# Cloudera Platform vs Databricks Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in user experience, particularly with its intuitive notebook interface and polished SQL editor, which allows seamless switching between Python, SQL, and Scala. This streamlined workflow significantly enhances productivity for data teams.
- **Users say** that Cloudera Data Platform offers strong collaboration features, with many highlighting its reliability and ease of use. Reviewers appreciate the platform's ability to automate workflows and provide analytics for both historical and streaming data, making it a solid choice for teams focused on data engineering.
- **According to verified reviews** , Databricks stands out for its comprehensive integration of data engineering, analytics, and machine learning into a unified platform. Users commend the faster end-to-end data flow and the single source of truth it provides, which fosters better collaboration among team members.
- **Reviewers mention** that while Cloudera Data Platform integrates well with tools like Apache Spark and Airflow, some users have faced challenges with configuration and matching specific workflow needs. This can impact the overall user experience, especially for teams with unique requirements.
- **G2 reviewers highlight** that Databricks has a significant edge in support quality, with many users praising the responsiveness and helpfulness of the support team. This aspect is crucial for organizations that rely on timely assistance to resolve issues and maintain productivity.
- **Users report** that Cloudera Data Platform's strong on-premise capabilities are a plus for enterprises with specific data governance needs. However, Databricks' cloud processing and managed services are often seen as more flexible and scalable, appealing to organizations looking to leverage cloud technologies for their data operations.



| | Cloudera Platform | Databricks | 
|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 136 | 800 | 
| **Largest Market Segment** | Enterprise (42.3% of reviews) | Enterprise (43.6% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Cloudera Platform

Pros:
- Ease of Use (22 reviews)
- Scalability (17 reviews)

Cons:
- Expensive (16 reviews)
- Complexity (7 reviews)

### Databricks

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

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

---
## Ratings Comparison
| Rating | Cloudera Platform | Databricks | 
|---|---|---|
  | **Meets Requirements** | 8.6 (117 reviews) | 9.0 (627 reviews) | 
  | **Ease of Use** | 8.3 (119 reviews) | 8.9 (645 reviews) | 
  | **Ease of Setup** | 8.1 (60 reviews) | 8.7 (518 reviews) | 
  | **Ease of Admin** | 7.9 (59 reviews) | 8.4 (190 reviews) | 
  | **Quality of Support** | 8.0 (108 reviews) | 8.8 (604 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (56 reviews) | 8.9 (194 reviews) | 
  | **Product Direction (% positive)** | 8.4 (118 reviews) | 9.6 (608 reviews) | 

---
## Pricing

### Cloudera Platform

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 6.6/10 | 33 |
| **Databricks** | 9.2/10 | 228 |

#### Reports

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Reports Interface** | 7.1 (13 reviews) | 9.0 (21 reviews) | 
| **Steps to Answer** | 6.1 (11 reviews) | 8.4 (18 reviews) | 
| **Graphs and Charts** | 7.1 (12 reviews) | 9.0 (19 reviews) | 
| **Score Cards** | 5.9 (9 reviews) | 8.8 (16 reviews) | 
| **Dashboards** | 6.7 (14 reviews) | 9.3 (23 reviews) | 

#### Data Preparation

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Connectors** | Not enough data | 9.3 (12 reviews) | 
| **Data Governance** | Not enough data | 9.4 (13 reviews) | 

#### Data Modeling and Blending

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Querying** | Not enough data | 9.4 (14 reviews) | 
| **Data Filtering** | Not enough data | 9.2 (13 reviews) | 
| **Data Blending** | Not enough data | 9.3 (14 reviews) | 

#### Generative AI

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.4 (15 reviews) | 
| **AI Text Summarization** | Not enough data | 9.6 (12 reviews) | 

#### Agentic AI - Analytics Platforms

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

#### Self Service 

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Calculated Fields** | 6.2 (11 reviews) | 8.6 (17 reviews) | 
| **Data Column Filtering** | 6.7 (10 reviews) | 8.7 (18 reviews) | 
| **Data Discovery** | 6.2 (11 reviews) | 9.0 (18 reviews) | 
| **Search** | 6.8 (10 reviews) | 8.7 (18 reviews) | 
| **Collaboration / Workflow** | 6.2 (10 reviews) | 8.9 (19 reviews) | 
| **Automodeling** | 6.0 (7 reviews) | 8.9 (15 reviews) | 

#### Deployment & Integration - Analytics Platforms

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

#### Advanced Analytics

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Predictive Analytics** | 7.2 (12 reviews) | 9.0 (19 reviews) | 
| **Data Visualization** | 6.7 (13 reviews) | 8.9 (19 reviews) | 
| **Big Data Services** | 8.5 (14 reviews) | 9.5 (23 reviews) | 

