# Collibra 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 programming languages like Python, SQL, and Scala. This feature significantly enhances productivity for data teams.
- **Users say** that Collibra provides solid data governance capabilities, making data assets more trustworthy and accessible. However, some users feel that it lacks the same level of integration and ease of use found in Databricks, which may hinder day-to-day operations.
- **Reviewers mention** that Databricks has a strong focus on collaboration and end-to-end data workflows, with features like Genie and Lakeflow Connect that streamline processes. This unified platform approach is praised for improving team efficiency and data flow.
- **According to verified reviews** , while Collibra is recognized for its ability to describe data products effectively, users have noted that its overall usability and setup process can be more cumbersome compared to Databricks, which benefits from a more straightforward onboarding experience.
- **Users highlight** that Databricks not only meets but often exceeds expectations in areas like data modeling and workflow management, with scores reflecting its robust capabilities. In contrast, Collibra's performance in these areas is seen as less competitive, which may affect users looking for comprehensive solutions.
- **G2 reviewers indicate** that Databricks offers superior support quality, with users appreciating timely assistance and effective problem resolution. Collibra, while providing decent support, has received feedback suggesting that it may not be as responsive or helpful in critical situations.



| | Collibra | Databricks | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 102 | 804 | 
| **Largest Market Segment** | Enterprise (70.7% of reviews) | Enterprise (43.7% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Collibra

Pros:
- Features (10 reviews)
- Data Management (9 reviews)

Cons:
- Complexity Issues (7 reviews)
- Limited Functionality (6 reviews)

### Databricks

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

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

---
## Ratings Comparison
| Rating | Collibra | Databricks | 
|---|---|---|
  | **Meets Requirements** | 8.4 (87 reviews) | 9.0 (627 reviews) | 
  | **Ease of Use** | 8.0 (89 reviews) | 8.9 (647 reviews) | 
  | **Ease of Setup** | 7.7 (68 reviews) | 8.7 (520 reviews) | 
  | **Ease of Admin** | 8.0 (65 reviews) | 8.4 (190 reviews) | 
  | **Quality of Support** | 8.2 (89 reviews) | 8.8 (604 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.7 (66 reviews) | 8.9 (194 reviews) | 
  | **Product Direction (% positive)** | 9.3 (86 reviews) | 9.6 (608 reviews) | 

---
## Pricing

### Collibra

#### 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 |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Databricks** | 9.2/10 | 231 |

#### Reports

| Feature | Collibra | 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 | 9.1 (25 reviews) | 

#### Data Preparation

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

#### Data Modeling and Blending

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

#### Agentic AI - Analytics Platforms

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

#### Self Service 

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

#### Deployment & Integration - Analytics Platforms

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

#### Advanced Analytics

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

#### Performance & Scalability - Analytics Platforms

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

#### Advanced Analytics & Modeling - Analytics Platforms

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

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Collibra | Databricks | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 9.2 (14 reviews) | 
| **Natural Language Queries** | Not enough data | 9.5 (16 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 9.5 (13 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 9.2 (14 reviews) | 

#### Personalized Intelligence - Analytics Platforms

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

#### Building Reports

| Feature | Collibra | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.1 (176 reviews) | 
| **Data Modeling** | Not enough data | 8.7 (164 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (133 reviews) | 
| **Integration APIs** | Not enough data | 8.6 (168 reviews) | 

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.7/10 | 11 |
| **Databricks** | N/A | N/A |

#### Data Governance

| Feature | Collibra | Databricks | 
|---|---|---|
| **User Access Management** | 7.9 (7 reviews) | Not enough data | 
| **Dynamic Data Masking** | 6.9 (7 reviews) | Not enough data | 
| **Data Lineage** | 8.0 (9 reviews) | Not enough data | 

#### Data Preparation

| Feature | Collibra | Databricks | 
|---|---|---|
| **Search** | 8.0 (9 reviews) | Not enough data | 
| **Data Quality and Cleansing** | 6.7 (8 reviews) | Not enough data | 
| **Data Transformation** | Feature Not Available | Not enough data | 
| **Data Modeling** | Feature Not Available | Not enough data | 

