# Cloudera 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 | Databricks | 
|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 136 | 1,334 | 
| **Largest Market Segment** | Enterprise (42.3% of reviews) | Enterprise (48.4% of reviews) | 
| **Entry Level Price** | $0.25 1 CCU (Hourly rate) | No pricing available | 

---
## Top Pros & Cons

### Cloudera

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

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

### Databricks

Pros:
- Features (288 reviews)
- Ease of Use (278 reviews)

Cons:
- Learning Curve (112 reviews)
- Expensive (97 reviews)

---
## Ratings Comparison
| Rating | Cloudera | Databricks | 
|---|---|---|
  | **Meets Requirements** | 8.6 (117 reviews) | 9.0 (657 reviews) | 
  | **Ease of Use** | 8.3 (119 reviews) | 8.8 (1001 reviews) | 
  | **Ease of Setup** | 8.1 (60 reviews) | 8.4 (850 reviews) | 
  | **Ease of Admin** | 7.9 (59 reviews) | 8.4 (193 reviews) | 
  | **Quality of Support** | 8.0 (108 reviews) | 8.8 (638 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (56 reviews) | 8.9 (197 reviews) | 
  | **Product Direction (% positive)** | 8.4 (118 reviews) | 9.6 (634 reviews) | 

---
## Pricing

### Cloudera

#### Entry-Level Pricing

Plan: AI Inference

Price: $0.25 1 CCU (Hourly rate)

Key Features:
- Deploying and managing traditional models, large language models (LLMs), and generative AI models with high performance, security, and scalability

[Browse all 10 editions](https://www.g2.com/products/cloudera/pricing)

#### Free Trial

No

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 6.6/10 | 33 |
| **Databricks** | 9.3/10 | 395 |

#### Reports

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Reports Interface** | 7.1 (13 reviews) | 9.1 (25 reviews) | 
| **Steps to Answer** | 6.1 (11 reviews) | 8.4 (21 reviews) | 
| **Graphs and Charts** | 7.1 (12 reviews) | 9.2 (22 reviews) | 
| **Score Cards** | 5.9 (9 reviews) | 8.8 (17 reviews) | 
| **Dashboards** | 6.7 (14 reviews) | 9.2 (28 reviews) | 

#### Data Preparation

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Connectors** | Not enough data | 9.5 (16 reviews) | 
| **Data Governance** | Not enough data | 9.5 (16 reviews) | 

#### Data Modeling and Blending

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Querying** | Not enough data | 9.5 (16 reviews) | 
| **Data Filtering** | Not enough data | 9.3 (15 reviews) | 
| **Data Blending** | Not enough data | 9.4 (17 reviews) | 

#### Generative AI

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.5 (17 reviews) | 
| **AI Text Summarization** | Not enough data | 9.6 (14 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.3 (16 reviews) | 
| **Multi-step Planning** | Not enough data | 9.5 (13 reviews) | 
| **Cross-system Integration** | Not enough data | 9.3 (14 reviews) | 
| **Adaptive Learning** | Not enough data | 9.2 (14 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.2 (15 reviews) | 
| **Proactive Assistance** | Not enough data | 9.9 (14 reviews) | 
| **Decision Making** | Not enough data | 9.7 (13 reviews) | 

#### Self Service 

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Calculated Fields** | 6.2 (11 reviews) | 8.7 (18 reviews) | 
| **Data Column Filtering** | 6.7 (10 reviews) | 8.9 (21 reviews) | 
| **Data Discovery** | 6.2 (11 reviews) | 9.2 (22 reviews) | 
| **Search** | 6.8 (10 reviews) | 8.7 (22 reviews) | 
| **Collaboration / Workflow** | 6.2 (10 reviews) | 9.2 (24 reviews) | 
| **Automodeling** | 6.0 (7 reviews) | 9.0 (16 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 9.0 (16 reviews) | 
| **Report Scheduling and Automation** | Not enough data | 9.6 (16 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | 9.4 (14 reviews) | 
| **Data Source Connectivity** | Not enough data | 9.7 (15 reviews) | 

