# AWS Lake Formation vs Databricks Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in user experience, particularly with its intuitive notebook interface and polished SQL editor, which allows seamless switching between Python, SQL, and Scala. This unified platform enhances collaboration and streamlines end-to-end data workflows.
- **Users say** that AWS Lake Formation offers a straightforward setup for data lakes, making it easy to integrate with existing AWS services. Reviewers appreciate the automated data cataloging feature, which simplifies data management and access control for specific projects.
- **According to verified reviews** , Databricks receives high marks for its overall quality and satisfaction, with a G2 Score significantly higher than AWS Lake Formation. Users highlight features like Genie and Lakeflow Connect as transformative for data engineering and analytics.
- **Reviewers mention** that while AWS Lake Formation is user-friendly, it may not provide the same level of advanced features as Databricks, particularly in areas like machine learning and real-time data processing, where Databricks shines with its robust capabilities.
- **Users highlight** that Databricks' strong support and community engagement contribute to a positive experience, with many praising the platform's ability to act as a reliable partner in business. In contrast, AWS Lake Formation's support is seen as adequate but not as comprehensive.
- **G2 reviewers note** that Databricks is particularly favored by enterprise users, while AWS Lake Formation tends to attract small businesses. This distinction may influence the choice depending on the scale and specific needs of the organization.



| | AWS Lake Formation | Databricks | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 37 | 800 | 
| **Largest Market Segment** | Small-Business (43.8% of reviews) | Enterprise (43.6% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### AWS Lake Formation

**Not enough data**

### Databricks

Pros:
- Features (192 reviews)
- Ease of Use (155 reviews)

Cons:
- Learning Curve (78 reviews)
- Expensive (71 reviews)

---
## Ratings Comparison
| Rating | AWS Lake Formation | Databricks | 
|---|---|---|
  | **Meets Requirements** | 8.8 (25 reviews) | 9.0 (627 reviews) | 
  | **Ease of Use** | 8.7 (25 reviews) | 8.9 (647 reviews) | 
  | **Ease of Setup** | 8.3 (10 reviews) | 8.7 (520 reviews) | 
  | **Ease of Admin** | 8.0 (9 reviews) | 8.4 (190 reviews) | 
  | **Quality of Support** | 8.3 (24 reviews) | 8.8 (604 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.0 (8 reviews) | 8.9 (194 reviews) | 
  | **Product Direction (% positive)** | 10.0 (21 reviews) | 9.6 (609 reviews) | 

---
## Pricing

### AWS Lake Formation

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | 9.2/10 | 227 |

#### Reports

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Reports Interface** | Not enough data | 9.0 (22 reviews) | 
| **Steps to Answer** | Not enough data | 8.4 (18 reviews) | 
| **Graphs and Charts** | Not enough data | 9.0 (19 reviews) | 
| **Score Cards** | Not enough data | 8.8 (16 reviews) | 
| **Dashboards** | Not enough data | 9.3 (23 reviews) | 

#### Data Preparation

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Connectors** | Not enough data | 9.4 (13 reviews) | 
| **Data Governance** | Not enough data | 9.4 (14 reviews) | 

#### Data Modeling and Blending

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Querying** | Not enough data | 9.4 (15 reviews) | 
| **Data Filtering** | Not enough data | 9.3 (14 reviews) | 
| **Data Blending** | Not enough data | 9.3 (15 reviews) | 

#### Generative AI

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.4 (15 reviews) | 
| **AI Text Summarization** | Not enough data | 9.6 (12 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.5 (13 reviews) | 
| **Multi-step Planning** | Not enough data | 9.4 (11 reviews) | 
| **Cross-system Integration** | Not enough data | 9.2 (12 reviews) | 
| **Adaptive Learning** | Not enough data | 9.2 (12 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.1 (13 reviews) | 
| **Proactive Assistance** | Not enough data | 9.9 (12 reviews) | 
| **Decision Making** | Not enough data | 9.7 (11 reviews) | 

