# Databricks vs dbt Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in providing a unified platform for data engineering, analytics, and machine learning, with features like Genie and Lakeflow Connect that streamline end-to-end data workflows. Users appreciate the intuitive notebook interface and polished SQL editor, which enhance productivity by allowing seamless switching between programming languages.
- **Users say** that dbt simplifies the process of building data pipelines, particularly with its SCD2 and incremental functionality, which significantly reduces overhead for developers. This ease of integration has been highlighted as a major advantage, helping teams save time during code development and model building.
- **Reviewers mention** that while Databricks has a higher overall satisfaction score, dbt's users rate its ease of use slightly higher. This suggests that dbt may be more approachable for teams focused on SQL-based transformations, making it a strong choice for organizations prioritizing user-friendly interfaces.
- **According to verified reviews** , Databricks has a substantial lead in market presence and user activity, with significantly more recent reviews. This indicates a robust community and ongoing development, which can be crucial for users looking for reliable support and continuous improvements.
- **Users highlight** that Databricks offers superior scalability and real-time analytics capabilities, making it ideal for enterprise-level applications. The platform's ability to handle large datasets efficiently is a key factor for organizations that require high-performance data processing.
- **Reviewers note** that while dbt is praised for its performance in building data models, it may not match the comprehensive analytics capabilities of Databricks. Users looking for advanced analytics features and a more integrated data solution may find Databricks to be the better fit for their needs.



| | Databricks | dbt | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.7 out of 5 | 
| **Total Reviews** | 803 | 207 | 
| **Largest Market Segment** | Enterprise (43.6% of reviews) | Mid-Market (56.7% 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)

### dbt

Pros:
- Ease of Use (34 reviews)
- Features (21 reviews)

Cons:
- Limited Functionality (13 reviews)
- Dependency Issues (12 reviews)

---
## Ratings Comparison
| Rating | Databricks | dbt | 
|---|---|---|
  | **Meets Requirements** | 9.0 (627 reviews) | 9.2 (152 reviews) | 
  | **Ease of Use** | 8.9 (645 reviews) | 9.0 (154 reviews) | 
  | **Ease of Setup** | 8.7 (518 reviews) | 8.6 (93 reviews) | 
  | **Ease of Admin** | 8.4 (190 reviews) | 8.5 (59 reviews) | 
  | **Quality of Support** | 8.8 (604 reviews) | 8.8 (123 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (194 reviews) | 8.6 (53 reviews) | 
  | **Product Direction (% positive)** | 9.6 (608 reviews) | 9.6 (138 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### dbt

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

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

#### Reports

| Feature | Databricks | dbt | 
|---|---|---|
| **Reports Interface** | 9.0 (22 reviews) | Not enough data | 
| **Steps to Answer** | 8.4 (18 reviews) | Not enough data | 
| **Graphs and Charts** | 9.0 (19 reviews) | Not enough data | 
| **Score Cards** | 8.8 (16 reviews) | Not enough data | 
| **Dashboards** | 9.3 (24 reviews) | Not enough data | 

#### Self Service 

| Feature | Databricks | dbt | 
|---|---|---|
| **Calculated Fields** | 8.6 (17 reviews) | Not enough data | 
| **Data Column Filtering** | 8.7 (18 reviews) | Not enough data | 
| **Data Discovery** | 9.0 (19 reviews) | Not enough data | 
| **Search** | 8.8 (19 reviews) | Not enough data | 
| **Collaboration / Workflow** | 9.0 (20 reviews) | Not enough data | 
| **Automodeling** | 8.9 (15 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | dbt | 
|---|---|---|
| **Predictive Analytics** | 9.1 (20 reviews) | Not enough data | 
| **Data Visualization** | 8.9 (19 reviews) | Not enough data | 
| **Big Data Services** | 9.5 (23 reviews) | Not enough data | 

#### Building Reports

| Feature | Databricks | dbt | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (164 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | Not enough data | 
| **Integration APIs** | 8.6 (167 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | dbt | 
|---|---|---|
| **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 | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.2/10 | 229 |
| **dbt** | N/A | N/A |

#### Reports

| Feature | Databricks | dbt | 
|---|---|---|
| **Reports Interface** | 9.0 (22 reviews) | Not enough data | 
| **Steps to Answer** | 8.4 (18 reviews) | Not enough data | 
| **Graphs and Charts** | 9.0 (19 reviews) | Not enough data | 
| **Score Cards** | 8.8 (16 reviews) | Not enough data | 
| **Dashboards** | 9.3 (24 reviews) | Not enough data | 