#### Advanced Analytics

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Predictive Analytics** | 7.2 (12 reviews) | 9.1 (21 reviews) | 
| **Data Visualization** | 6.7 (13 reviews) | 9.0 (22 reviews) | 
| **Big Data Services** | 8.5 (14 reviews) | 9.6 (30 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 9.6 (20 reviews) | 
| **Concurrent User Support** | Not enough data | 9.9 (12 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | 9.5 (17 reviews) | 
| **Notebook and Script Integration** | Not enough data | 9.0 (17 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | 9.3 (14 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 9.2 (15 reviews) | 
| **Natural Language Queries** | Not enough data | 9.5 (18 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 9.5 (14 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 9.3 (16 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | 9.5 (14 reviews) | 
| **Role-based Insight Personalization** | Not enough data | 8.9 (16 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | 9.2 (15 reviews) | 

#### Building Reports

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Transformation** | 8.3 (21 reviews) | 9.3 (220 reviews) | 
| **Data Modeling** | 7.7 (21 reviews) | 8.9 (219 reviews) | 
| **WYSIWYG Report Design** | 6.7 (9 reviews) | 7.8 (174 reviews) | 
| **Integration APIs** | 7.7 (16 reviews) | 8.7 (223 reviews) | 

### Machine Learning Data Catalog

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

#### Data Governance

| Feature | Cloudera | 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 | 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 | 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 | 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 | 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 | 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** | N/A | N/A |
| **Databricks** | 8.9/10 | 142 |

#### Administration

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Modelling** | Not enough data | 8.9 (106 reviews) | 
| **Recommendations** | Not enough data | 8.7 (97 reviews) | 
| **Workflow Management** | Not enough data | 9.0 (101 reviews) | 
| **Dashboards and Visualizations** | Not enough data | 8.8 (105 reviews) | 

#### Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Business Glossary** | Not enough data | 8.5 (91 reviews) | 
| **Data Discovery** | Not enough data | 8.7 (92 reviews) | 
| **Data Profililng** | Not enough data | 8.7 (92 reviews) | 
| **Reporting and Visualization** | Not enough data | 8.6 (91 reviews) | 
| **Data Lineage** | Not enough data | 8.8 (91 reviews) | 

#### Compliance

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | 8.9 (103 reviews) | 
| **Training and Guidelines** | Not enough data | 8.7 (98 reviews) | 
| **Policy Enforcement** | Not enough data | 9.0 (103 reviews) | 
| **Compliance Monitoring** | Not enough data | 8.8 (99 reviews) | 

#### Security

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Access Control** | Not enough data | 9.1 (96 reviews) | 
| **Roles Management** | Not enough data | 8.9 (90 reviews) | 
| **Compliance Management** | Not enough data | 8.9 (90 reviews) | 

#### Data Quality

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Preparation** | Not enough data | 9.1 (100 reviews) | 
| **Data Distribution** | Not enough data | 8.8 (97 reviews) | 
| **Data Unification** | Not enough data | 9.1 (105 reviews) | 

#### Maintainence

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Quality Management** | Not enough data | 8.8 (89 reviews) | 
| **Policy Management** | Not enough data | 8.8 (88 reviews) | 

#### Generative AI

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (86 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (85 reviews) | 

#### Agentic AI - Data Governance

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.9 (14 reviews) | 
| **Multi-step Planning** | Not enough data | 9.1 (15 reviews) | 
| **Cross-system Integration** | Not enough data | 9.0 (19 reviews) | 
| **Adaptive Learning** | Not enough data | 8.9 (16 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.3 (16 reviews) | 
| **Decision Making** | Not enough data | 9.2 (17 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Databricks** | 9.0/10 | 218 |

#### Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Reporting** | Not enough data | 8.7 (179 reviews) | 
| **Auditing** | Not enough data | 8.5 (170 reviews) | 

#### Functionality

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Extraction** | Not enough data | 9.1 (189 reviews) | 
| **Transformation** | Not enough data | 9.3 (193 reviews) | 
| **Loading** | Not enough data | 9.2 (183 reviews) | 
| **Automation** | Not enough data | 9.1 (178 reviews) | 
| **Scalability** | Not enough data | 9.2 (183 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Databricks** | 9.0/10 | 99 |

#### Deployment

| Feature | Cloudera | 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 (74 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (76 reviews) | 
| **Scalability** | Not enough data | 9.0 (75 reviews) | 