#### Performance & Scalability - Analytics Platforms

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

#### Advanced Analytics & Modeling - Analytics Platforms

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

#### Agentic AI Capabilities - Analytics Platforms

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

#### Personalized Intelligence - Analytics Platforms

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

#### Building Reports

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Transformation** | 8.3 (21 reviews) | 9.1 (177 reviews) | 
| **Data Modeling** | 7.7 (21 reviews) | 8.7 (164 reviews) | 
| **WYSIWYG Report Design** | 6.7 (9 reviews) | 7.8 (133 reviews) | 
| **Integration APIs** | 7.7 (16 reviews) | 8.6 (167 reviews) | 

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 8.9/10 | 10 |
| **Databricks** | N/A | N/A |

#### Data Governance

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **User Access Management** | 8.8 (10 reviews) | Not enough data | 
| **Dynamic Data Masking** | 8.8 (8 reviews) | Not enough data | 
| **Data Lineage** | 8.8 (8 reviews) | Not enough data | 

#### Data Preparation

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Search** | 9.2 (10 reviews) | Not enough data | 
| **Data Quality and Cleansing** | 9.4 (9 reviews) | Not enough data | 
| **Data Transformation** | 9.7 (10 reviews) | Not enough data | 
| **Data Modeling** | 8.9 (9 reviews) | Not enough data | 

#### Collaboration

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Commenting** | 8.5 (8 reviews) | Not enough data | 
| **Profiling and Classification** | 8.9 (9 reviews) | Not enough data | 
| **Business and Data Glossary** | 8.9 (9 reviews) | Not enough data | 
| **Metadata Management ** | 9.1 (9 reviews) | Not enough data | 

#### Artificial Intelligence

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Machine Learning Recommendations** | 9.5 (10 reviews) | Not enough data | 
| **Natural Language Query** | 9.1 (9 reviews) | Not enough data | 
| **Automatic Data Cleansing** | 8.7 (9 reviews) | Not enough data | 

#### Generative AI

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **AI Text Generation** | 8.1 (9 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (9 reviews) | Not enough data | 

#### Agentic AI - Machine Learning Data Catalog

| Feature | Cloudera Platform | 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 |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Databricks** | 8.8/10 | 120 |

#### Administration

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

#### Management

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

#### Compliance

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

#### Security

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

#### Data Quality

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

#### Maintainence

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

#### Generative AI

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

#### Agentic AI - Data Governance

| Feature | Cloudera Platform | 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 |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Databricks** | 9.0/10 | 199 |

#### Management

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Reporting** | Not enough data | 8.7 (178 reviews) | 
| **Auditing** | Not enough data | 8.5 (170 reviews) | 

#### Functionality

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Extraction** | Not enough data | 9.1 (182 reviews) | 
| **Transformation** | Not enough data | 9.3 (185 reviews) | 
| **Loading** | Not enough data | 9.1 (179 reviews) | 
| **Automation** | Not enough data | 9.1 (174 reviews) | 
| **Scalability** | Not enough data | 9.2 (175 reviews) | 

### MLOps Platforms

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

#### Deployment

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

#### Deployment

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

#### Management

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

#### Operations

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

#### Management

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

#### Generative AI

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.7 (35 reviews) | 
| **AI Text Summarization** | Not enough data | 8.6 (35 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 9.5/10 | 16 |
| **Databricks** | 8.7/10 | 228 |

#### System

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Ingestion & Wrangling** | 9.7 (15 reviews) | 8.9 (186 reviews) | 

#### Model Development

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Language Support** | 9.8 (15 reviews) | 8.8 (192 reviews) | 
| **Drag and Drop** | 9.4 (16 reviews) | 8.0 (196 reviews) | 
| **Pre-Built Algorithms** | 9.4 (14 reviews) | 8.4 (193 reviews) | 
| **Model Training** | 9.4 (15 reviews) | 8.7 (199 reviews) | 

#### Model Development

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Feature Engineering** | 9.4 (14 reviews) | 8.5 (178 reviews) | 

#### Machine/Deep Learning Services

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Computer Vision** | 9.3 (15 reviews) | 8.2 (181 reviews) | 
| **Natural Language Processing** | 9.6 (15 reviews) | 8.6 (187 reviews) | 
| **Natural Language Generation** | 9.4 (15 reviews) | 8.3 (179 reviews) | 
| **Artificial Neural Networks** | 9.3 (15 reviews) | 8.2 (179 reviews) | 