#### Data Preparation

| Feature | Databricks | dbt | 
|---|---|---|
| **Connectors** | 9.4 (13 reviews) | Not enough data | 
| **Data Governance** | 9.4 (13 reviews) | Not enough data | 

#### Data Modeling and Blending

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

#### Generative AI

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Text Generation** | 9.5 (16 reviews) | Not enough data | 
| **AI Text Summarization** | 9.6 (13 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | dbt | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (14 reviews) | Not enough data | 
| **Multi-step Planning** | 9.4 (12 reviews) | Not enough data | 
| **Cross-system Integration** | 9.2 (13 reviews) | Not enough data | 
| **Adaptive Learning** | 9.1 (13 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.2 (14 reviews) | Not enough data | 
| **Proactive Assistance** | 9.9 (13 reviews) | Not enough data | 
| **Decision Making** | 9.7 (12 reviews) | Not enough data | 

#### Self Service 

| Feature | Databricks | dbt | 
|---|---|---|
| **Calculated Fields** | 8.6 (17 reviews) | Not enough data | 
| **Data Column Filtering** | 8.7 (18 reviews) | Not enough data | 
| **Data Discovery** | 9.0 (19 reviews) | Not enough data | 
| **Search** | 8.8 (19 reviews) | Not enough data | 
| **Collaboration / Workflow** | 9.0 (20 reviews) | Not enough data | 
| **Automodeling** | 8.9 (15 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Databricks | dbt | 
|---|---|---|
| **No-code Dashboard Builder** | 8.8 (14 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.6 (15 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 9.4 (13 reviews) | Not enough data | 
| **Data Source Connectivity** | 9.6 (13 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | dbt | 
|---|---|---|
| **Predictive Analytics** | 9.1 (20 reviews) | Not enough data | 
| **Data Visualization** | 8.9 (19 reviews) | Not enough data | 
| **Big Data Services** | 9.5 (23 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | dbt | 
|---|---|---|
| **Large data handling and Query Speed** | 9.4 (14 reviews) | Not enough data | 
| **Concurrent User Support** | 9.8 (11 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | dbt | 
|---|---|---|
| **Data Modeling and Governance** | 9.4 (14 reviews) | Not enough data | 
| **Notebook and Script Integration** | 9.2 (15 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 9.2 (13 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | dbt | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 9.2 (14 reviews) | Not enough data | 
| **Natural Language Queries** | 9.4 (15 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.5 (13 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 9.2 (14 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | dbt | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.5 (13 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.8 (15 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 9.2 (14 reviews) | Not enough data | 

#### Building Reports

| Feature | Databricks | dbt | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (164 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | Not enough data | 
| **Integration APIs** | 8.6 (167 reviews) | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **dbt** | 8.7/10 | 58 |

#### Data Source Access

| Feature | Databricks | dbt | 
|---|---|---|
| **Breadth of Data Sources** | Not enough data | 8.8 (47 reviews) | 
| **Ease of Data Connectivity** | Not enough data | 9.2 (51 reviews) | 
| **API Connectivity** | Not enough data | 8.6 (42 reviews) | 

#### Data Interaction

| Feature | Databricks | dbt | 
|---|---|---|
| **Profiling and Classification** | Not enough data | 8.3 (41 reviews) | 
| **Metadata Management** | Not enough data | 8.6 (45 reviews) | 
| **Data Modeling** | Not enough data | 9.0 (51 reviews) | 
| **Data Joining** | Not enough data | 9.1 (49 reviews) | 
| **Data Blending** | Not enough data | 9.1 (43 reviews) | 
| **Data Quality and Cleansing** | Not enough data | 9.4 (49 reviews) | 
| **Data Sharing** | Not enough data | 8.7 (48 reviews) | 
| **Data Governance** | Not enough data | 8.7 (46 reviews) | 

#### Data Exporting

| Feature | Databricks | dbt | 
|---|---|---|
| **Breadth of Integrations** | Not enough data | 8.5 (42 reviews) | 
| **Ease of Integrations** | Not enough data | 8.7 (45 reviews) | 
| **Data Workflows** | Not enough data | 9.1 (46 reviews) | 