#### Collaboration

| Feature | Collibra | Databricks | 
|---|---|---|
| **Commenting** | 7.9 (8 reviews) | Not enough data | 
| **Profiling and Classification** | 7.8 (9 reviews) | Not enough data | 
| **Business and Data Glossary** | 8.3 (9 reviews) | Not enough data | 
| **Metadata Management ** | 8.0 (9 reviews) | Not enough data | 

#### Artificial Intelligence

| Feature | Collibra | Databricks | 
|---|---|---|
| **Machine Learning Recommendations** | 7.3 (8 reviews) | Not enough data | 
| **Natural Language Query** | Feature Not Available | Not enough data | 
| **Automatic Data Cleansing** | Feature Not Available | Not enough data | 

#### Generative AI

| Feature | Collibra | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Machine Learning Data Catalog

| Feature | Collibra | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.5/10 | 67 |
| **Databricks** | 8.8/10 | 120 |

#### Administration

| Feature | Collibra | Databricks | 
|---|---|---|
| **Data Modelling** | 7.4 (54 reviews) | 8.8 (102 reviews) | 
| **Recommendations** | Feature Not Available | 8.6 (96 reviews) | 
| **Workflow Management** | 7.8 (63 reviews) | 9.0 (97 reviews) | 
| **Dashboards and Visualizations** | 7.0 (61 reviews) | 8.8 (102 reviews) | 

#### Management

| Feature | Collibra | Databricks | 
|---|---|---|
| **Business Glossary** | 8.5 (55 reviews) | 8.5 (90 reviews) | 
| **Data Discovery** | 8.4 (51 reviews) | 8.7 (89 reviews) | 
| **Data Profililng** | 7.4 (43 reviews) | 8.7 (91 reviews) | 
| **Reporting and Visualization** | 7.0 (49 reviews) | 8.6 (90 reviews) | 
| **Data Lineage** | 7.9 (51 reviews) | 8.8 (89 reviews) | 

#### Compliance

| Feature | Collibra | Databricks | 
|---|---|---|
| **Sensitive Data Compliance** | 7.8 (49 reviews) | 8.9 (102 reviews) | 
| **Training and Guidelines** | 7.8 (54 reviews) | 8.7 (95 reviews) | 
| **Policy Enforcement** | 7.5 (48 reviews) | 8.9 (97 reviews) | 
| **Compliance Monitoring** | 7.7 (44 reviews) | 8.8 (98 reviews) | 

#### Security

| Feature | Collibra | Databricks | 
|---|---|---|
| **Access Control** | 7.7 (44 reviews) | 9.0 (91 reviews) | 
| **Roles Management** | 7.8 (51 reviews) | 8.9 (89 reviews) | 
| **Compliance Management** | 7.7 (38 reviews) | 8.8 (89 reviews) | 

#### Data Quality

| Feature | Collibra | Databricks | 
|---|---|---|
| **Data Preparation** | 7.3 (39 reviews) | 9.0 (97 reviews) | 
| **Data Distribution** | Feature Not Available | 8.8 (96 reviews) | 
| **Data Unification** | 7.6 (40 reviews) | 9.0 (97 reviews) | 

#### Maintainence

| Feature | Collibra | Databricks | 
|---|---|---|
| **Data Quality Management** | 6.7 (39 reviews) | 8.8 (88 reviews) | 
| **Policy Management** | 7.5 (43 reviews) | 8.8 (87 reviews) | 

#### Generative AI

| Feature | Collibra | Databricks | 
|---|---|---|
| **AI Text Generation** | 6.3 (8 reviews) | 8.4 (85 reviews) | 
| **AI Text Summarization** | 6.5 (8 reviews) | 8.5 (84 reviews) | 

#### Agentic AI - Data Governance

| Feature | Collibra | 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 |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Databricks** | 9.0/10 | 200 |

#### Management

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

#### Functionality

| Feature | Collibra | 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 (173 reviews) | 
| **Scalability** | Not enough data | 9.2 (175 reviews) | 

### MLOps Platforms

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

#### Deployment

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

#### Deployment

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

#### Management

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

#### Operations

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

#### Management

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

#### Generative AI

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

### Data Privacy Management

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 8.3/10 | 23 |
| **Databricks** | N/A | N/A |