#### Deployment

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (68 reviews) | 
| **Framework Flexibility** | Not enough data | 8.9 (69 reviews) | 
| **Versioning** | Not enough data | 8.7 (74 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (75 reviews) | 
| **Scalability** | Not enough data | 9.1 (73 reviews) | 

#### Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.1 (72 reviews) | 
| **Monitoring** | Not enough data | 9.0 (72 reviews) | 
| **Governing** | Not enough data | 9.3 (69 reviews) | 
| **Model Registry** | Not enough data | 9.1 (76 reviews) | 

#### Operations

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Metrics** | Not enough data | 8.9 (69 reviews) | 
| **Infrastructure management** | Not enough data | 9.0 (69 reviews) | 
| **Collaboration** | Not enough data | 9.1 (70 reviews) | 

#### Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (69 reviews) | 
| **Monitoring** | Not enough data | 8.8 (67 reviews) | 
| **Governing** | Not enough data | 9.1 (66 reviews) | 

#### Generative AI

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.7 (36 reviews) | 
| **AI Text Summarization** | Not enough data | 8.6 (35 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 9.5/10 | 16 |
| **Databricks** | 8.7/10 | 243 |

#### System

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Ingestion & Wrangling** | 9.7 (15 reviews) | 8.9 (187 reviews) | 

#### Model Development

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Language Support** | 9.8 (15 reviews) | 8.8 (194 reviews) | 
| **Drag and Drop** | 9.4 (16 reviews) | 8.0 (197 reviews) | 
| **Pre-Built Algorithms** | 9.4 (14 reviews) | 8.4 (193 reviews) | 
| **Model Training** | 9.4 (15 reviews) | 8.8 (204 reviews) | 

#### Model Development

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Feature Engineering** | 9.4 (14 reviews) | 8.5 (179 reviews) | 

#### Machine/Deep Learning Services

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Computer Vision** | 9.3 (15 reviews) | 8.2 (183 reviews) | 
| **Natural Language Processing** | 9.6 (15 reviews) | 8.6 (191 reviews) | 
| **Natural Language Generation** | 9.4 (15 reviews) | 8.3 (181 reviews) | 
| **Artificial Neural Networks** | 9.3 (15 reviews) | 8.2 (179 reviews) | 

#### Machine/Deep Learning Services

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Natural Language Understanding** | 9.8 (14 reviews) | 8.4 (166 reviews) | 
| **Deep Learning** | 9.9 (13 reviews) | 8.5 (168 reviews) | 

#### Deployment

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Managed Service** | 9.3 (15 reviews) | 8.6 (188 reviews) | 
| **Application** | 9.7 (16 reviews) | 8.8 (190 reviews) | 
| **Scalability** | 9.6 (15 reviews) | 9.0 (199 reviews) | 

#### Generative AI

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Text Generation** | 9.6 (13 reviews) | 8.4 (94 reviews) | 
| **AI Text Summarization** | 9.2 (13 reviews) | 8.5 (94 reviews) | 
| **AI Text-to-Image** | 9.3 (14 reviews) | 7.8 (92 reviews) | 

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

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.5 (16 reviews) | 
| **Multi-step Planning** | Not enough data | 9.2 (14 reviews) | 
| **Cross-system Integration** | Not enough data | 9.1 (16 reviews) | 
| **Adaptive Learning** | Not enough data | 9.2 (14 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.5 (17 reviews) | 
| **Proactive Assistance** | Not enough data | 9.5 (13 reviews) | 
| **Decision Making** | Not enough data | 9.6 (14 reviews) | 

### Data Fabric

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

#### Data Management

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

#### Security

| Feature | Cloudera | 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 | 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 | 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** | 8.8/10 | 16 |
| **Databricks** | 8.9/10 | 242 |

#### Data Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Integration** | 9.0 (15 reviews) ✓ Verified | 9.1 (204 reviews) ✓ Verified | 
| **Data Compression** | 8.5 (14 reviews) ✓ Verified | 8.9 (188 reviews) ✓ Verified | 
| **Data Quality** | 8.9 (14 reviews) ✓ Verified | 8.9 (194 reviews) ✓ Verified | 
| **Built-In Data Analytics** | 8.7 (13 reviews) ✓ Verified | 8.8 (190 reviews) ✓ Verified | 
| **In-Database Machine Learning** | 8.5 (14 reviews) ✓ Verified | 8.8 (176 reviews) ✓ Verified | 
| **Data Lake Analytics** | 8.9 (14 reviews) ✓ Verified | 9.1 (180 reviews) ✓ Verified | 

