# Databricks vs Starburst Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in overall user satisfaction, boasting a significantly higher G2 Score compared to Starburst. Users appreciate its unified platform for data engineering, analytics, and machine learning, highlighting features like Genie and Lakeflow Connect that streamline workflows.
- **Users say** that Databricks offers an intuitive user interface, particularly praising its notebook interface and polished SQL editor. This design allows for seamless switching between programming languages, enhancing productivity and collaboration among team members.
- **According to verified reviews** , Starburst shines in its query performance and governance features, with users noting its cost savings compared to alternatives like AWS Athena. The platform's ability to provide insights into query execution plans is also highlighted as a valuable feature for understanding data management.
- **Reviewers mention** that while Starburst has a strong support team that is helpful and informative, Databricks users report a more comprehensive experience with its support, particularly in addressing complex data workflows and integration challenges.
- **Users highlight** that Databricks has transformed their end-to-end data workflows, providing a single source of truth that enhances collaboration. In contrast, some Starburst users feel that while it meets their needs, it may not be as robust in handling complex data engineering tasks.
- **G2 reviewers note** that Databricks has a higher volume of recent reviews, indicating a more active user base and ongoing improvements. This contrasts with Starburst, which has not received recent feedback, potentially affecting its perceived relevance in the market.



| | Databricks | Starburst | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 790 | 92 | 
| **Largest Market Segment** | Enterprise (43.7% of reviews) | Enterprise (47.8% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Databricks

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

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

### Starburst

Pros:
- Fast Querying (20 reviews)
- Query Efficiency (18 reviews)

Cons:
- Query Issues (14 reviews)
- Slow Performance (13 reviews)

---
## Ratings Comparison
| Rating | Databricks | Starburst | 
|---|---|---|
  | **Meets Requirements** | 9.0 (612 reviews) | 8.8 (83 reviews) | 
  | **Ease of Use** | 8.9 (632 reviews) | 9.1 (84 reviews) | 
  | **Ease of Setup** | 8.7 (505 reviews) | 8.5 (75 reviews) | 
  | **Ease of Admin** | 8.4 (190 reviews) | 8.5 (45 reviews) | 
  | **Quality of Support** | 8.8 (589 reviews) | 9.1 (83 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (194 reviews) | 9.0 (43 reviews) | 
  | **Product Direction (% positive)** | 9.6 (598 reviews) | 9.9 (82 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Starburst

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 218 |
| **Starburst** | N/A | N/A |

#### Reports

| Feature | Databricks | Starburst | 
|---|---|---|
| **Reports Interface** | 8.6 (16 reviews) | Not enough data | 
| **Steps to Answer** | 7.9 (12 reviews) | Not enough data | 
| **Graphs and Charts** | 8.6 (13 reviews) | Not enough data | 
| **Score Cards** | 8.0 (10 reviews) | Not enough data | 
| **Dashboards** | 9.0 (17 reviews) | Not enough data | 

#### Data Preparation

| Feature | Databricks | Starburst | 
|---|---|---|
| **Connectors** | 9.0 (8 reviews) | Not enough data | 
| **Data Governance** | 9.1 (9 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Querying** | 9.2 (10 reviews) | Not enough data | 
| **Data Filtering** | 9.1 (9 reviews) | Not enough data | 
| **Data Blending** | 9.0 (10 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI Text Generation** | 9.2 (10 reviews) | Not enough data | 
| **AI Text Summarization** | 9.3 (7 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | Starburst | 
|---|---|---|
| **Autonomous Task Execution** | 9.4 (8 reviews) | Not enough data | 
| **Multi-step Planning** | 8.9 (6 reviews) | Not enough data | 
| **Cross-system Integration** | 8.6 (7 reviews) | Not enough data | 
| **Adaptive Learning** | 8.6 (7 reviews) | Not enough data | 
| **Natural Language Interaction** | 8.5 (8 reviews) | Not enough data | 
| **Proactive Assistance** | 9.8 (7 reviews) | Not enough data | 
| **Decision Making** | 9.4 (6 reviews) | Not enough data | 