#### Functionality

| Feature | Collibra | Databricks | 
|---|---|---|
| **Data Subject Access Requests** | 8.7 (14 reviews) | Not enough data | 
| **Identity Verification** | 7.7 (10 reviews) | Not enough data | 
| **Privacy Impact Assessments** | 8.2 (14 reviews) | Not enough data | 
| **Data Mapping - survey-based** | 8.5 (12 reviews) | Not enough data | 
| **Data Mapping - automated** | 8.3 (12 reviews) | Not enough data | 
| **Data Discovery** | 8.3 (17 reviews) | Not enough data | 
| **Data Classification** | 8.4 (16 reviews) | Not enough data | 
| **De-identification/pseudonymization** | 8.3 (8 reviews) | Not enough data | 
| **Breach notification** | 8.2 (11 reviews) | Not enough data | 
| **Consent management** | 8.7 (9 reviews) | Not enough data | 
| **Website tracking scanning** | 7.2 (9 reviews) | Not enough data | 
| **Data access governance** | 8.6 (18 reviews) | Not enough data | 

### Privacy Impact Assessment (PIA)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.6/10 | 9 |
| **Databricks** | N/A | N/A |

#### Functionality

| Feature | Collibra | Databricks | 
|---|---|---|
| **Centralized platform** | 8.3 (8 reviews) | Not enough data | 
| **Tracking** | 7.7 (8 reviews) | Not enough data | 
| **Templates** | 6.9 (7 reviews) | Not enough data | 
| **Workflow** | 8.1 (8 reviews) | Not enough data | 
| **Reporting and analytics** | 6.9 (8 reviews) | Not enough data | 

### Sensitive Data Discovery

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.5/10 | 18 |
| **Databricks** | N/A | N/A |

#### Functionality

| Feature | Collibra | Databricks | 
|---|---|---|
| **Structure type** | 8.1 (13 reviews) | Not enough data | 
| **Contextual search** | 8.3 (13 reviews) | Not enough data | 
| **Template algorithms** | 6.5 (11 reviews) | Not enough data | 
| **Custom algorithms** | 6.8 (12 reviews) | Not enough data | 
| **False-positive management** | 6.7 (11 reviews) | Not enough data | 
| **Multiple file and location types** | 6.7 (12 reviews) | Not enough data | 
| **Real-time monitoring** | 7.5 (12 reviews) | Not enough data | 
| **Dashboard** | 8.2 (15 reviews) | Not enough data | 
| **Compliance** | 7.7 (14 reviews) | Not enough data | 
| **Reporting** | 8.0 (14 reviews) | Not enough data | 

#### Agentic AI - Sensitive Data Discovery

| Feature | Collibra | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Databricks** | 8.7/10 | 230 |

#### System

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

#### Model Development

| Feature | Collibra | Databricks | 
|---|---|---|
| **Language Support** | Not enough data | 8.8 (193 reviews) | 
| **Drag and Drop** | Not enough data | 8.0 (195 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.4 (192 reviews) | 
| **Model Training** | Not enough data | 8.7 (198 reviews) | 

#### Model Development

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

#### Machine/Deep Learning Services

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

#### Machine/Deep Learning Services

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

#### Deployment

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

#### Generative AI

| Feature | Collibra | 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 | 7.7 (91 reviews) | 

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

| Feature | Collibra | 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 | 8.9 (14 reviews) | 
| **Adaptive Learning** | Not enough data | 9.1 (13 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.5 (16 reviews) | 
| **Proactive Assistance** | Not enough data | 9.4 (12 reviews) | 
| **Decision Making** | Not enough data | 9.6 (13 reviews) | 

### Data Fabric

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

#### Data Management

| Feature | Collibra | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Multi - Platform** | Not enough data | Not enough data | 
| **Metadata** | Not enough data | Not enough data | 

#### Analytics

| Feature | Collibra | Databricks | 
|---|---|---|
| **Data Analytics** | Not enough data | Not enough data | 

#### Security

| Feature | Collibra | Databricks | 
|---|---|---|
| **Compliance** | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | 
| **Data Protection** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Collibra | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Collibra | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Warehouse

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

#### Data Management

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

#### Integration

| Feature | Collibra | 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 (185 reviews) ✓ Verified | 

#### Deployment

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

#### Performance 

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

#### Security

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

#### Generative AI

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

### Database Management Systems (DBMS)

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

#### Management

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

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Databricks** | 9.1/10 | 90 |

