# Azure Databricks vs Cloudera Data Platform Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Azure Databricks excels in **ease of use** , with many users appreciating how straightforward it is to work with data without complex setups. This is highlighted by feedback mentioning its seamless integration with other Azure services, making data processing and analytics feel intuitive.
- **Users say** that Cloudera Data Platform offers strong capabilities for **data pipeline management** , particularly with its integration of Apache Spark and Airflow. Reviewers have noted its effectiveness in automating workflows and handling both historical and streaming data, which is crucial for large-scale data operations.
- **According to verified reviews** , Azure Databricks stands out for its **scalability** and collaborative features, allowing teams to work together efficiently on large datasets. Users have praised its performance in ETL processes and analytics, which enhances productivity in data-driven projects.
- **Reviewers mention** that Cloudera Data Platform provides a reliable environment for **data engineering** , with users appreciating its robust analytics capabilities. However, some have pointed out that it can struggle with specific workflow needs, indicating potential configuration challenges.
- **G2 reviewers highlight** that Azure Databricks has a strong focus on **real-time analytics** , with users noting its ability to handle large data volumes efficiently. This feature is particularly beneficial for organizations looking to derive insights quickly from their data.
- **Users report** that while Cloudera Data Platform has solid **Hadoop integration** , it may not match the overall performance and user experience of Azure Databricks, which is often favored for its user-friendly interface and comprehensive data processing capabilities.



| | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.1 out of 5 | 
| **Total Reviews** | 236 | 136 | 
| **Largest Market Segment** | Enterprise (48.6% of reviews) | Enterprise (42.3% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Azure Databricks

Pros:
- Ease of Use (7 reviews)
- Features (6 reviews)

Cons:
- Complexity (3 reviews)
- Difficult Setup (3 reviews)

### Cloudera Data Platform

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

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

---
## Ratings Comparison
| Rating | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
  | **Meets Requirements** | 8.9 (166 reviews) | 8.6 (117 reviews) | 
  | **Ease of Use** | 8.7 (168 reviews) | 8.3 (119 reviews) | 
  | **Ease of Setup** | 8.7 (81 reviews) | 8.1 (60 reviews) | 
  | **Ease of Admin** | 8.5 (61 reviews) | 7.9 (59 reviews) | 
  | **Quality of Support** | 8.5 (152 reviews) | 8.0 (108 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (60 reviews) | 8.4 (56 reviews) | 
  | **Product Direction (% positive)** | 9.5 (157 reviews) | 8.4 (118 reviews) | 

---
## Pricing

### Azure Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Cloudera Data Platform

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **Cloudera Data Platform** | 6.6/10 | 33 |

#### Reports

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Reports Interface** | Not enough data | 7.1 (13 reviews) | 
| **Steps to Answer** | Not enough data | 6.1 (11 reviews) | 
| **Graphs and Charts** | Not enough data | 7.1 (12 reviews) | 
| **Score Cards** | Not enough data | 5.9 (9 reviews) | 
| **Dashboards** | Not enough data | 6.7 (14 reviews) | 

#### Data Preparation

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Connectors** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 
| **Data Filtering** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Generative AI

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

#### Agentic AI - Analytics Platforms

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **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 | 

#### Self Service 

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Calculated Fields** | Not enough data | 6.2 (11 reviews) | 
| **Data Column Filtering** | Not enough data | 6.7 (10 reviews) | 
| **Data Discovery** | Not enough data | 6.2 (11 reviews) | 
| **Search** | Not enough data | 6.8 (10 reviews) | 
| **Collaboration / Workflow** | Not enough data | 6.2 (10 reviews) | 
| **Automodeling** | Not enough data | 6.0 (7 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 
| **Data Source Connectivity** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Predictive Analytics** | Not enough data | 7.2 (12 reviews) | 
| **Data Visualization** | Not enough data | 6.7 (13 reviews) | 
| **Big Data Services** | Not enough data | 8.5 (14 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 
| **Natural Language Queries** | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Transformation** | Not enough data | 8.3 (21 reviews) | 
| **Data Modeling** | Not enough data | 7.7 (21 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 6.7 (9 reviews) | 
| **Integration APIs** | Not enough data | 7.7 (16 reviews) | 