#### Self Service 

| Feature | Databricks | Starburst | 
|---|---|---|
| **Calculated Fields** | 8.1 (12 reviews) | Not enough data | 
| **Data Column Filtering** | 8.1 (12 reviews) | Not enough data | 
| **Data Discovery** | 8.7 (13 reviews) | Not enough data | 
| **Search** | 8.2 (13 reviews) | Not enough data | 
| **Collaboration / Workflow** | 8.7 (15 reviews) | Not enough data | 
| **Automodeling** | 8.3 (10 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Databricks | Starburst | 
|---|---|---|
| **No-code Dashboard Builder** | 8.1 (8 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.3 (9 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 8.8 (7 reviews) | Not enough data | 
| **Data Source Connectivity** | 9.3 (7 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | Starburst | 
|---|---|---|
| **Predictive Analytics** | 8.6 (13 reviews) | Not enough data | 
| **Data Visualization** | 8.6 (15 reviews) | Not enough data | 
| **Big Data Services** | 9.4 (18 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | Starburst | 
|---|---|---|
| **Large data handling and Query Speed** | 9.0 (8 reviews) | Not enough data | 
| **Concurrent User Support** | 9.7 (5 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Modeling and Governance** | 9.1 (9 reviews) | Not enough data | 
| **Notebook and Script Integration** | 8.7 (9 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 8.8 (7 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | Starburst | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 8.8 (8 reviews) | Not enough data | 
| **Natural Language Queries** | 9.1 (9 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.0 (7 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 8.8 (8 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | Starburst | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.3 (7 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.1 (9 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.5 (8 reviews) | Not enough data | 

#### Building Reports

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Transformation** | 9.1 (168 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (158 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (126 reviews) | Not enough data | 
| **Integration APIs** | 8.5 (161 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 118 |
| **Starburst** | N/A | N/A |

#### Administration

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Modelling** | 8.8 (100 reviews) | Not enough data | 
| **Recommendations** | 8.6 (94 reviews) | Not enough data | 
| **Workflow Management** | 9.0 (95 reviews) | Not enough data | 
| **Dashboards and Visualizations** | 8.8 (100 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Starburst | 
|---|---|---|
| **Business Glossary** | 8.5 (88 reviews) | Not enough data | 
| **Data Discovery** | 8.6 (87 reviews) | Not enough data | 
| **Data Profililng** | 8.7 (89 reviews) | Not enough data | 
| **Reporting and Visualization** | 8.5 (88 reviews) | Not enough data | 
| **Data Lineage** | 8.8 (87 reviews) | Not enough data | 

#### Compliance

| Feature | Databricks | Starburst | 
|---|---|---|
| **Sensitive Data Compliance** | 8.9 (100 reviews) | Not enough data | 
| **Training and Guidelines** | 8.7 (93 reviews) | Not enough data | 
| **Policy Enforcement** | 8.9 (95 reviews) | Not enough data | 
| **Compliance Monitoring** | 8.7 (96 reviews) | Not enough data | 

#### Security

| Feature | Databricks | Starburst | 
|---|---|---|
| **Access Control** | 9.0 (89 reviews) | Not enough data | 
| **Roles Management** | 8.9 (87 reviews) | Not enough data | 
| **Compliance Management** | 8.8 (87 reviews) | Not enough data | 

#### Data Quality

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Preparation** | 9.0 (95 reviews) | Not enough data | 
| **Data Distribution** | 8.7 (94 reviews) | Not enough data | 
| **Data Unification** | 9.0 (95 reviews) | Not enough data | 

#### Maintainence

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Quality Management** | 8.7 (86 reviews) | Not enough data | 
| **Policy Management** | 8.8 (85 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI Text Generation** | 8.4 (83 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (82 reviews) | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Databricks | Starburst | 
|---|---|---|
| **Autonomous Task Execution** | 8.6 (11 reviews) | Not enough data | 
| **Multi-step Planning** | 8.9 (12 reviews) | Not enough data | 
| **Cross-system Integration** | 9.1 (15 reviews) | Not enough data | 
| **Adaptive Learning** | 8.6 (13 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.1 (13 reviews) | Not enough data | 
| **Decision Making** | 9.0 (14 reviews) | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 193 |
| **Starburst** | N/A | N/A |