#### Integration

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI/ ML Integration** | 8.7 (13 reviews) ✓ Verified | 8.9 (190 reviews) ✓ Verified | 
| **BI Tool Integration** | 8.3 (13 reviews) ✓ Verified | 8.8 (175 reviews) ✓ Verified | 
| **Data lake Integration** | 9.2 (13 reviews) ✓ Verified | 9.1 (186 reviews) ✓ Verified | 

#### Deployment

| Feature | Cloudera | Databricks | 
|---|---|---|
| **On-Premise** | 9.3 (14 reviews) ✓ Verified | 8.0 (164 reviews) ✓ Verified | 
| **Cloud** | 8.9 (14 reviews) ✓ Verified | 9.2 (187 reviews) ✓ Verified | 

#### Performance 

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Scalability** | 9.2 (14 reviews) ✓ Verified | 9.2 (195 reviews) ✓ Verified | 

#### Security

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Governance** | 8.8 (13 reviews) ✓ Verified | 8.9 (186 reviews) ✓ Verified | 
| **Data Security** | 9.0 (14 reviews) ✓ Verified | 9.0 (176 reviews) ✓ Verified | 

#### Generative AI

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Text Generation** | 8.8 (10 reviews) | 8.7 (86 reviews) | 
| **AI Text Summarization** | 8.5 (10 reviews) | 8.6 (84 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Databricks** | 10.0/10 | 6 |

#### Management

| Feature | Cloudera | 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 | Databricks | 
|---|---|---|
| **Data Migration** | Not enough data | 10.0 (5 reviews) | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | 10.0 (5 reviews) | 

### Relational Databases

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

#### Management 

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

#### Data Management

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

#### Availability

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

#### Security

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

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Databricks** | 9.1/10 | 102 |

#### Data Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (79 reviews) | 
| **Metadata** | Not enough data | 8.9 (80 reviews) | 
| **Self-service** | Not enough data | 9.0 (77 reviews) | 
| **Automated workflows** | Not enough data | 9.2 (79 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.5 (17 reviews) | 
| **Multi-step Planning** | Not enough data | 9.4 (15 reviews) | 
| **Cross-system Integration** | Not enough data | 9.4 (18 reviews) | 
| **Adaptive Learning** | Not enough data | 9.5 (16 reviews) | 
| **Decision Making** | Not enough data | 9.7 (16 reviews) | 

#### Analytics

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 9.0 (80 reviews) | 
| **Dasboard visualizations** | Not enough data | 8.7 (76 reviews) | 

#### Monitoring and Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Observability** | Not enough data | 8.8 (76 reviews) | 
| **Testing capabilities** | Not enough data | 8.8 (77 reviews) | 

#### Cloud Deployment

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 9.1 (71 reviews) | 
| **Cloud migration capabilities** | Not enough data | 9.1 (72 reviews) | 

#### Generative AI

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.1 (44 reviews) | 
| **AI Text Summarization** | Not enough data | 9.1 (44 reviews) | 

### Active Metadata Management

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

#### Data management

| Feature | Cloudera | 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 | 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 | 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** | N/A | N/A |
| **Databricks** | 9.9/10 | 16 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI High Availability** | Not enough data | 10.0 (7 reviews) | 
| **AI Model Training Scalability** | Not enough data | 10.0 (11 reviews) | 
| **AI Inference Speed** | Not enough data | 10.0 (8 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | 10.0 (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 | Databricks | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | 9.3 (9 reviews) | 
| **AI Data Pipeline Integration** | Not enough data | 10.0 (8 reviews) | 
| **AI API Support and Flexibility** | Not enough data | 10.0 (7 reviews) | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Cloudera | 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 | 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** | N/A | N/A |
| **Databricks** | 10.0/10 | 8 |