#### Generative AI

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Text Generation** | Not enough data | 6.5 (27 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 120 |
| **dbt** | N/A | N/A |

#### Administration

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

#### Management

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

#### Compliance

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

#### Security

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

#### Data Quality

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

#### Maintainence

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

#### Generative AI

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

#### Agentic AI - Data Governance

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

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 200 |
| **dbt** | 9.1/10 | 49 |

#### Management

| Feature | Databricks | dbt | 
|---|---|---|
| **Reporting** | 8.7 (177 reviews) | Feature Not Available | 
| **Auditing** | 8.5 (169 reviews) | 8.3 (39 reviews) | 

#### Functionality

| Feature | Databricks | dbt | 
|---|---|---|
| **Extraction** | 9.1 (182 reviews) | Feature Not Available | 
| **Transformation** | 9.3 (184 reviews) | 9.3 (47 reviews) | 
| **Loading** | 9.1 (178 reviews) | Feature Not Available | 
| **Automation** | 9.1 (173 reviews) | 9.4 (42 reviews) | 
| **Scalability** | 9.2 (175 reviews) | 9.2 (39 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 87 |
| **dbt** | N/A | N/A |

#### Deployment

| Feature | Databricks | dbt | 
|---|---|---|
| **Language Flexibility** | 9.0 (70 reviews) | Not enough data | 
| **Framework Flexibility** | 8.9 (69 reviews) | Not enough data | 
| **Versioning** | 9.0 (71 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (71 reviews) | Not enough data | 
| **Scalability** | 9.0 (73 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | dbt | 
|---|---|---|
| **Language Flexibility** | 9.0 (67 reviews) | Not enough data | 
| **Framework Flexibility** | 8.8 (67 reviews) | Not enough data | 
| **Versioning** | 8.7 (71 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (70 reviews) | Not enough data | 
| **Scalability** | 9.1 (71 reviews) | Not enough data | 

#### Management

| Feature | Databricks | dbt | 
|---|---|---|
| **Cataloging** | 9.0 (70 reviews) | Not enough data | 
| **Monitoring** | 8.9 (71 reviews) | Not enough data | 
| **Governing** | 9.2 (67 reviews) | Not enough data | 
| **Model Registry** | 9.0 (74 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | dbt | 
|---|---|---|
| **Metrics** | 8.8 (67 reviews) | Not enough data | 
| **Infrastructure management** | 8.9 (68 reviews) | Not enough data | 
| **Collaboration** | 9.1 (69 reviews) | Not enough data | 

#### Management

| Feature | Databricks | dbt | 
|---|---|---|
| **Cataloging** | 8.9 (67 reviews) | Not enough data | 
| **Monitoring** | 8.8 (66 reviews) | Not enough data | 
| **Governing** | 9.1 (64 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Text Generation** | 8.6 (34 reviews) | Not enough data | 
| **AI Text Summarization** | 8.6 (34 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 229 |
| **dbt** | N/A | N/A |

#### System

| Feature | Databricks | dbt | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (185 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | dbt | 
|---|---|---|
| **Language Support** | 8.8 (192 reviews) | Not enough data | 
| **Drag and Drop** | 8.0 (195 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.4 (192 reviews) | Not enough data | 
| **Model Training** | 8.7 (198 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | dbt | 
|---|---|---|
| **Feature Engineering** | 8.5 (177 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | dbt | 
|---|---|---|
| **Computer Vision** | 8.2 (180 reviews) | Not enough data | 
| **Natural Language Processing** | 8.6 (187 reviews) | Not enough data | 
| **Natural Language Generation** | 8.3 (179 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.2 (178 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | dbt | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (164 reviews) | Not enough data | 
| **Deep Learning** | 8.4 (165 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | dbt | 
|---|---|---|
| **Managed Service** | 8.6 (185 reviews) | Not enough data | 
| **Application** | 8.8 (187 reviews) | Not enough data | 
| **Scalability** | 9.0 (195 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Text Generation** | 8.3 (92 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (93 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.7 (91 reviews) | Not enough data | 