#### Management

| Feature | Databricks | Starburst | 
|---|---|---|
| **Reporting** | 8.6 (172 reviews) | Not enough data | 
| **Auditing** | 8.5 (164 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | Starburst | 
|---|---|---|
| **Extraction** | 9.1 (177 reviews) | Not enough data | 
| **Transformation** | 9.2 (179 reviews) | Not enough data | 
| **Loading** | 9.1 (173 reviews) | Not enough data | 
| **Automation** | 9.0 (169 reviews) | Not enough data | 
| **Scalability** | 9.1 (169 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 82 |
| **Starburst** | N/A | N/A |

#### Deployment

| Feature | Databricks | Starburst | 
|---|---|---|
| **Language Flexibility** | 8.9 (66 reviews) | Not enough data | 
| **Framework Flexibility** | 8.9 (65 reviews) | Not enough data | 
| **Versioning** | 8.9 (67 reviews) | Not enough data | 
| **Ease of Deployment** | 8.9 (67 reviews) | Not enough data | 
| **Scalability** | 9.0 (69 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Starburst | 
|---|---|---|
| **Language Flexibility** | 8.9 (63 reviews) | Not enough data | 
| **Framework Flexibility** | 8.8 (63 reviews) | Not enough data | 
| **Versioning** | 8.6 (67 reviews) | Not enough data | 
| **Ease of Deployment** | 8.9 (66 reviews) | Not enough data | 
| **Scalability** | 9.1 (67 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Starburst | 
|---|---|---|
| **Cataloging** | 9.0 (66 reviews) | Not enough data | 
| **Monitoring** | 8.9 (67 reviews) | Not enough data | 
| **Governing** | 9.2 (63 reviews) | Not enough data | 
| **Model Registry** | 9.0 (70 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Starburst | 
|---|---|---|
| **Metrics** | 8.8 (63 reviews) | Not enough data | 
| **Infrastructure management** | 8.9 (64 reviews) | Not enough data | 
| **Collaboration** | 9.1 (65 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Starburst | 
|---|---|---|
| **Cataloging** | 8.9 (63 reviews) | Not enough data | 
| **Monitoring** | 8.7 (62 reviews) | Not enough data | 
| **Governing** | 9.1 (60 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI Text Generation** | 8.4 (30 reviews) | Not enough data | 
| **AI Text Summarization** | 8.4 (30 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.6/10 | 222 |
| **Starburst** | N/A | N/A |

#### System

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (182 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Starburst | 
|---|---|---|
| **Language Support** | 8.8 (186 reviews) | Not enough data | 
| **Drag and Drop** | 8.0 (190 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.3 (187 reviews) | Not enough data | 
| **Model Training** | 8.7 (194 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Starburst | 
|---|---|---|
| **Feature Engineering** | 8.5 (173 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Starburst | 
|---|---|---|
| **Computer Vision** | 8.2 (175 reviews) | Not enough data | 
| **Natural Language Processing** | 8.5 (181 reviews) | Not enough data | 
| **Natural Language Generation** | 8.3 (174 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.2 (174 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Starburst | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (159 reviews) | Not enough data | 
| **Deep Learning** | 8.4 (162 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Starburst | 
|---|---|---|
| **Managed Service** | 8.5 (180 reviews) | Not enough data | 
| **Application** | 8.7 (182 reviews) | Not enough data | 
| **Scalability** | 9.0 (189 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI Text Generation** | 8.2 (87 reviews) | Not enough data | 
| **AI Text Summarization** | 8.4 (88 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.6 (87 reviews) | Not enough data | 

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

| Feature | Databricks | Starburst | 
|---|---|---|
| **Autonomous Task Execution** | 9.1 (9 reviews) | Not enough data | 
| **Multi-step Planning** | 8.5 (8 reviews) | Not enough data | 
| **Cross-system Integration** | 8.3 (9 reviews) | Not enough data | 
| **Adaptive Learning** | 8.8 (8 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.2 (11 reviews) | Not enough data | 
| **Proactive Assistance** | 9.3 (7 reviews) | Not enough data | 
| **Decision Making** | 9.4 (8 reviews) | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 214 |
| **Starburst** | 8.1/10 | 24 |