#### Customization - AI Agent Builders

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Natural Language Configuration** | Not enough data | 10.0 (5 reviews) | 
| **Tone Customization** | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Cloudera | 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 | Databricks | 
|---|---|---|
| **Analytics & Reporting** | Not enough data | 10.0 (5 reviews) | 
| **Contextual Awareness** | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Workflow Automation** | Not enough data | 10.0 (5 reviews) | 
| **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** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Cloudera | 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 | 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** | 8.3/10 | 14 |
| **Databricks** | 9.0/10 | 534 |

#### Database

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Real-Time Data Collection** | 7.9 (12 reviews) | 8.8 (259 reviews) | 
| **Data Distribution** | 8.6 (13 reviews) | 9.0 (254 reviews) | 
| **Data Lake** | 8.3 (11 reviews) | 9.4 (332 reviews) | 

#### Integrations

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Hadoop Integration** | 8.8 (13 reviews) | 8.3 (225 reviews) | 
| **Spark Integration** | 8.3 (11 reviews) | 9.1 (298 reviews) | 

#### Platform

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Machine Scaling** | 9.2 (8 reviews) | 9.0 (322 reviews) | 
| **Data Preparation** | 7.7 (11 reviews) | 9.1 (315 reviews) | 
| **Spark Integration** | 8.3 (11 reviews) | 9.1 (298 reviews) | 

#### Processing

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Cloud Processing** | 7.7 (8 reviews) | 9.1 (293 reviews) | 
| **Workload Processing** | 7.7 (11 reviews) | 9.1 (298 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.3/10 | 12 |
| **Databricks** | 8.9/10 | 283 |

#### Data Transformation

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Real-Time Analytics** | 7.0 (11 reviews) ✓ Verified | 8.9 (232 reviews) | 
| **Data Querying** | 8.6 (7 reviews) ✓ Verified | 9.1 (244 reviews) | 

#### Connectivity

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Hadoop Integration** | 8.9 (12 reviews) ✓ Verified | 8.7 (211 reviews) | 
| **Spark Integration** | 8.8 (11 reviews) ✓ Verified | 9.2 (237 reviews) | 
| **Multi-Source Analysis** | 8.6 (11 reviews) ✓ Verified | 9.0 (230 reviews) | 
| **Data Lake** | 9.0 (10 reviews) ✓ Verified | 9.2 (237 reviews) | 

#### Operations

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Visualization** | 7.7 (10 reviews) ✓ Verified | 8.5 (234 reviews) | 
| **Data Workflow** | 8.0 (11 reviews) ✓ Verified | 8.9 (239 reviews) | 
| **Governed Discovery** | 8.1 (9 reviews) ✓ Verified | 8.6 (222 reviews) | 
| **Embedded Analytics** | Feature Not Available | 8.7 (216 reviews) | 
| **Notebooks** | 8.7 (5 reviews) ✓ Verified | 9.3 (240 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 7.6/10 | 24 |
| **Databricks** | 8.7/10 | 365 |

#### Building Reports

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Transformation** | 8.3 (21 reviews) | 9.3 (220 reviews) | 
| **Data Modeling** | 7.7 (21 reviews) | 8.9 (219 reviews) | 
| **WYSIWYG Report Design** | 6.7 (9 reviews) | 7.8 (174 reviews) | 
| **Integration APIs** | 7.7 (16 reviews) | 8.7 (223 reviews) | 

#### Platform

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

#### Database Features

| Feature | Cloudera | 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 (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 | Databricks | 
|---|---|---|
| **Small-Business** | 32.3% | 14.2% | 
| **Mid-Market** | 25.4% | 37.4% | 
| **Enterprise** | 42.3% | 48.4% | 

### By Industry

#### Cloudera

- **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:** 12.8%
- **Financial Services:** 12.3%
- **Computer Software:** 8.0%
- **Consulting:** 4.9%
- **Manufacturing:** 4.5%
- **Hospital & Health Care:** 4.5%
- **Retail:** 4.0%
- **Airlines/Aviation:** 3.1%
- **Insurance:** 3.0%
- **Oil & Energy:** 2.9%
- **Other:** 39.9%

---
## Alternatives

### Alternatives to Cloudera

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 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 (837 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 (620 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 (756 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)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (837 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 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 (208 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)

---
## Top Discussions

### Cloudera

- 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-vs-databricks)