#### Self Service 

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Calculated Fields** | Not enough data | 8.7 (18 reviews) | 
| **Data Column Filtering** | Not enough data | 8.7 (18 reviews) | 
| **Data Discovery** | Not enough data | 9.0 (18 reviews) | 
| **Search** | Not enough data | 8.7 (18 reviews) | 
| **Collaboration / Workflow** | Not enough data | 9.0 (20 reviews) | 
| **Automodeling** | Not enough data | 8.9 (15 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 8.7 (13 reviews) | 
| **Report Scheduling and Automation** | Not enough data | 9.5 (14 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | 9.3 (12 reviews) | 
| **Data Source Connectivity** | Not enough data | 9.6 (12 reviews) | 

#### Advanced Analytics

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Predictive Analytics** | Not enough data | 9.0 (19 reviews) | 
| **Data Visualization** | Not enough data | 8.8 (20 reviews) | 
| **Big Data Services** | Not enough data | 9.5 (24 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 9.4 (13 reviews) | 
| **Concurrent User Support** | Not enough data | 9.8 (10 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | 9.4 (14 reviews) | 
| **Notebook and Script Integration** | Not enough data | 9.2 (14 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | 9.3 (12 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 9.2 (13 reviews) | 
| **Natural Language Queries** | Not enough data | 9.4 (14 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 9.4 (12 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 9.2 (13 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | 9.6 (12 reviews) | 
| **Role-based Insight Personalization** | Not enough data | 8.7 (14 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | 9.1 (13 reviews) | 

#### Building Reports

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.1 (176 reviews) | 
| **Data Modeling** | Not enough data | 8.7 (165 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (133 reviews) | 
| **Integration APIs** | Not enough data | 8.6 (169 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | 8.8/10 | 120 |

#### Administration

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Modelling** | Not enough data | 8.8 (102 reviews) | 
| **Recommendations** | Not enough data | 8.6 (96 reviews) | 
| **Workflow Management** | Not enough data | 9.0 (97 reviews) | 
| **Dashboards and Visualizations** | Not enough data | 8.8 (102 reviews) | 

#### Management

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Business Glossary** | Not enough data | 8.5 (90 reviews) | 
| **Data Discovery** | Not enough data | 8.7 (89 reviews) | 
| **Data Profililng** | Not enough data | 8.7 (91 reviews) | 
| **Reporting and Visualization** | Not enough data | 8.6 (90 reviews) | 
| **Data Lineage** | Not enough data | 8.8 (89 reviews) | 

#### Compliance

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | 8.9 (102 reviews) | 
| **Training and Guidelines** | Not enough data | 8.7 (95 reviews) | 
| **Policy Enforcement** | Not enough data | 8.9 (97 reviews) | 
| **Compliance Monitoring** | Not enough data | 8.8 (98 reviews) | 

#### Security

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Access Control** | Not enough data | 9.0 (91 reviews) | 
| **Roles Management** | Not enough data | 8.9 (89 reviews) | 
| **Compliance Management** | Not enough data | 8.8 (89 reviews) | 

#### Data Quality

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Preparation** | Not enough data | 9.0 (97 reviews) | 
| **Data Distribution** | Not enough data | 8.8 (96 reviews) | 
| **Data Unification** | Not enough data | 9.0 (97 reviews) | 

#### Maintainence

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Quality Management** | Not enough data | 8.8 (88 reviews) | 
| **Policy Management** | Not enough data | 8.8 (87 reviews) | 

#### Generative AI

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (85 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (84 reviews) | 

#### Agentic AI - Data Governance

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.8 (13 reviews) | 
| **Multi-step Planning** | Not enough data | 9.0 (14 reviews) | 
| **Cross-system Integration** | Not enough data | 9.2 (17 reviews) | 
| **Adaptive Learning** | Not enough data | 8.8 (15 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.2 (15 reviews) | 
| **Decision Making** | Not enough data | 9.2 (16 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | 9.0/10 | 198 |

