-Level Pricing No pricing available #### Free Trial Yes ### Microsoft Fabric #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Google Cloud Managed Service for Apache Spark #### Entry-Level Pricing No pricing available #### Free Trial No information available --- ## Features Comparison By Category ### Analytics Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.3/10 | 395 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Reports | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Reports Interface** | 9.1 (25 reviews) | Not enough data | Not enough data | | **Steps to Answer** | 8.4 (21 reviews) | Not enough data | Not enough data | | **Graphs and Charts** | 9.2 (22 reviews) | Not enough data | Not enough data | | **Score Cards** | 8.8 (17 reviews) | Not enough data | Not enough data | | **Dashboards** | 9.2 (28 reviews) | Not enough data | Not enough data | #### Data Preparation | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Connectors** | 9.5 (16 reviews) | Not enough data | Not enough data | | **Data Governance** | 9.5 (16 reviews) | Not enough data | Not enough data | #### Data Modeling and Blending | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Querying** | 9.5 (16 reviews) | Not enough data | Not enough data | | **Data Filtering** | 9.3 (15 reviews) | Not enough data | Not enough data | | **Data Blending** | 9.4 (17 reviews) | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI Text Generation** | 9.5 (17 reviews) | Not enough data | Not enough data | | **AI Text Summarization** | 9.6 (14 reviews) | Not enough data | Not enough data | #### Agentic AI - Analytics Platforms | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Autonomous Task Execution** | 9.3 (16 reviews) | Not enough data | Not enough data | | **Multi-step Planning** | 9.5 (13 reviews) | Not enough data | Not enough data | | **Cross-system Integration** | 9.3 (14 reviews) | Not enough data | Not enough data | | **Adaptive Learning** | 9.2 (14 reviews) | Not enough data | Not enough data | | **Natural Language Interaction** | 9.2 (15 reviews) | Not enough data | Not enough data | | **Proactive Assistance** | 9.9 (14 reviews) | Not enough data | Not enough data | | **Decision Making** | 9.7 (13 reviews) | Not enough data | Not enough data | #### Self Service | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Calculated Fields** | 8.7 (18 reviews) | Not enough data | Not enough data | | **Data Column Filtering** | 8.9 (21 reviews) | Not enough data | Not enough data | | **Data Discovery** | 9.2 (22 reviews) | Not enough data | Not enough data | | **Search** | 8.7 (22 reviews) | Not enough data | Not enough data | | **Collaboration / Workflow** | 9.2 (24 reviews) | Not enough data | Not enough data | | **Automodeling** | 9.0 (16 reviews) | Not enough data | Not enough data | #### Deployment & Integration - Analytics Platforms | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **No-code Dashboard Builder** | 9.0 (16 reviews) | Not enough data | Not enough data | | **Report Scheduling and Automation** | 9.6 (16 reviews) | Not enough data | Not enough data | | **Embedded Analytics and White-labeling** | 9.4 (14 reviews) | Not enough data | Not enough data | | **Data Source Connectivity** | 9.7 (15 reviews) | Not enough data | Not enough data | #### Advanced Analytics | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Predictive Analytics** | 9.1 (21 reviews) | Not enough data | Not enough data | | **Data Visualization** | 9.0 (22 reviews) | Not enough data | Not enough data | | **Big Data Services** | 9.6 (30 reviews) | Not enough data | Not enough data | #### Performance & Scalability - Analytics Platforms | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Large data handling and Query Speed** | 9.6 (20 reviews) | Not enough data | Not enough data | | **Concurrent User Support** | 9.9 (12 reviews) | Not enough data | Not enough data | #### Advanced Analytics & Modeling - Analytics Platforms | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Modeling and Governance** | 9.5 (17 reviews) | Not enough data | Not enough data | | **Notebook and Script Integration** | 9.0 (17 reviews) | Not enough data | Not enough data | | **Built-in Predictive and Statistical Models** | 9.3 (14 reviews) | Not enough data | Not enough data | #### Agentic AI Capabilities - Analytics Platforms | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Auto-generated Insights and Narratives** | 9.2 (15 reviews) | Not enough data | Not enough data | | **Natural Language Queries** | 9.5 (18 reviews) | Not enough data | Not enough data | | **Proactive KPI Monitoring and Alerts** | 9.5 (14 reviews) | Not enough data | Not enough data | | **AI Agents for Analytical Follow-ups** | 9.3 (16 reviews) | Not enough data | Not enough data | #### Personalized Intelligence - Analytics Platforms | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Behavioral Learning for Contextual Query Refinement** | 9.5 (14 reviews) | Not enough data | Not enough data | | **Role-based Insight Personalization** | 8.9 (16 reviews) | Not enough data | Not enough data | | **Conversational and Prompt-based Analytics** | 9.2 (15 reviews) | Not enough data | Not enough data | #### Building Reports | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Transformation** | 9.3 (220 reviews) | Not enough data | Not enough data | | **Data Modeling** | 8.9 (219 reviews) | Not enough data | Not enough data | | **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | Not enough data | | **Integration APIs** | 8.7 (223 reviews) | Not enough data | Not enough data | ### Data Governance | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.9/10 | 142 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Administration | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Modelling** | 8.9 (106 reviews) | Not enough data | Not enough data | | **Recommendations** | 8.7 (97 reviews) | Not enough data | Not enough data | | **Workflow Management** | 9.0 (101 reviews) | Not enough data | Not enough data | | **Dashboards and Visualizations** | 8.8 (105 reviews) | Not enough data | Not enough data | #### Management | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Business Glossary** | 8.5 (91 reviews) | Not enough data | Not enough data | | **Data Discovery** | 8.7 (92 reviews) | Not enough data | Not enough data | | **Data Profililng** | 8.7 (92 reviews) | Not enough data | Not enough data | | **Reporting and Visualization** | 8.6 (91 reviews) | Not enough data | Not enough data | | **Data Lineage** | 8.8 (91 reviews) | Not enough data | Not enough data | #### Compliance | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Sensitive Data Compliance** | 8.9 (103 reviews) | Not enough data | Not enough data | | **Training and Guidelines** | 8.7 (98 reviews) | Not enough data | Not enough data | | **Policy Enforcement** | 9.0 (103 reviews) | Not enough data | Not enough data | | **Compliance Monitoring** | 8.8 (99 reviews) | Not enough data | Not enough data | #### Security | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Access Control** | 9.1 (96 reviews) | Not enough data | Not enough data | | **Roles Management** | 8.9 (90 reviews) | Not enough data | Not enough data | | **Compliance Management** | 8.9 (90 reviews) | Not enough data | Not enough data | #### Data Quality | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Preparation** | 9.1 (100 reviews) | Not enough data | Not enough data | | **Data Distribution** | 8.8 (97 reviews) | Not enough data | Not enough data | | **Data Unification** | 9.1 (105 reviews) | Not enough data | Not enough data | #### Maintainence | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Quality Management** | 8.8 (89 reviews) | Not enough data | Not enough data | | **Policy Management** | 8.8 (88 reviews) | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI Text Generation** | 8.4 (86 reviews) | Not enough data | Not enough data | | **AI Text Summarization** | 8.5 (85 reviews) | Not enough data | Not enough data | #### Agentic AI - Data Governance | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Autonomous Task Execution** | 8.9 (14 reviews) | Not enough data | Not enough data | | **Multi-step Planning** | 9.1 (15 reviews) | Not enough data | Not enough data | | **Cross-system Integration** | 9.0 (19 reviews) | Not enough data | Not enough data | | **Adaptive Learning** | 8.9 (16 reviews) | Not enough data | Not enough data | | **Natural Language Interaction** | 9.3 (16 reviews) | Not enough data | Not enough data | | **Decision Making** | 9.2 (17 reviews) | Not enough data | Not enough data | ### ETL Tools | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 218 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Management | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Reporting** | 8.7 (179 reviews) | Not enough data | Not enough data | | **Auditing** | 8.5 (170 reviews) | Not enough data | Not enough data | #### Functionality | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Extraction** | 9.1 (189 reviews) | Not enough data | Not enough data | | **Transformation** | 9.3 (193 reviews) | Not enough data | Not enough data | | **Loading** | 9.2 (183 reviews) | Not enough data | Not enough data | | **Automation** | 9.1 (178 reviews) | Not enough data | Not enough data | | **Scalability** | 9.2 (183 reviews) | Not enough data | Not enough data | ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 99 | | **Microsoft Fabric** | 9.0/10 | 27 | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Deployment | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Language Flexibility** | 9.0 (71 reviews) | 9.2 (23 reviews) | Not enough data | | **Framework Flexibility** | 9.0 (70 reviews) | 9.0 (22 reviews) | Not enough data | | **Versioning** | 9.0 (74 reviews) | 8.9 (21 reviews) | Not enough data | | **Ease of Deployment** | 9.0 (76 reviews) | 8.8 (23 reviews) | Not enough data | | **Scalability** | 9.0 (75 reviews) | 9.3 (23 reviews) | Not enough data | #### Deployment | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Language Flexibility** | 9.0 (68 reviews) | 8.8 (21 reviews) | Not enough data | | **Framework Flexibility** | 8.9 (69 reviews) | 9.3 (20 reviews) | Not enough data | | **Versioning** | 8.7 (74 reviews) | 9.0 (22 reviews) | Not enough data | | **Ease of Deployment** | 9.0 (75 reviews) | 9.3 (20 reviews) | Not enough data | | **Scalability** | 9.1 (73 reviews) | 9.4 (19 reviews) | Not enough data | #### Management | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Cataloging** | 9.1 (72 reviews) | 8.8 (20 reviews) | Not enough data | | **Monitoring** | 9.0 (72 reviews) | 9.0 (21 reviews) | Not enough data | | **Governing** | 9.3 (69 reviews) | 9.1 (21 reviews) | Not enough data | | **Model Registry** | 9.1 (76 reviews) | 9.2 (19 reviews) | Not enough data | #### Operations | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Metrics** | 8.9 (69 reviews) | 8.9 (20 reviews) | Not enough data | | **Infrastructure management** | 9.0 (69 reviews) | 9.0 (21 reviews) | Not enough data | | **Collaboration** | 9.1 (70 reviews) | 9.2 (22 reviews) | Not enough data | #### Management | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Cataloging** | 9.0 (69 reviews) | 8.7 (19 reviews) | Not enough data | | **Monitoring** | 8.8 (67 reviews) | 8.9 (18 reviews) | Not enough data | | **Governing** | 9.1 (66 reviews) | 8.9 (18 reviews) | Not enough data | #### Generative AI | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI Text Generation** | 8.7 (36 reviews) | 7.9 (17 reviews) | Not enough data | | **AI Text Summarization** | 8.6 (35 reviews) | 8.4 (18 reviews) | Not enough data | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.7/10 | 243 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### System | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Ingestion & Wrangling** | 8.9 (187 reviews) | Not enough data | Not enough data | #### Model Development | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Language Support** | 8.8 (194 reviews) | Not enough data | Not enough data | | **Drag and Drop** | 8.0 (197 reviews) | Not enough data | Not enough data | | **Pre-Built Algorithms** | 8.4 (193 reviews) | Not enough data | Not enough data | | **Model Training** | 8.8 (204 reviews) | Not enough data | Not enough data | #### Model Development | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Feature Engineering** | 8.5 (179 reviews) | Not enough data | Not enough data | #### Machine/Deep Learning Services | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Computer Vision** | 8.2 (183 reviews) | Not enough data | Not enough data | | **Natural Language Processing** | 8.6 (191 reviews) | Not enough data | Not enough data | | **Natural Language Generation** | 8.3 (181 reviews) | Not enough data | Not enough data | | **Artificial Neural Networks** | 8.2 (179 reviews) | Not enough data | Not enough data | #### Machine/Deep Learning Services | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Natural Language Understanding** | 8.4 (166 reviews) | Not enough data | Not enough data | | **Deep Learning** | 8.5 (168 reviews) | Not enough data | Not enough data | #### Deployment | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Managed Service** | 8.6 (188 reviews) | Not enough data | Not enough data | | **Application** | 8.8 (190 reviews) | Not enough data | Not enough data | | **Scalability** | 9.0 (199 reviews) | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI Text Generation** | 8.4 (94 reviews) | Not enough data | Not enough data | | **AI Text Summarization** | 8.5 (94 reviews) | Not enough data | Not enough data | | **AI Text-to-Image** | 7.8 (92 reviews) | Not enough data | Not enough data | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Autonomous Task Execution** | 9.5 (16 reviews) | Not enough data | Not enough data | | **Multi-step Planning** | 9.2 (14 reviews) | Not enough data | Not enough data | | **Cross-system Integration** | 9.1 (16 reviews) | Not enough data | Not enough data | | **Adaptive Learning** | 9.2 (14 reviews) | Not enough data | Not enough data | | **Natural Language Interaction** | 9.5 (17 reviews) | Not enough data | Not enough data | | **Proactive Assistance** | 9.5 (13 reviews) | Not enough data | Not enough data | | **Decision Making** | 9.6 (14 reviews) | Not enough data | Not enough data | ### Data Warehouse | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.9/10 | 242 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Data Management | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Integration** | 9.1 (204 reviews) ✓ Verified | Not enough data | Not enough data | | **Data Compression** | 8.9 (188 reviews) ✓ Verified | Not enough data | Not enough data | | **Data Quality** | 8.9 (194 reviews) ✓ Verified | Not enough data | Not enough data | | **Built-In Data Analytics** | 8.8 (190 reviews) ✓ Verified | Not enough data | Not enough data | | **In-Database Machine Learning** | 8.8 (176 reviews) ✓ Verified | Not enough data | Not enough data | | **Data Lake Analytics** | 9.1 (180 reviews) ✓ Verified | Not enough data | Not enough data | #### Integration | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI/ ML Integration** | 8.9 (190 reviews) ✓ Verified | Not enough data | Not enough data | | **BI Tool Integration** | 8.8 (175 reviews) ✓ Verified | Not enough data | Not enough data | | **Data lake Integration** | 9.1 (186 reviews) ✓ Verified | Not enough data | Not enough data | #### Deployment | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **On-Premise** | 8.0 (164 reviews) ✓ Verified | Not enough data | Not enough data | | **Cloud** | 9.2 (187 reviews) ✓ Verified | Not enough data | Not enough data | #### Performance | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Scalability** | 9.2 (195 reviews) ✓ Verified | Not enough data | Not enough data | #### Security | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Governance** | 8.9 (186 reviews) ✓ Verified | Not enough data | Not enough data | | **Data Security** | 9.0 (176 reviews) ✓ Verified | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI Text Generation** | 8.7 (86 reviews) | Not enough data | Not enough data | | **AI Text Summarization** | 8.6 (84 reviews) | Not enough data | Not enough data | ### Database Management Systems (DBMS) | Product | Score | Reviews | |---|---|---| | **Databricks** | 10.0/10 | 6 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Management | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data dictionary** | Not enough data | Not enough data | Not enough data | | **Data Replication** | Not enough data | Not enough data | Not enough data | | **Query Language** | Not enough data | Not enough data | Not enough data | | **Data Modeling** | Not enough data | Not enough data | Not enough data | | **Performance Analysis** | Not enough data | Not enough data | Not enough data | #### Maintenance | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Migration** | 10.0 (5 reviews) | Not enough data | Not enough data | | **Backup and Recovery** | Not enough data | Not enough data | Not enough data | | **Multi-User Environment** | Not enough data | Not enough data | Not enough data | #### Security | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Encryption** | Not enough data | Not enough data | Not enough data | | **User Access Control** | 10.0 (5 reviews) | Not enough data | Not enough data | ### DataOps Platforms | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.1/10 | 102 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Data Management | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Integration** | 9.1 (79 reviews) | Not enough data | Not enough data | | **Metadata** | 8.9 (80 reviews) | Not enough data | Not enough data | | **Self-service** | 9.0 (77 reviews) | Not enough data | Not enough data | | **Automated workflows** | 9.2 (79 reviews) | Not enough data | Not enough data | #### Agentic AI - DataOps Platforms | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Autonomous Task Execution** | 9.5 (17 reviews) | Not enough data | Not enough data | | **Multi-step Planning** | 9.4 (15 reviews) | Not enough data | Not enough data | | **Cross-system Integration** | 9.4 (18 reviews) | Not enough data | Not enough data | | **Adaptive Learning** | 9.5 (16 reviews) | Not enough data | Not enough data | | **Decision Making** | 9.7 (16 reviews) | Not enough data | Not enough data | #### Analytics | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Analytics capabilities** | 9.0 (80 reviews) | Not enough data | Not enough data | | **Dasboard visualizations** | 8.7 (76 reviews) | Not enough data | Not enough data | #### Monitoring and Management | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Observability** | 8.8 (76 reviews) | Not enough data | Not enough data | | **Testing capabilities** | 8.8 (77 reviews) | Not enough data | Not enough data | #### Cloud Deployment | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Hybrid cloud support** | 9.1 (71 reviews) | Not enough data | Not enough data | | **Cloud migration capabilities** | 9.1 (72 reviews) | Not enough data | Not enough data | #### Generative AI | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI Text Generation** | 9.1 (44 reviews) | Not enough data | Not enough data | | **AI Text Summarization** | 9.1 (44 reviews) | Not enough data | Not enough data | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.9/10 | 16 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Scalability and Performance - Generative AI Infrastructure | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI High Availability** | 10.0 (7 reviews) | Not enough data | Not enough data | | **AI Model Training Scalability** | 10.0 (11 reviews) | Not enough data | Not enough data | | **AI Inference Speed** | 10.0 (8 reviews) | Not enough data | Not enough data | #### Cost and Efficiency - Generative AI Infrastructure | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI Cost per API Call** | 10.0 (7 reviews) | Not enough data | Not enough data | | **AI Resource Allocation Flexibility** | 9.4 (9 reviews) | Not enough data | Not enough data | | **AI Energy Efficiency** | 10.0 (7 reviews) | Not enough data | Not enough data | #### Integration and Extensibility - Generative AI Infrastructure | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI Multi-cloud Support** | 9.3 (9 reviews) | Not enough data | Not enough data | | **AI Data Pipeline Integration** | 10.0 (8 reviews) | Not enough data | Not enough data | | **AI API Support and Flexibility** | 10.0 (7 reviews) | Not enough data | Not enough data | #### Security and Compliance - Generative AI Infrastructure | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI GDPR and Regulatory Compliance** | 10.0 (7 reviews) | Not enough data | Not enough data | | **AI Role-based Access Control** | 9.8 (7 reviews) | Not enough data | Not enough data | | **AI Data Encryption** | 10.0 (7 reviews) | Not enough data | Not enough data | #### Usability and Support - Generative AI Infrastructure | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **AI Documentation Quality** | 10.0 (9 reviews) | Not enough data | Not enough data | | **AI Community Activity** | 9.8 (7 reviews) | Not enough data | Not enough data | ### AI Agent Builders | Product | Score | Reviews | |---|---|---| | **Databricks** | 10.0/10 | 8 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Customization - AI Agent Builders | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Natural Language Configuration** | 10.0 (5 reviews) | 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 | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **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 | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Analytics & Reporting** | 10.0 (5 reviews) | 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 | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Workflow Automation** | 10.0 (5 reviews) | 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 | |---|---|---| | **Databricks** | N/A | N/A | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Traffic Management & Performance - AI Gateways | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **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 | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **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 | ### Big Data Processing and Distribution | Product | Score | Reviews | |---|---|---| | **Databricks** | 9.0/10 | 534 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | 8.7/10 | 9 | #### Database | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Real-Time Data Collection** | 8.8 (259 reviews) | Not enough data | 8.1 (8 reviews) | | **Data Distribution** | 9.0 (254 reviews) | Not enough data | 8.8 (8 reviews) | | **Data Lake** | 9.4 (332 reviews) | Not enough data | 8.1 (8 reviews) | #### Integrations | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Hadoop Integration** | 8.3 (225 reviews) | Not enough data | 9.0 (8 reviews) | | **Spark Integration** | 9.1 (298 reviews) | Not enough data | 9.4 (8 reviews) | #### Platform | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Machine Scaling** | 9.0 (322 reviews) | Not enough data | 9.2 (8 reviews) | | **Data Preparation** | 9.1 (315 reviews) | Not enough data | 7.9 (8 reviews) | | **Spark Integration** | 9.1 (298 reviews) | Not enough data | 9.4 (8 reviews) | #### Processing | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Cloud Processing** | 9.1 (293 reviews) | Not enough data | 9.0 (8 reviews) | | **Workload Processing** | 9.1 (298 reviews) | Not enough data | 8.3 (8 reviews) | ### Big Data Analytics | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.9/10 | 283 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Data Transformation | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Real-Time Analytics** | 8.9 (232 reviews) | Not enough data | Not enough data | | **Data Querying** | 9.1 (244 reviews) | Not enough data | Not enough data | #### Connectivity | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Hadoop Integration** | 8.7 (211 reviews) | Not enough data | Not enough data | | **Spark Integration** | 9.2 (237 reviews) | Not enough data | Not enough data | | **Multi-Source Analysis** | 9.0 (230 reviews) | Not enough data | Not enough data | | **Data Lake** | 9.2 (237 reviews) | Not enough data | Not enough data | #### Operations | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Visualization** | 8.5 (234 reviews) | Not enough data | Not enough data | | **Data Workflow** | 8.9 (239 reviews) | Not enough data | Not enough data | | **Governed Discovery** | 8.6 (222 reviews) | Not enough data | Not enough data | | **Embedded Analytics** | 8.7 (216 reviews) | Not enough data | Not enough data | | **Notebooks** | 9.3 (240 