#### Machine/Deep Learning Services

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Natural Language Understanding** | 9.8 (14 reviews) | 8.4 (164 reviews) | 
| **Deep Learning** | 9.9 (13 reviews) | 8.5 (166 reviews) | 

#### Deployment

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Managed Service** | 9.3 (15 reviews) | 8.6 (186 reviews) | 
| **Application** | 9.7 (16 reviews) | 8.8 (187 reviews) | 
| **Scalability** | 9.6 (15 reviews) | 9.0 (195 reviews) | 

#### Generative AI

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **AI Text Generation** | 9.6 (13 reviews) | 8.3 (92 reviews) | 
| **AI Text Summarization** | 9.2 (13 reviews) | 8.5 (93 reviews) | 
| **AI Text-to-Image** | 9.3 (14 reviews) | 7.8 (92 reviews) | 

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

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

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 6.9/10 | 6 |
| **Databricks** | N/A | N/A |

#### Data Management

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Integration** | 6.7 (6 reviews) | Not enough data | 
| **Data Discovery** | 6.9 (6 reviews) | Not enough data | 
| **Multi - Platform** | 6.9 (6 reviews) | Not enough data | 
| **Metadata** | 7.2 (6 reviews) | Not enough data | 

#### Analytics

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Analytics** | 6.4 (6 reviews) | Not enough data | 

#### Security

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Compliance** | 6.4 (6 reviews) | Not enough data | 
| **Governance** | 7.5 (6 reviews) | Not enough data | 
| **Data Protection** | 7.2 (6 reviews) | Not enough data | 

#### Generative AI

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **AI Text Generation** | 7.2 (6 reviews) | Not enough data | 
| **AI Text Summarization** | 6.1 (6 reviews) | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Cloudera Platform | 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 |
|---|---|---|
| **Cloudera Platform** | 8.8/10 | 16 |
| **Databricks** | 8.9/10 | 224 |

#### Data Management

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Integration** | 9.0 (15 reviews) ✓ Verified | 9.1 (196 reviews) ✓ Verified | 
| **Data Compression** | 8.5 (14 reviews) ✓ Verified | 8.9 (187 reviews) ✓ Verified | 
| **Data Quality** | 8.9 (14 reviews) ✓ Verified | 8.9 (189 reviews) ✓ Verified | 
| **Built-In Data Analytics** | 8.7 (13 reviews) ✓ Verified | 8.8 (187 reviews) ✓ Verified | 
| **In-Database Machine Learning** | 8.5 (14 reviews) ✓ Verified | 8.7 (175 reviews) ✓ Verified | 
| **Data Lake Analytics** | 8.9 (14 reviews) ✓ Verified | 9.1 (178 reviews) ✓ Verified | 

#### Integration

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **AI/ ML Integration** | 8.7 (13 reviews) ✓ Verified | 8.9 (183 reviews) ✓ Verified | 
| **BI Tool Integration** | 8.3 (13 reviews) ✓ Verified | 8.8 (174 reviews) ✓ Verified | 
| **Data lake Integration** | 9.2 (13 reviews) ✓ Verified | 9.1 (184 reviews) ✓ Verified | 

#### Deployment

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **On-Premise** | 9.3 (14 reviews) ✓ Verified | 8.0 (162 reviews) ✓ Verified | 
| **Cloud** | 8.9 (14 reviews) ✓ Verified | 9.2 (186 reviews) ✓ Verified | 

#### Performance 

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Scalability** | 9.2 (14 reviews) ✓ Verified | 9.2 (190 reviews) ✓ Verified | 

#### Security

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Governance** | 8.8 (13 reviews) ✓ Verified | 8.9 (181 reviews) ✓ Verified | 
| **Data Security** | 9.0 (14 reviews) ✓ Verified | 8.9 (174 reviews) ✓ Verified | 

#### Generative AI

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **AI Text Generation** | 8.8 (10 reviews) | 8.6 (84 reviews) | 
| **AI Text Summarization** | 8.5 (10 reviews) | 8.5 (82 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Management

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

### Relational Databases

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 8.8/10 | 20 |
| **Databricks** | N/A | N/A |

#### Management 

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Schema** | 8.8 (11 reviews) | Not enough data | 
| **Query Language** | 9.4 (11 reviews) | Not enough data | 
| **ACID - Complaint** | 9.4 (8 reviews) | Not enough data | 
| **Data Replication** | 9.4 (9 reviews) | Not enough data | 

#### Support 

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Text Search** | 8.0 (11 reviews) | Not enough data | 
| **Data Types** | 8.5 (11 reviews) | Not enough data | 
| **Languages** | 8.7 (10 reviews) | Not enough data | 
| **Operating Systems** | 8.0 (10 reviews) | Not enough data | 