#### Management

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Reporting** | Not enough data | 8.7 (177 reviews) | 
| **Auditing** | Not enough data | 8.5 (169 reviews) | 

#### Functionality

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Extraction** | Not enough data | 9.1 (182 reviews) | 
| **Transformation** | Not enough data | 9.3 (184 reviews) | 
| **Loading** | Not enough data | 9.1 (178 reviews) | 
| **Automation** | Not enough data | 9.1 (174 reviews) | 
| **Scalability** | Not enough data | 9.2 (174 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | 9.0/10 | 87 |

#### Deployment

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (71 reviews) | 
| **Framework Flexibility** | Not enough data | 9.0 (70 reviews) | 
| **Versioning** | Not enough data | 9.0 (72 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (72 reviews) | 
| **Scalability** | Not enough data | 9.1 (74 reviews) | 

#### Deployment

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (68 reviews) | 
| **Framework Flexibility** | Not enough data | 8.8 (68 reviews) | 
| **Versioning** | Not enough data | 8.7 (72 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (71 reviews) | 
| **Scalability** | Not enough data | 9.1 (72 reviews) | 

#### Management

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (71 reviews) | 
| **Monitoring** | Not enough data | 9.0 (72 reviews) | 
| **Governing** | Not enough data | 9.2 (68 reviews) | 
| **Model Registry** | Not enough data | 9.0 (75 reviews) | 

#### Operations

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Metrics** | Not enough data | 8.8 (68 reviews) | 
| **Infrastructure management** | Not enough data | 9.0 (69 reviews) | 
| **Collaboration** | Not enough data | 9.1 (70 reviews) | 

#### Management

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 8.9 (68 reviews) | 
| **Monitoring** | Not enough data | 8.8 (67 reviews) | 
| **Governing** | Not enough data | 9.1 (65 reviews) | 

#### Generative AI

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.7 (35 reviews) | 
| **AI Text Summarization** | Not enough data | 8.6 (35 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | 8.7/10 | 228 |

#### System

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 8.9 (187 reviews) | 

#### Model Development

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Language Support** | Not enough data | 8.8 (192 reviews) | 
| **Drag and Drop** | Not enough data | 8.0 (196 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.4 (193 reviews) | 
| **Model Training** | Not enough data | 8.7 (200 reviews) | 

#### Model Development

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.5 (178 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Computer Vision** | Not enough data | 8.2 (181 reviews) | 
| **Natural Language Processing** | Not enough data | 8.6 (187 reviews) | 
| **Natural Language Generation** | Not enough data | 8.3 (180 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.2 (180 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.4 (164 reviews) | 
| **Deep Learning** | Not enough data | 8.5 (167 reviews) | 

#### Deployment

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Managed Service** | Not enough data | 8.6 (186 reviews) | 
| **Application** | Not enough data | 8.8 (188 reviews) | 
| **Scalability** | Not enough data | 9.0 (195 reviews) | 

#### Generative AI

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.3 (92 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (93 reviews) | 
| **AI Text-to-Image** | Not enough data | 7.8 (92 reviews) | 

#### Agentic AI - Data Science and Machine Learning Platforms

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.4 (14 reviews) | 
| **Multi-step Planning** | Not enough data | 9.1 (13 reviews) | 
| **Cross-system Integration** | Not enough data | 8.8 (14 reviews) | 
| **Adaptive Learning** | Not enough data | 9.2 (13 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.5 (16 reviews) | 
| **Proactive Assistance** | Not enough data | 9.6 (12 reviews) | 
| **Decision Making** | Not enough data | 9.6 (13 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | 8.9/10 | 223 |

#### Data Management

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (196 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (187 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.9 (189 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.8 (186 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.7 (175 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 9.1 (178 reviews) ✓ Verified | 

#### Integration

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.9 (183 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.8 (174 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 9.1 (183 reviews) ✓ Verified | 

#### Deployment

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **On-Premise** | Not enough data | 8.0 (162 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.2 (186 reviews) ✓ Verified | 