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

| Feature | Databricks | dbt | 
|---|---|---|
| **Autonomous Task Execution** | 9.4 (14 reviews) | Not enough data | 
| **Multi-step Planning** | 9.1 (13 reviews) | Not enough data | 
| **Cross-system Integration** | 8.9 (14 reviews) | Not enough data | 
| **Adaptive Learning** | 9.1 (13 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.5 (16 reviews) | Not enough data | 
| **Proactive Assistance** | 9.4 (12 reviews) | Not enough data | 
| **Decision Making** | 9.6 (13 reviews) | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 225 |
| **dbt** | N/A | N/A |

#### Data Management

| Feature | Databricks | dbt | 
|---|---|---|
| **Data Integration** | 9.1 (197 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.9 (187 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (190 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.8 (188 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.7 (175 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 9.1 (179 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Databricks | dbt | 
|---|---|---|
| **AI/ ML Integration** | 8.9 (183 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.8 (174 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.1 (185 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Databricks | dbt | 
|---|---|---|
| **On-Premise** | 8.0 (163 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.2 (186 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Databricks | dbt | 
|---|---|---|
| **Scalability** | 9.2 (191 reviews) ✓ Verified | Not enough data | 

#### Security

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

#### Generative AI

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Text Generation** | 8.6 (85 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (83 reviews) | Not enough data | 

### Database Management Systems (DBMS)

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

#### Management

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

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.1/10 | 90 |
| **dbt** | 8.2/10 | 69 |

#### Data Management

| Feature | Databricks | dbt | 
|---|---|---|
| **Data Integration** | 9.1 (75 reviews) | 9.3 (54 reviews) | 
| **Metadata** | 8.9 (78 reviews) | 9.1 (53 reviews) | 
| **Self-service** | 8.9 (76 reviews) | 9.1 (51 reviews) | 
| **Automated workflows** | 9.2 (76 reviews) | 9.3 (51 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | dbt | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (16 reviews) | 7.5 (8 reviews) | 
| **Multi-step Planning** | 9.4 (14 reviews) | 7.4 (7 reviews) | 
| **Cross-system Integration** | 9.4 (16 reviews) | 8.3 (10 reviews) | 
| **Adaptive Learning** | 9.4 (15 reviews) | 8.1 (9 reviews) | 
| **Decision Making** | 9.7 (15 reviews) | 8.5 (9 reviews) | 

#### Analytics

| Feature | Databricks | dbt | 
|---|---|---|
| **Analytics capabilities** | 9.0 (75 reviews) | 8.8 (49 reviews) | 
| **Dasboard visualizations** | 8.7 (75 reviews) | 7.3 (34 reviews) | 

#### Monitoring and Management

| Feature | Databricks | dbt | 
|---|---|---|
| **Data Observability** | 8.7 (75 reviews) | 8.7 (43 reviews) | 
| **Testing capabilities** | 8.7 (75 reviews) | 8.9 (52 reviews) | 

#### Cloud Deployment

| Feature | Databricks | dbt | 
|---|---|---|
| **Hybrid cloud support** | 9.1 (70 reviews) | 8.7 (37 reviews) | 
| **Cloud migration capabilities** | 9.1 (71 reviews) | 8.8 (29 reviews) | 

#### Generative AI

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Text Generation** | 9.1 (43 reviews) | 5.7 (12 reviews) | 
| **AI Text Summarization** | 9.1 (43 reviews) | 6.0 (12 reviews) | 

### Data Warehouse Automation

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **dbt** | 8.7/10 | 42 |

#### Automation

| Feature | Databricks | dbt | 
|---|---|---|
| **Workflow Automation** | Not enough data | 8.8 (35 reviews) | 
| **Multi-platform support** | Not enough data | 8.3 (32 reviews) | 
| **Data Management** | Not enough data | 8.6 (35 reviews) | 
| **Data Simplicity** | Not enough data | Feature Not Available | 

#### Functionality

| Feature | Databricks | dbt | 
|---|---|---|
| **Documentation management** | Not enough data | 8.6 (34 reviews) | 
| **Platform support** | Not enough data | 8.6 (34 reviews) | 
| **Template functionality** | Not enough data | 8.4 (34 reviews) | 

#### Administration

| Feature | Databricks | dbt | 
|---|---|---|
| **Error Alerts** | Not enough data | 8.5 (38 reviews) | 
| **Service Automation** | Not enough data | 8.9 (34 reviews) | 
| **Workflow management** | Not enough data | 9.2 (36 reviews) | 