#### Data Management

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Integration** | 9.1 (190 reviews) ✓ Verified | 8.5 (20 reviews) | 
| **Data Compression** | 8.9 (182 reviews) ✓ Verified | 8.2 (20 reviews) | 
| **Data Quality** | 8.9 (183 reviews) ✓ Verified | 7.8 (21 reviews) | 
| **Built-In Data Analytics** | 8.8 (181 reviews) ✓ Verified | 8.1 (17 reviews) | 
| **In-Database Machine Learning** | 8.7 (170 reviews) ✓ Verified | 7.1 (18 reviews) | 
| **Data Lake Analytics** | 9.1 (173 reviews) ✓ Verified | 8.3 (19 reviews) | 

#### Integration

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI/ ML Integration** | 8.8 (177 reviews) ✓ Verified | 7.7 (17 reviews) | 
| **BI Tool Integration** | 8.8 (169 reviews) ✓ Verified | 8.8 (21 reviews) | 
| **Data lake Integration** | 9.1 (177 reviews) ✓ Verified | 9.0 (22 reviews) | 

#### Deployment

| Feature | Databricks | Starburst | 
|---|---|---|
| **On-Premise** | 7.9 (157 reviews) ✓ Verified | 7.6 (18 reviews) | 
| **Cloud** | 9.2 (180 reviews) ✓ Verified | 8.8 (19 reviews) | 

#### Performance 

| Feature | Databricks | Starburst | 
|---|---|---|
| **Scalability** | 9.2 (183 reviews) ✓ Verified | 9.0 (22 reviews) | 

#### Security

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Governance** | 8.9 (175 reviews) ✓ Verified | 7.5 (20 reviews) | 
| **Data Security** | 8.9 (170 reviews) ✓ Verified | 8.4 (21 reviews) | 

#### Generative AI

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI Text Generation** | 8.5 (78 reviews) | 6.1 (9 reviews) | 
| **AI Text Summarization** | 8.4 (76 reviews) | 5.9 (9 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Starburst** | N/A | N/A |

#### Management

| Feature | Databricks | Starburst | 
|---|---|---|
| **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 | Databricks | Starburst | 
|---|---|---|
| **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 | Databricks | Starburst | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 83 |
| **Starburst** | N/A | N/A |

#### Data Management

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Integration** | 9.0 (69 reviews) | Not enough data | 
| **Metadata** | 8.8 (72 reviews) | Not enough data | 
| **Self-service** | 8.9 (71 reviews) | Not enough data | 
| **Automated workflows** | 9.1 (70 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | Starburst | 
|---|---|---|
| **Autonomous Task Execution** | 9.2 (10 reviews) | Not enough data | 
| **Multi-step Planning** | 9.0 (8 reviews) | Not enough data | 
| **Cross-system Integration** | 9.0 (10 reviews) | Not enough data | 
| **Adaptive Learning** | 9.1 (9 reviews) | Not enough data | 
| **Decision Making** | 9.4 (9 reviews) | Not enough data | 

#### Analytics

| Feature | Databricks | Starburst | 
|---|---|---|
| **Analytics capabilities** | 8.9 (69 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.6 (69 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Observability** | 8.6 (69 reviews) | Not enough data | 
| **Testing capabilities** | 8.6 (69 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Databricks | Starburst | 
|---|---|---|
| **Hybrid cloud support** | 9.0 (64 reviews) | Not enough data | 
| **Cloud migration capabilities** | 9.0 (66 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI Text Generation** | 9.0 (37 reviews) | Not enough data | 
| **AI Text Summarization** | 8.9 (37 reviews) | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Starburst** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | 
| **AI Model Training Scalability** | Not enough data | Not enough data | 
| **AI Inference Speed** | Not enough data | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | 
| **AI Energy Efficiency** | Not enough data | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | 
| **AI Role-based Access Control** | Not enough data | Not enough data | 
| **AI Data Encryption** | Not enough data | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Databricks | Starburst | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Starburst** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | Starburst | 
|---|---|---|
| **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 | Databricks | Starburst | 
|---|---|---|
| **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 | Databricks | Starburst | 
|---|---|---|
| **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 | Databricks | Starburst | 
|---|---|---|
| **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 |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Starburst** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | Starburst | 
|---|---|---|
| **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 | Databricks | Starburst | 
|---|---|---|
| **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 |
|---|---|---|
| **Databricks** | 8.9/10 | 339 |
| **Starburst** | 8.3/10 | 58 |