#### Performance 

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Scalability** | Not enough data | 9.2 (190 reviews) ✓ Verified | 

#### Security

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Governance** | Not enough data | 8.9 (182 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.0 (175 reviews) ✓ Verified | 

#### Generative AI

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (83 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (81 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Management

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **Performance Analysis** | Not enough data | Not enough data | 

#### Maintenance

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | 9.1/10 | 88 |

#### Data Management

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (74 reviews) | 
| **Metadata** | Not enough data | 8.9 (77 reviews) | 
| **Self-service** | Not enough data | 8.9 (76 reviews) | 
| **Automated workflows** | Not enough data | 9.2 (75 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.4 (15 reviews) | 
| **Multi-step Planning** | Not enough data | 9.2 (13 reviews) | 
| **Cross-system Integration** | Not enough data | 9.3 (15 reviews) | 
| **Adaptive Learning** | Not enough data | 9.4 (14 reviews) | 
| **Decision Making** | Not enough data | 9.6 (14 reviews) | 

#### Analytics

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 8.9 (74 reviews) | 
| **Dasboard visualizations** | Not enough data | 8.7 (74 reviews) | 

#### Monitoring and Management

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Observability** | Not enough data | 8.7 (74 reviews) | 
| **Testing capabilities** | Not enough data | 8.7 (74 reviews) | 

#### Cloud Deployment

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 9.1 (69 reviews) | 
| **Cloud migration capabilities** | Not enough data | 9.1 (71 reviews) | 

#### Generative AI

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.1 (42 reviews) | 
| **AI Text Summarization** | Not enough data | 9.0 (42 reviews) | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | 9.9/10 | 12 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI High Availability** | Not enough data | 9.4 (8 reviews) | 
| **AI Model Training Scalability** | Not enough data | 10.0 (9 reviews) | 
| **AI Inference Speed** | Not enough data | 10.0 (8 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | 9.8 (7 reviews) | 
| **AI Resource Allocation Flexibility** | Not enough data | 9.4 (9 reviews) | 
| **AI Energy Efficiency** | Not enough data | 10.0 (7 reviews) | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | 9.8 (8 reviews) | 
| **AI Data Pipeline Integration** | Not enough data | 10.0 (7 reviews) | 
| **AI API Support and Flexibility** | Not enough data | 10.0 (7 reviews) | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | 10.0 (7 reviews) | 
| **AI Role-based Access Control** | Not enough data | 9.8 (7 reviews) | 
| **AI Data Encryption** | Not enough data | 10.0 (7 reviews) | 

#### Usability and Support - Generative AI Infrastructure

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | 10.0 (9 reviews) | 
| **AI Community Activity** | Not enough data | 9.8 (7 reviews) | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Natural Language Configuration** | Not enough data | Not enough data | 
| **Tone Customization** | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | 
| **Agent Branding** | Not enough data | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | 
| **Seamless Human Escalation** | Not enough data | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Analytics & Reporting** | Not enough data | Not enough data | 
| **Contextual Awareness** | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | 
| **API Usage** | Not enough data | Not enough data | 
| **Platform Interoperability** | Not enough data | Not enough data | 
| **CRM Data Integration** | Not enough data | Not enough data | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Token-Aware Rate Limiting** | Not enough data | Not enough data | 
| **Semantic Caching** | Not enough data | Not enough data | 
| **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | 

#### Governance & Observability - AI Gateways

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Privacy** | Not enough data | Not enough data | 
| **Cost Tracking** | Not enough data | Not enough data | 
| **Centralized API Key Security** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | 8.4/10 | 19 |
| **Databricks** | 9.0/10 | 351 |

#### Database

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Real-Time Data Collection** | 8.0 (11 reviews) | 8.8 (247 reviews) | 
| **Data Distribution** | 8.6 (11 reviews) | 9.0 (253 reviews) | 
| **Data Lake** | 8.6 (12 reviews) | 9.3 (282 reviews) | 