#### Agentic AI - Data Warehouse Automation

| Feature | Databricks | dbt | 
|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.9/10 | 13 |
| **dbt** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | dbt | 
|---|---|---|
| **AI High Availability** | 10.0 (6 reviews) | Not enough data | 
| **AI Model Training Scalability** | 10.0 (8 reviews) | Not enough data | 
| **AI Inference Speed** | 10.0 (7 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Cost per API Call** | 10.0 (6 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 9.4 (8 reviews) | Not enough data | 
| **AI Energy Efficiency** | 10.0 (6 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Multi-cloud Support** | 9.8 (7 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 10.0 (7 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 10.0 (6 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Databricks | dbt | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 10.0 (6 reviews) | Not enough data | 
| **AI Role-based Access Control** | 9.7 (6 reviews) | Not enough data | 
| **AI Data Encryption** | 10.0 (6 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Documentation Quality** | 10.0 (8 reviews) | Not enough data | 
| **AI Community Activity** | 9.7 (6 reviews) | Not enough data | 

### AI Agent Builders

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

#### Customization - AI Agent Builders

| Feature | Databricks | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **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 | 

### Semantic Layer Tools

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

#### Deployment & Integration - Semantic Layer Tools

| Feature | Databricks | dbt | 
|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | Not enough data | Not enough data | 
| **Open API & SDK Integration** | Not enough data | Not enough data | 

#### Data Connectivity & Federation - Semantic Layer Tools

| Feature | Databricks | dbt | 
|---|---|---|
| **Cross-Source Query Federation** | Not enough data | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | Not enough data | Not enough data | 

#### Data Modeling & Metrics - Semantic Layer Tools

| Feature | Databricks | dbt | 
|---|---|---|
| **Derived & Calculated Metrics** | Not enough data | Not enough data | 
| **Time Intelligence Functions** | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Databricks | dbt | 
|---|---|---|
| **Query Caching & Acceleration** | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Governance & Observability** | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | 
| **Version Control & Change Impact Analysis** | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | Databricks | dbt | 
|---|---|---|
| **Natural Language Query Interface** | Not enough data | Not enough data | 
| **Semantic Layer for AI/ML Models** | Not enough data | Not enough data | 
| **Recommendation Engine** | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | Databricks | dbt | 
|---|---|---|
| **Agentic Query Orchestration** | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | Not enough data | Not enough data | 

### AI Gateways

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

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **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** | 9.0/10 | 353 |
| **dbt** | N/A | N/A |

#### Database

| Feature | Databricks | dbt | 
|---|---|---|
| **Real-Time Data Collection** | 8.8 (245 reviews) | Not enough data | 
| **Data Distribution** | 9.0 (251 reviews) | Not enough data | 
| **Data Lake** | 9.3 (279 reviews) | Not enough data | 

#### Integrations

| Feature | Databricks | dbt | 
|---|---|---|
| **Hadoop Integration** | 8.3 (223 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (283 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | dbt | 
|---|---|---|
| **Machine Scaling** | 9.0 (282 reviews) | Not enough data | 
| **Data Preparation** | 8.9 (261 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (283 reviews) | Not enough data | 

#### Processing

| Feature | Databricks | dbt | 
|---|---|---|
| **Cloud Processing** | 9.1 (260 reviews) | Not enough data | 
| **Workload Processing** | 9.0 (270 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 269 |
| **dbt** | 8.8/10 | 42 |

#### Data Transformation

| Feature | Databricks | dbt | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (231 reviews) | 8.5 (32 reviews) | 
| **Data Querying** | 9.1 (241 reviews) | 9.4 (39 reviews) | 

#### Connectivity

| Feature | Databricks | dbt | 
|---|---|---|
| **Hadoop Integration** | 8.7 (210 reviews) | 8.4 (27 reviews) | 
| **Spark Integration** | 9.2 (235 reviews) | 8.6 (28 reviews) | 
| **Multi-Source Analysis** | 9.0 (225 reviews) | 8.5 (34 reviews) | 
| **Data Lake** | 9.2 (235 reviews) | 8.9 (31 reviews) | 

#### Operations

| Feature | Databricks | dbt | 
|---|---|---|
| **Data Visualization** | 8.5 (232 reviews) | Feature Not Available | 
| **Data Workflow** | 8.9 (232 reviews) | 9.3 (38 reviews) | 
| **Governed Discovery** | 8.6 (218 reviews) | 8.6 (30 reviews) | 
| **Embedded Analytics** | 8.7 (215 reviews) | 8.7 (30 reviews) | 
| **Notebooks** | 9.4 (237 reviews) | 8.6 (30 reviews) | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **dbt** | 8.4/10 | 52 |