### Machine Learning Data Catalog

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

#### Data Governance

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

#### Data Preparation

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

#### Collaboration

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

#### Artificial Intelligence

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

#### Generative AI

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

#### Agentic AI - Machine Learning Data Catalog

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

#### Administration

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Modelling** | Not enough data | Not enough data | 
| **Recommendations** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Dashboards and Visualizations** | Not enough data | Not enough data | 

#### Management

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Business Glossary** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Data Profililng** | Not enough data | Not enough data | 
| **Reporting and Visualization** | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 

#### Compliance

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | Not enough data | 
| **Training and Guidelines** | Not enough data | Not enough data | 
| **Policy Enforcement** | Not enough data | Not enough data | 
| **Compliance Monitoring** | Not enough data | Not enough data | 

#### Security

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Access Control** | Not enough data | Not enough data | 
| **Roles Management** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 

#### Data Quality

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Preparation** | Not enough data | Not enough data | 
| **Data Distribution** | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 

#### Maintainence

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 

#### Generative AI

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

#### Agentic AI - Data Governance

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **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 | 
| **Decision Making** | Not enough data | Not enough data | 

### ETL Tools

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

#### Management

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Extraction** | Not enough data | Not enough data | 
| **Transformation** | Not enough data | Not enough data | 
| **Loading** | Not enough data | Not enough data | 
| **Automation** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

### MLOps Platforms

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

#### Deployment

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 
| **Framework Flexibility** | Not enough data | Not enough data | 
| **Versioning** | Not enough data | Not enough data | 
| **Ease of Deployment** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Deployment

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 
| **Framework Flexibility** | Not enough data | Not enough data | 
| **Versioning** | Not enough data | Not enough data | 
| **Ease of Deployment** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Management

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | 
| **Model Registry** | Not enough data | Not enough data | 

#### Operations

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Metrics** | Not enough data | Not enough data | 
| **Infrastructure management** | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | 

#### Management

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | 

#### Generative AI

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

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **Cloudera Data Platform** | 9.5/10 | 16 |

#### System

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.7 (15 reviews) | 

#### Model Development

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Language Support** | Not enough data | 9.8 (15 reviews) | 
| **Drag and Drop** | Not enough data | 9.4 (16 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 9.4 (14 reviews) | 
| **Model Training** | Not enough data | 9.4 (15 reviews) | 

#### Model Development

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Feature Engineering** | Not enough data | 9.4 (14 reviews) | 

#### Machine/Deep Learning Services

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Computer Vision** | Not enough data | 9.3 (15 reviews) | 
| **Natural Language Processing** | Not enough data | 9.6 (15 reviews) | 
| **Natural Language Generation** | Not enough data | 9.4 (15 reviews) | 
| **Artificial Neural Networks** | Not enough data | 9.3 (15 reviews) | 

#### Machine/Deep Learning Services

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 9.8 (14 reviews) | 
| **Deep Learning** | Not enough data | 9.9 (13 reviews) | 

#### Deployment

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Managed Service** | Not enough data | 9.3 (15 reviews) | 
| **Application** | Not enough data | 9.7 (16 reviews) | 
| **Scalability** | Not enough data | 9.6 (15 reviews) | 

#### Generative AI

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.6 (13 reviews) | 
| **AI Text Summarization** | Not enough data | 9.2 (13 reviews) | 
| **AI Text-to-Image** | Not enough data | 9.3 (14 reviews) | 

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

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **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 | 

### Data Fabric

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

#### Data Management

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

#### Analytics

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

#### Security

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

#### Generative AI

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

#### Agentic AI - Data Fabric

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **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 |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **Cloudera Data Platform** | 8.8/10 | 16 |