#### Integrations

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Hadoop Integration** | 8.0 (9 reviews) | 8.3 (225 reviews) | 
| **Spark Integration** | 8.7 (10 reviews) | 9.2 (285 reviews) | 

#### Platform

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Machine Scaling** | 8.3 (7 reviews) | 9.0 (283 reviews) | 
| **Data Preparation** | 7.6 (7 reviews) | 8.9 (263 reviews) | 
| **Spark Integration** | 8.7 (10 reviews) | 9.2 (285 reviews) | 

#### Processing

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Cloud Processing** | 8.5 (8 reviews) | 9.1 (263 reviews) | 
| **Workload Processing** | 8.5 (8 reviews) | 9.0 (273 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | 8.9/10 | 268 |

#### Data Transformation

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.9 (231 reviews) | 
| **Data Querying** | Not enough data | 9.1 (242 reviews) | 

#### Connectivity

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.7 (210 reviews) | 
| **Spark Integration** | Not enough data | 9.2 (235 reviews) | 
| **Multi-Source Analysis** | Not enough data | 9.0 (225 reviews) | 
| **Data Lake** | Not enough data | 9.2 (234 reviews) | 

#### Operations

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.5 (232 reviews) | 
| **Data Workflow** | Not enough data | 8.9 (232 reviews) | 
| **Governed Discovery** | Not enough data | 8.6 (219 reviews) | 
| **Embedded Analytics** | Not enough data | 8.7 (215 reviews) | 
| **Notebooks** | Not enough data | 9.4 (236 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **AWS Lake Formation** | N/A | N/A |
| **Databricks** | 8.6/10 | 212 |

#### Building Reports

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.1 (176 reviews) | 
| **Data Modeling** | Not enough data | 8.7 (165 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (133 reviews) | 
| **Integration APIs** | Not enough data | 8.6 (169 reviews) | 

#### Platform

| Feature | AWS Lake Formation | Databricks | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)

**Unique to AWS Lake Formation (1):** [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms)

**Unique to Databricks (12):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [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)


---
## Reviewer Demographics

### By Company Size

| Segment | AWS Lake Formation | Databricks | 
|---|---|---|
| **Small-Business** | 43.8% | 16.2% | 
| **Mid-Market** | 28.1% | 40.1% | 
| **Enterprise** | 28.1% | 43.6% | 

### By Industry

#### AWS Lake Formation

- **Information Technology and Services:** 22.6%
- **Banking:** 9.7%
- **Retail:** 6.5%
- **Computer Software:** 6.5%
- **Management Consulting:** 6.5%
- **Financial Services:** 6.5%
- **Higher Education:** 6.5%
- **Animation:** 3.2%
- **Automotive:** 3.2%
- **Education Management:** 3.2%
- **Other:** 25.8%

#### Databricks

- **Information Technology and Services:** 16.8%
- **Financial Services:** 10.0%
- **Computer Software:** 9.1%
- **Consulting:** 4.1%
- **Hospital & Health Care:** 3.5%
- **Retail:** 3.4%
- **Marketing and Advertising:** 3.2%
- **Insurance:** 3.0%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.6%
- **Other:** 41.5%

---
## Alternatives

### Alternatives to AWS Lake Formation

- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2283 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (398 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (815 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (757 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Skyvia](https://www.g2.com/products/skyvia/reviews) — 4.8/5 stars (321 reviews)
- [Kyvos Semantic Layer](https://www.g2.com/products/kyvos-semantic-layer/reviews) — 4.8/5 stars (277 reviews)

### Alternatives to Databricks

- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 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 (815 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 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 (799 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (207 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

---
## Top Discussions

### AWS Lake Formation

No discussions available for this product.

### Databricks

- Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML."
- Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Delta Lake
Lakehosue platform
Schema evolution
Data quarantine & Data Quality
Data Integration & Transformations"
- Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments
  > **Top comment:** "It will work like Hadoop, databricks provide the services like big data.
Databricks also work like in advanced level it's have capability to process large..."
- Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments
  > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/aws-lake-formation-vs-databricks)