#### Security

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Database Locking** | 9.0 (10 reviews) | Not enough data | 
| **Access Control** | 9.2 (10 reviews) | Not enough data | 
| **Encryption** | 8.7 (9 reviews) | Not enough data | 
| **Authentication** | 9.0 (10 reviews) | Not enough data | 

#### Performance 

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Disaster Recovery** | 8.8 (8 reviews) | Not enough data | 
| **Data Concurrency** | 8.9 (9 reviews) | Not enough data | 
| **Workload Management** | 8.7 (9 reviews) | Not enough data | 
| **Advanced Indexing** | 8.7 (9 reviews) | Not enough data | 
| **Query Optimizer** | 8.8 (10 reviews) | Not enough data | 

#### Database Features

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Storage** | 8.9 (19 reviews) | Not enough data | 
| **Availability** | 8.4 (19 reviews) | Not enough data | 
| **Stability** | 8.5 (17 reviews) | Not enough data | 
| **Scalability** | 9.0 (18 reviews) | Not enough data | 
| **Security** | 9.0 (16 reviews) | Not enough data | 
| **Data Manipulation** | 8.7 (17 reviews) | Not enough data | 
| **Query Language** | 9.2 (18 reviews) | Not enough data | 

### Key Value Databases

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Data Management

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Model** | Not enough data | Not enough data | 
| **Data Types** | Not enough data | Not enough data | 

#### Availability

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Auto Sharding** | Not enough data | Not enough data | 
| **Auto Recovery** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 

#### Performance 

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Integrated Cache** | Feature Not Available | Not enough data | 

#### Security

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Role-Based Authorization** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Audit Logs** | Feature Not Available | Not enough data | 
| **Encryption** | Not enough data | Not enough data | 

#### Support

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Multi-Model** | Not enough data | Not enough data | 
| **Operating Systems** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Databricks** | 9.1/10 | 89 |

#### Data Management

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (75 reviews) | 
| **Metadata** | Not enough data | 8.9 (78 reviews) | 
| **Self-service** | Not enough data | 9.0 (77 reviews) | 
| **Automated workflows** | Not enough data | 9.2 (76 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.5 (16 reviews) | 
| **Multi-step Planning** | Not enough data | 9.3 (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 | Cloudera Platform | Databricks | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 9.0 (75 reviews) | 
| **Dasboard visualizations** | Not enough data | 8.7 (75 reviews) | 

#### Monitoring and Management

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Observability** | Not enough data | 8.8 (75 reviews) | 
| **Testing capabilities** | Not enough data | 8.7 (75 reviews) | 

#### Cloud Deployment

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 9.1 (70 reviews) | 
| **Cloud migration capabilities** | Not enough data | 9.1 (72 reviews) | 

#### Generative AI

| Feature | Cloudera Platform | 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 |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Data management

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Metadata Management** | Not enough data | Not enough data | 
| **Automation Features** | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 

#### Reporting

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Intelligent Insights** | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | 

#### Generative AI

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

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Databricks** | 9.9/10 | 12 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **AI High Availability** | Not enough data | 10.0 (7 reviews) | 
| **AI Model Training Scalability** | Not enough data | 10.0 (9 reviews) | 
| **AI Inference Speed** | Not enough data | 10.0 (8 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

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

#### Integration and Extensibility - Generative AI Infrastructure

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

#### Security and Compliance - Generative AI Infrastructure

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

#### Usability and Support - Generative AI Infrastructure

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

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Customization - AI Agent Builders

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

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Cloudera Platform | 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 | Cloudera Platform | 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 |
|---|---|---|
| **Cloudera Platform** | 8.3/10 | 14 |
| **Databricks** | 9.0/10 | 352 |

#### Database

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Real-Time Data Collection** | 7.9 (12 reviews) | 8.8 (245 reviews) | 
| **Data Distribution** | 8.6 (13 reviews) | 9.0 (251 reviews) | 
| **Data Lake** | 8.3 (11 reviews) | 9.3 (279 reviews) | 

#### Integrations

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Hadoop Integration** | 8.8 (13 reviews) | 8.3 (224 reviews) | 
| **Spark Integration** | 8.3 (11 reviews) | 9.2 (283 reviews) | 

#### Platform

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Machine Scaling** | 9.2 (8 reviews) | 9.0 (282 reviews) | 
| **Data Preparation** | 7.7 (11 reviews) | 8.9 (261 reviews) | 
| **Spark Integration** | 8.3 (11 reviews) | 9.2 (283 reviews) | 