#### Data Management

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Integration** | Not enough data | 9.0 (15 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.5 (14 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.9 (14 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.7 (13 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.5 (14 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 8.9 (14 reviews) ✓ Verified | 

#### Integration

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.7 (13 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.3 (13 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 9.2 (13 reviews) ✓ Verified | 

#### Deployment

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **On-Premise** | Not enough data | 9.3 (14 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 8.9 (14 reviews) ✓ Verified | 

#### Performance 

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Scalability** | Not enough data | 9.2 (14 reviews) ✓ Verified | 

#### Security

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Governance** | Not enough data | 8.8 (13 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.0 (14 reviews) ✓ Verified | 

#### Generative AI

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.8 (10 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (10 reviews) | 

### Database Management Systems (DBMS)

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

#### Management

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

### Relational Databases

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

#### Management 

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

#### Support 

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

#### Security

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

#### Performance 

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

#### Database Features

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

### Key Value Databases

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

#### Data Management

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

#### Availability

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

#### Security

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

#### Support

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

### DataOps Platforms

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

#### Data Management

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Integration** | Not enough data | Not enough data | 
| **Metadata** | Not enough data | Not enough data | 
| **Self-service** | Not enough data | Not enough data | 
| **Automated workflows** | Not enough data | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **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 | 

#### Analytics

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Analytics capabilities** | Not enough data | Not enough data | 
| **Dasboard visualizations** | Not enough data | Not enough data | 

#### Monitoring and Management

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Observability** | Not enough data | Not enough data | 
| **Testing capabilities** | Not enough data | Not enough data | 

#### Cloud Deployment

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | Not enough data | 
| **Cloud migration capabilities** | Not enough data | Not enough data | 

#### Generative AI

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

### Active Metadata Management

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

#### Data management

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

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **Cloudera Data Platform** | 8.3/10 | 14 |

#### Database

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 7.9 (12 reviews) | 
| **Data Distribution** | Not enough data | 8.6 (13 reviews) | 
| **Data Lake** | Not enough data | 8.3 (11 reviews) | 

#### Integrations

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.8 (13 reviews) | 
| **Spark Integration** | Not enough data | 8.3 (11 reviews) | 

#### Platform

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Machine Scaling** | Not enough data | 9.2 (8 reviews) | 
| **Data Preparation** | Not enough data | 7.7 (11 reviews) | 
| **Spark Integration** | Not enough data | 8.3 (11 reviews) | 

#### Processing

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Cloud Processing** | Not enough data | 7.7 (8 reviews) | 
| **Workload Processing** | Not enough data | 7.7 (11 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | 8.8/10 | 167 |
| **Cloudera Data Platform** | 8.3/10 | 12 |

#### Data Transformation

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (135 reviews) ✓ Verified | 7.0 (11 reviews) ✓ Verified | 
| **Data Querying** | 9.3 (88 reviews) ✓ Verified | 8.6 (7 reviews) ✓ Verified | 

#### Connectivity

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Hadoop Integration** | 8.4 (121 reviews) ✓ Verified | 8.9 (12 reviews) ✓ Verified | 
| **Spark Integration** | 9.0 (138 reviews) ✓ Verified | 8.8 (11 reviews) ✓ Verified | 
| **Multi-Source Analysis** | 9.0 (130 reviews) ✓ Verified | 8.6 (11 reviews) ✓ Verified | 
| **Data Lake** | 9.2 (136 reviews) ✓ Verified | 9.0 (10 reviews) ✓ Verified | 

#### Operations

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Visualization** | 8.3 (130 reviews) ✓ Verified | 7.7 (10 reviews) ✓ Verified | 
| **Data Workflow** | 8.7 (131 reviews) ✓ Verified | 8.0 (11 reviews) ✓ Verified | 
| **Governed Discovery** | 8.5 (119 reviews) ✓ Verified | 8.1 (9 reviews) ✓ Verified | 
| **Embedded Analytics** | 8.5 (112 reviews) ✓ Verified | Feature Not Available | 
| **Notebooks** | 9.3 (82 reviews) ✓ Verified | 8.7 (5 reviews) ✓ Verified | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Azure Databricks** | N/A | N/A |
| **Cloudera Data Platform** | 7.6/10 | 24 |