#### Data Management

| Feature | Collibra | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (75 reviews) | 
| **Metadata** | Not enough data | 8.9 (78 reviews) | 
| **Self-service** | Not enough data | 8.9 (76 reviews) | 
| **Automated workflows** | Not enough data | 9.2 (76 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Collibra | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.5 (16 reviews) | 
| **Multi-step Planning** | Not enough data | 9.4 (14 reviews) | 
| **Cross-system Integration** | Not enough data | 9.4 (16 reviews) | 
| **Adaptive Learning** | Not enough data | 9.4 (15 reviews) | 
| **Decision Making** | Not enough data | 9.7 (15 reviews) | 

#### Analytics

| Feature | Collibra | Databricks | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 9.0 (75 reviews) | 
| **Dasboard visualizations** | Not enough data | 8.7 (75 reviews) | 

#### Monitoring and Management

| Feature | Collibra | Databricks | 
|---|---|---|
| **Data Observability** | Not enough data | 8.7 (75 reviews) | 
| **Testing capabilities** | Not enough data | 8.7 (75 reviews) | 

#### Cloud Deployment

| Feature | Collibra | Databricks | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 9.1 (70 reviews) | 
| **Cloud migration capabilities** | Not enough data | 9.1 (71 reviews) | 

#### Generative AI

| Feature | Collibra | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.1 (43 reviews) | 
| **AI Text Summarization** | Not enough data | 9.1 (43 reviews) | 

### Active Metadata Management

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.6/10 | 37 |
| **Databricks** | N/A | N/A |

#### Data management

| Feature | Collibra | Databricks | 
|---|---|---|
| **Metadata Management** | 8.5 (35 reviews) | Not enough data | 
| **Automation Features** | 7.3 (31 reviews) | Not enough data | 
| **Collaboration** | 7.8 (32 reviews) | Not enough data | 
| **Data Lineage** | 7.9 (36 reviews) | Not enough data | 
| **Data Discovery** | 8.3 (30 reviews) | Not enough data | 

#### Reporting

| Feature | Collibra | Databricks | 
|---|---|---|
| **Intelligent Insights** | 7.7 (29 reviews) | Not enough data | 
| **Actionable Insights** | 7.7 (27 reviews) | Not enough data | 
| **Dashboards** | 7.7 (35 reviews) | Not enough data | 

#### Generative AI

| Feature | Collibra | Databricks | 
|---|---|---|
| **AI Text Generation** | 6.3 (5 reviews) | Not enough data | 
| **AI Text Summarization** | 6.3 (5 reviews) | Not enough data | 

### Generative AI Infrastructure

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

#### Scalability and Performance - Generative AI Infrastructure

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

#### Cost and Efficiency - Generative AI Infrastructure

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

#### Integration and Extensibility - Generative AI Infrastructure

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

#### Security and Compliance - Generative AI Infrastructure

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

#### Usability and Support - Generative AI Infrastructure

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

### AI Agent Builders

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

#### Customization - AI Agent Builders

| Feature | Collibra | 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 | Collibra | 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 | Collibra | 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 | Collibra | 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 | 

### SAP Store

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

#### Agentic AI - SAP Store

| Feature | Collibra | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### AI Gateways

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

#### Traffic Management & Performance - AI Gateways

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

#### Database

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

#### Integrations

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

#### Platform

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

#### Processing

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

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Databricks** | 8.9/10 | 269 |

#### Data Transformation

| Feature | Collibra | Databricks | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.9 (231 reviews) | 
| **Data Querying** | Not enough data | 9.1 (241 reviews) | 

#### Connectivity

| Feature | Collibra | 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 (235 reviews) | 

#### Operations

| Feature | Collibra | 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 (218 reviews) | 
| **Embedded Analytics** | Not enough data | 8.7 (215 reviews) | 
| **Notebooks** | Not enough data | 9.4 (237 reviews) | 

### Data Subject Access Request (DSAR)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.9/10 | 16 |
| **Databricks** | N/A | N/A |

#### Functionality

| Feature | Collibra | Databricks | 
|---|---|---|
| **Identity Verification** | 7.7 (10 reviews) | Not enough data | 
| **Workflow** | 7.3 (10 reviews) | Not enough data | 
| **DSAR Portal** | 8.6 (7 reviews) | Not enough data | 
| **Reporting and logs** | 8.0 (10 reviews) | Not enough data | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.9/10 | 21 |
| **Databricks** | N/A | N/A |