#### Functionality

| Feature | Databricks | dbt | 
|---|---|---|
| **Identification** | Not enough data | 8.7 (40 reviews) | 
| **Correction** | Not enough data | 8.4 (37 reviews) | 
| **Normalization** | Not enough data | 8.7 (41 reviews) | 
| **Preventative Cleaning** | Not enough data | 8.2 (39 reviews) | 
| **Data Matching** | Not enough data | 8.4 (39 reviews) | 

#### Management

| Feature | Databricks | dbt | 
|---|---|---|
| **Reporting** | Not enough data | 8.5 (41 reviews) | 
| **Automation** | Not enough data | 9.3 (43 reviews) | 
| **Quality Audits** | Not enough data | 8.9 (37 reviews) | 
| **Dashboard** | Not enough data | 8.1 (39 reviews) | 
| **Governance** | Not enough data | 8.4 (42 reviews) | 

#### Generative AI

| Feature | Databricks | dbt | 
|---|---|---|
| **AI Text Generation** | Not enough data | 6.2 (19 reviews) | 
| **AI Text Summarization** | Not enough data | 6.6 (19 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.6/10 | 213 |
| **dbt** | N/A | N/A |

#### Building Reports

| Feature | Databricks | dbt | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (164 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | Not enough data | 
| **Integration APIs** | 8.6 (167 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | dbt | 
|---|---|---|
| **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):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics)

**Unique to Databricks (10):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [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 dbt (5):** [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Data Quality Tools](https://www.g2.com/categories/data-quality), [Data Warehouse Automation Software](https://www.g2.com/categories/data-warehouse-automation), [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | dbt | 
|---|---|---|
| **Small-Business** | 16.0% | 27.1% | 
| **Mid-Market** | 40.5% | 56.7% | 
| **Enterprise** | 43.6% | 16.3% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 16.6%
- **Financial Services:** 10.2%
- **Computer Software:** 9.1%
- **Consulting:** 4.1%
- **Hospital & Health Care:** 3.5%
- **Retail:** 3.4%
- **Marketing and Advertising:** 3.3%
- **Insurance:** 3.0%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.6%
- **Other:** 41.5%

#### dbt

- **Information Technology and Services:** 19.4%
- **Computer Software:** 16.9%
- **Financial Services:** 10.0%
- **Retail:** 5.0%
- **Marketing and Advertising:** 4.5%
- **Consumer Services:** 3.0%
- **Hospital & Health Care:** 3.0%
- **Insurance:** 2.5%
- **Automotive:** 2.0%
- **Telecommunications:** 2.0%
- **Other:** 31.8%

---
## Alternatives

### Alternatives to Databricks

- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 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 (1227 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (658 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 (801 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)

### Alternatives to dbt

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (398 reviews)
- [Maia](https://www.g2.com/products/matillion-maia/reviews) — 4.5/5 stars (124 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews)
- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (100 reviews)
- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (526 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (796 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 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..."

### dbt

- Title: [What is DBT data Modelling?](https://www.g2.com/discussions/what-is-dbt-data-modelling) — 2 comments
  > **Top comment:** "dbt data modeling is not a thing. Dbt is a transformation tool that makes it easier to implement data modeling techniques like snowflake, data vault etc. "
- Title: [What is DBT technology?](https://www.g2.com/discussions/what-is-dbt-technology) — 2 comments
  > **Top comment:** "dbt is a data transformation tool that helps organize & run SQL files. The SQL files are only SELECT statements while dbt takes care of the boilerplate..."
- Title: [What is DBT tool used for?](https://www.g2.com/discussions/what-is-dbt-tool-used-for) — 2 comments
  > **Top comment:** "Data transformations. The 'T' in ELT/ELT. It lets you version-control and easily modify all your data transformations between (say) your source tables from..."
- Title: [What is DBT database tool?](https://www.g2.com/discussions/what-is-dbt-database-tool) — 1 comment
  > **Top comment:** "DBT (DataBase Transformations) uses SQL select statements, with some added magic from Jinja templating language, to model and transform data. It's a highly..."

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