#### Processing

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Cloud Processing** | 7.7 (8 reviews) | 9.1 (261 reviews) | 
| **Workload Processing** | 7.7 (11 reviews) | 9.0 (270 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 8.3/10 | 12 |
| **Databricks** | 8.9/10 | 268 |

#### Data Transformation

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Real-Time Analytics** | 7.0 (11 reviews) ✓ Verified | 8.9 (231 reviews) | 
| **Data Querying** | 8.6 (7 reviews) ✓ Verified | 9.1 (241 reviews) | 

#### Connectivity

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Hadoop Integration** | 8.9 (12 reviews) ✓ Verified | 8.7 (210 reviews) | 
| **Spark Integration** | 8.8 (11 reviews) ✓ Verified | 9.2 (235 reviews) | 
| **Multi-Source Analysis** | 8.6 (11 reviews) ✓ Verified | 9.0 (225 reviews) | 
| **Data Lake** | 9.0 (10 reviews) ✓ Verified | 9.2 (234 reviews) | 

#### Operations

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Visualization** | 7.7 (10 reviews) ✓ Verified | 8.5 (232 reviews) | 
| **Data Workflow** | 8.0 (11 reviews) ✓ Verified | 8.8 (231 reviews) | 
| **Governed Discovery** | 8.1 (9 reviews) ✓ Verified | 8.6 (218 reviews) | 
| **Embedded Analytics** | Feature Not Available | 8.7 (215 reviews) | 
| **Notebooks** | 8.7 (5 reviews) ✓ Verified | 9.4 (236 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 7.6/10 | 24 |
| **Databricks** | 8.6/10 | 213 |

#### Building Reports

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Data Transformation** | 8.3 (21 reviews) | 9.1 (177 reviews) | 
| **Data Modeling** | 7.7 (21 reviews) | 8.7 (164 reviews) | 
| **WYSIWYG Report Design** | 6.7 (9 reviews) | 7.8 (133 reviews) | 
| **Integration APIs** | 7.7 (16 reviews) | 8.6 (167 reviews) | 

#### Platform

| Feature | Cloudera Platform | 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 | 

### NoSQL Databases

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Database Features

| Feature | Cloudera Platform | Databricks | 
|---|---|---|
| **Storage** | 8.9 (19 reviews) | Not enough data | 
| **Availability** | 8.4 (19 reviews) | Not enough data | 
| **Stability** | 8.5 (17 reviews) | Not enough data | 
| **Scalability** | 9.0 (18 reviews) | Not enough data | 
| **Security** | 9.0 (16 reviews) | Not enough data | 
| **Data Manipulation** | 8.7 (17 reviews) | Not enough data | 
| **Query Language** | 9.2 (18 reviews) | Not enough data | 

---
## Categories
**Shared Categories (10):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms)

**Unique to Cloudera Platform (7):** [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Stream Analytics Software](https://www.g2.com/categories/stream-analytics), [Data Fabric Software](https://www.g2.com/categories/data-fabric), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management), [Key Value Databases](https://www.g2.com/categories/key-value-databases), [Relational Databases](https://www.g2.com/categories/relational-databases)

**Unique to Databricks (3):** [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 | Cloudera Platform | Databricks | 
|---|---|---|
| **Small-Business** | 32.3% | 16.0% | 
| **Mid-Market** | 25.4% | 40.4% | 
| **Enterprise** | 42.3% | 43.6% | 

### By Industry

#### Cloudera Platform

- **Information Technology and Services:** 23.1%
- **Computer Software:** 17.7%
- **Banking:** 6.2%
- **Retail:** 6.2%
- **Consulting:** 4.6%
- **Internet:** 4.6%
- **Telecommunications:** 3.8%
- **Financial Services:** 3.1%
- **Health, Wellness and Fitness:** 2.3%
- **Marketing and Advertising:** 2.3%
- **Other:** 26.2%

#### Databricks

- **Information Technology and Services:** 16.6%
- **Financial Services:** 10.0%
- **Computer Software:** 9.2%
- **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%

---
## Alternatives

### Alternatives to Cloudera Platform

- [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)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)

### Alternatives to Databricks

- [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 (800 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)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)

---
## Top Discussions

### Cloudera Platform

- Title: [What is Cloudera used for?](https://www.g2.com/discussions/what-is-cloudera-used-for) — 1 comment
  > **Top comment:** "Cloudera supports distributed processing using Apache Spark, Hive, and YARN, enabling fast processing of very large datasets.
Use cases

Batch processing..."
- Title: [Is cloudera a relational database?](https://www.g2.com/discussions/is-cloudera-a-relational-database) — 1 comment
  > **Top comment:** "Yes, it is"

### 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/cloudera-platform-vs-databricks)