#### Functionality

| Feature | Collibra | Databricks | 
|---|---|---|
| **Identification** | 8.4 (18 reviews) | Not enough data | 
| **Correction** | 8.1 (16 reviews) | Not enough data | 
| **Normalization** | 8.3 (15 reviews) | Not enough data | 
| **Preventative Cleaning** | 7.1 (14 reviews) | Not enough data | 
| **Data Matching** | 7.9 (15 reviews) | Not enough data | 

#### Management

| Feature | Collibra | Databricks | 
|---|---|---|
| **Reporting** | 7.4 (19 reviews) | Not enough data | 
| **Automation** | 7.8 (16 reviews) | Not enough data | 
| **Quality Audits** | 8.1 (15 reviews) | Not enough data | 
| **Dashboard** | 7.3 (20 reviews) | Not enough data | 
| **Governance** | 8.3 (19 reviews) | Not enough data | 

#### Generative AI

| Feature | Collibra | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Databricks** | 8.6/10 | 214 |

#### Building Reports

| Feature | Collibra | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.1 (176 reviews) | 
| **Data Modeling** | Not enough data | 8.7 (164 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (133 reviews) | 
| **Integration APIs** | Not enough data | 8.6 (168 reviews) | 

#### Platform

| Feature | Collibra | 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):** [Data Governance Tools](https://www.g2.com/categories/data-governance-tools)

**Unique to Collibra (9):** [SAP Store Software](https://www.g2.com/categories/sap-store), [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management), [Sensitive Data Discovery Software](https://www.g2.com/categories/sensitive-data-discovery), [Privacy Impact Assessment (PIA) Software](https://www.g2.com/categories/privacy-impact-assessment-pia), [Data Subject Access Request (DSAR) Software](https://www.g2.com/categories/data-subject-access-request-dsar), [Data Privacy Management Software](https://www.g2.com/categories/data-privacy-management), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [Data Quality Tools](https://www.g2.com/categories/data-quality), [Data Fabric Software](https://www.g2.com/categories/data-fabric)

**Unique to Databricks (12):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways)


---
## Reviewer Demographics

### By Company Size

| Segment | Collibra | Databricks | 
|---|---|---|
| **Small-Business** | 10.1% | 15.9% | 
| **Mid-Market** | 19.2% | 40.4% | 
| **Enterprise** | 70.7% | 43.7% | 

### By Industry

#### Collibra

- **Financial Services:** 12.1%
- **Banking:** 9.1%
- **Pharmaceuticals:** 8.1%
- **Telecommunications:** 6.1%
- **Insurance:** 6.1%
- **Automotive:** 4.0%
- **Computer Software:** 4.0%
- **Retail:** 4.0%
- **Oil & Energy:** 4.0%
- **Mining & Metals:** 4.0%
- **Other:** 38.4%

#### Databricks

- **Information Technology and Services:** 16.5%
- **Financial Services:** 10.3%
- **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 Collibra

- [Atlan](https://www.g2.com/products/atlan/reviews) — 4.5/5 stars (131 reviews)
- [Twilio Segment](https://www.g2.com/products/twilio-segment/reviews) — 4.5/5 stars (566 reviews)
- [Alation](https://www.g2.com/products/alation/reviews) — 4.4/5 stars (91 reviews)
- [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1161 reviews)
- [TrustArc](https://www.g2.com/products/trustarc/reviews) — 4.2/5 stars (314 reviews)
- [SAP Master Data Governance (MDG)](https://www.g2.com/products/sap-master-data-governance-mdg/reviews) — 4.4/5 stars (283 reviews)
- [Ataccama ONE](https://www.g2.com/products/ataccama-one/reviews) — 4.2/5 stars (12 reviews)
- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (526 reviews)
- [Smartsheet](https://www.g2.com/products/smartsheet/reviews) — 4.4/5 stars (22294 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (801 reviews)

### 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 (1225 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)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (208 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)

---
## Top Discussions

### Collibra

- Title: [What is Critical data elements? How to identify CDE.](https://www.g2.com/discussions/what-is-critical-data-elements-how-to-identify-cde) — 2 comments, 1 upvote
  > **Top comment:** "Critical Data Elements are “…those that are determined to be vital to the successful operation of the organization""

### 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/collibra-vs-databricks)