#### Database

| Feature | Databricks | Starburst | 
|---|---|---|
| **Real-Time Data Collection** | 8.7 (238 reviews) | 8.0 (51 reviews) | 
| **Data Distribution** | 8.9 (245 reviews) | 9.0 (48 reviews) | 
| **Data Lake** | 9.3 (272 reviews) | 8.4 (49 reviews) | 

#### Integrations

| Feature | Databricks | Starburst | 
|---|---|---|
| **Hadoop Integration** | 8.3 (217 reviews) | 8.5 (37 reviews) | 
| **Spark Integration** | 9.1 (273 reviews) | 8.3 (40 reviews) | 

#### Platform

| Feature | Databricks | Starburst | 
|---|---|---|
| **Machine Scaling** | 9.0 (272 reviews) | 8.3 (41 reviews) | 
| **Data Preparation** | 8.9 (254 reviews) | 8.2 (38 reviews) | 
| **Spark Integration** | 9.1 (273 reviews) | 8.3 (40 reviews) | 

#### Processing

| Feature | Databricks | Starburst | 
|---|---|---|
| **Cloud Processing** | 9.1 (253 reviews) | 7.9 (39 reviews) | 
| **Workload Processing** | 9.0 (264 reviews) | 8.2 (41 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 265 |
| **Starburst** | 8.1/10 | 61 |

#### Data Transformation

| Feature | Databricks | Starburst | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (228 reviews) | 7.9 (44 reviews) | 
| **Data Querying** | 9.1 (239 reviews) | 9.1 (53 reviews) | 

#### Connectivity

| Feature | Databricks | Starburst | 
|---|---|---|
| **Hadoop Integration** | 8.7 (207 reviews) | 8.6 (44 reviews) | 
| **Spark Integration** | 9.2 (232 reviews) | Feature Not Available | 
| **Multi-Source Analysis** | 9.0 (222 reviews) | 8.9 (48 reviews) | 
| **Data Lake** | 9.2 (231 reviews) | 9.1 (42 reviews) | 

#### Operations

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Visualization** | 8.4 (229 reviews) | 7.9 (43 reviews) | 
| **Data Workflow** | 8.8 (229 reviews) | 7.9 (37 reviews) | 
| **Governed Discovery** | 8.6 (216 reviews) | 7.4 (34 reviews) | 
| **Embedded Analytics** | 8.6 (212 reviews) | 7.3 (33 reviews) | 
| **Notebooks** | 9.3 (233 reviews) | 6.9 (31 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.5/10 | 203 |
| **Starburst** | N/A | N/A |

#### Building Reports

| Feature | Databricks | Starburst | 
|---|---|---|
| **Data Transformation** | 9.1 (168 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (158 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (126 reviews) | Not enough data | 
| **Integration APIs** | 8.5 (161 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Starburst | 
|---|---|---|
| **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 (3):** [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 Warehouse Solutions](https://www.g2.com/categories/data-warehouse)

**Unique to Databricks (10):** [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), [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), [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 | Databricks | Starburst | 
|---|---|---|
| **Small-Business** | 16.2% | 29.3% | 
| **Mid-Market** | 40.1% | 22.8% | 
| **Enterprise** | 43.7% | 47.8% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 16.0%
- **Financial Services:** 10.2%
- **Computer Software:** 8.8%
- **Consulting:** 4.0%
- **Hospital & Health Care:** 3.6%
- **Retail:** 3.3%
- **Marketing and Advertising:** 3.3%
- **Insurance:** 3.0%
- **Telecommunications:** 2.9%
- **Manufacturing:** 2.6%
- **Other:** 42.1%

#### Starburst

- **Information Technology and Services:** 13.0%
- **Financial Services:** 12.0%
- **Banking:** 9.8%
- **Computer Software:** 7.6%
- **Retail:** 6.5%
- **Hospital & Health Care:** 4.3%
- **Telecommunications:** 3.3%
- **Internet:** 3.3%
- **Marketing and Advertising:** 3.3%
- **Insurance:** 2.2%
- **Other:** 34.8%

---
## Alternatives

### 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 (756 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 (1227 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (813 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)

### Alternatives to Starburst

- [Dremio](https://www.g2.com/products/dremio/reviews) — 4.6/5 stars (70 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Denodo](https://www.g2.com/products/denodo/reviews) — 4.3/5 stars (47 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2282 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (813 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (771 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..."

### Starburst

No discussions available for this product.

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