reviews) | Not enough data | Not enough data | ### Big Data | Product | Score | Reviews | |---|---|---| | **Databricks** | 8.7/10 | 365 | | **Microsoft Fabric** | N/A | N/A | | **Google Cloud Managed Service for Apache Spark** | N/A | N/A | #### Building Reports | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Data Transformation** | 9.3 (220 reviews) | Not enough data | Not enough data | | **Data Modeling** | 8.9 (219 reviews) | Not enough data | Not enough data | | **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | Not enough data | | **Integration APIs** | 8.7 (223 reviews) | Not enough data | Not enough data | #### Platform | Feature | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **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 | --- ## Categories **Unique to Databricks (13):** [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 Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data 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), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [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) **Unique to Microsoft Fabric (1):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms) **Unique to Google Cloud Managed Service for Apache Spark (2):** [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) --- ## Reviewer Demographics ### By Company Size | Segment | Databricks | Microsoft Fabric | Google Cloud Managed Service for Apache Spark | |---|---|---|---| | **Small-Business** | 14.2% | 23.3% | 20.0% | | **Mid-Market** | 37.4% | 37.2% | 46.7% | | **Enterprise** | 48.4% | 39.5% | 33.3% | ### By Industry #### Databricks - **Information Technology and Services:** 12.8% - **Financial Services:** 12.3% - **Computer Software:** 8.0% - **Consulting:** 4.9% - **Manufacturing:** 4.5% - **Hospital & Health Care:** 4.5% - **Retail:** 4.0% - **Airlines/Aviation:** 3.1% - **Insurance:** 3.0% - **Oil & Energy:** 2.9% - **Other:** 39.9% #### Microsoft Fabric - **Information Technology and Services:** 23.3% - **Insurance:** 14.0% - **Manufacturing:** 7.0% - **Education Management:** 7.0% - **Commercial Real Estate:** 4.7% - **Marketing and Advertising:** 4.7% - **Electrical/Electronic Manufacturing:** 4.7% - **Food & Beverages:** 4.7% - **Architecture & Planning:** 2.3% - **Civic & Social Organization:** 2.3% - **Other:** 25.6% #### Google Cloud Managed Service for Apache Spark - **Information Technology and Services:** 26.7% - **Retail:** 13.3% - **Marketing and Advertising:** 6.7% - **Hospital & Health Care:** 6.7% - **Higher Education:** 6.7% - **Consumer Electronics:** 6.7% - **Computer Software:** 6.7% - **Broadcast Media:** 6.7% - **Apparel & Fashion:** 6.7% - **Alternative Medicine:** 6.7% - **Other:** 6.7% --- ## Alternatives ### 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 (756 reviews) - [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (838 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 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 (800 reviews) - [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (208 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) ### Alternatives to Microsoft Fabric - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (214 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (800 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews) - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) — 4.8/5 stars (379 reviews) - [Saturn Cloud](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) — 4.8/5 stars (320 reviews) - [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews) - [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) — 4.4/5 stars (143 reviews) - [Roboflow](https://www.g2.com/products/roboflow/reviews) — 4.7/5 stars (149 reviews) ### Alternatives to Google Cloud Managed Service for Apache Spark - [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews) - [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (100 reviews) - [Amazon EMR](https://www.g2.com/products/amazon-emr/reviews) — 4.2/5 stars (70 reviews) - [Azure Data Lake Store](https://www.g2.com/products/azure-data-lake-store/reviews) — 4.5/5 stars (40 reviews) - [Apache NiFi](https://www.g2.com/products/apache-nifi/reviews) — 4.2/5 stars (26 reviews) - [Azure HDInsight](https://www.g2.com/products/azure-hdinsight/reviews) — 3.9/5 stars (17 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews) - [Hadoop HDFS](https://www.g2.com/products/hadoop-hdfs/reviews) — 4.4/5 stars (141 reviews) - [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews) - [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (796 reviews) --- ## Top Discussions ### 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..." ### Microsoft Fabric No discussions available for this product. ### Google Cloud Managed Service for Apache Spark No discussions available for this product. --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/databricks-vs-microsoft-fabric-vs-google-cloud-managed-service-for-apache-spark)