#### Building Reports

| Feature | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Data Transformation** | Not enough data | 8.3 (21 reviews) | 
| **Data Modeling** | Not enough data | 7.7 (21 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 6.7 (9 reviews) | 
| **Integration APIs** | Not enough data | 7.7 (16 reviews) | 

#### Platform

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

#### Database Features

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

---
## Categories
**Shared Categories (1):** [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics)


**Unique to Cloudera Data Platform (16):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Stream Analytics Software](https://www.g2.com/categories/stream-analytics), [Data Fabric Software](https://www.g2.com/categories/data-fabric), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [ETL Tools](https://www.g2.com/categories/etl-tools), [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management), [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), [Key Value Databases](https://www.g2.com/categories/key-value-databases), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Relational Databases](https://www.g2.com/categories/relational-databases)


---
## Reviewer Demographics

### By Company Size

| Segment | Azure Databricks | Cloudera Data Platform | 
|---|---|---|
| **Small-Business** | 24.0% | 32.3% | 
| **Mid-Market** | 27.4% | 25.4% | 
| **Enterprise** | 48.6% | 42.3% | 

### By Industry

#### Azure Databricks

- **Information Technology and Services:** 23.2%
- **Computer Software:** 11.6%
- **Retail:** 4.8%
- **Financial Services:** 4.8%
- **Automotive:** 3.9%
- **Hospital & Health Care:** 3.9%
- **Insurance:** 3.4%
- **Computer & Network Security:** 3.4%
- **Health, Wellness and Fitness:** 3.4%
- **Logistics and Supply Chain:** 2.9%
- **Other:** 34.8%

#### Cloudera Data 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%

---
## Alternatives

### Alternatives to Azure Databricks

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (815 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (201 reviews)
- [IBM Cloud Pak for Data](https://www.g2.com/products/ibm-cloud-pak-for-data/reviews) — 4.3/5 stars (88 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [EXASOL](https://www.g2.com/products/exasol/reviews) — 4.7/5 stars (28 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Dremio](https://www.g2.com/products/dremio/reviews) — 4.6/5 stars (70 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (800 reviews)

### Alternatives to Cloudera Data Platform

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (800 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [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 (815 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2283 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)

---
## Top Discussions

### Azure Databricks

- Title: [Is Azure Databricks PaaS or SAAS?](https://www.g2.com/discussions/is-azure-databricks-paas-or-saas) — 2 comments
  > **Top comment:** "Platform as a service "
- Title: [Does Microsoft own Databricks?](https://www.g2.com/discussions/does-microsoft-own-databricks) — 2 comments
  > **Top comment:** "no"
- Title: [When data is small how can I reconfigure cluster to automatically adjust . I don't know which day data coming will be small.](https://www.g2.com/discussions/azure-databricks-when-data-is-small-how-can-i-reconfigure-cluster-to-automatically-adjust-i-don-t-know-which-day-dat) — 1 comment, 1 upvote
  > **Top comment:** "You can't change cluster once create, if u want to change cluster type create a new cluster "
- Title: [What is Azure Databricks used for?](https://www.g2.com/discussions/azure-databricks-what-is-azure-databricks-used-for) — 1 comment
  > **Top comment:** "It is mostly for Data Engineering and Analytics."
- Title: [What is Databricks Azure?](https://www.g2.com/discussions/what-is-databricks-azure) — 1 comment
  > **Top comment:** "Databricks is the implementation of Apache Spark on Azure. With fully managed Spark clusters, it is used to process large workloads of data and also helps in..."

### Cloudera Data 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"

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