# Cloudera vs Databricks Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in **usability** and **AI features** , making it easier for users to handle large datasets without the burden of managing infrastructure. Users appreciate the **query generator** as a standout feature that simplifies data querying.
- **According to verified reviews** , Cloudera is praised for its **collaboration capabilities** and **reliability** , with users highlighting its effectiveness in automating workflows and providing analytics for both historical and streaming data.
- **Reviewers mention** that Databricks offers a **unified vision of data** and strong **data governance** , which enhances the overall data management experience. This is particularly beneficial for organizations looking to maintain control over their data assets.
- **Users say** that Cloudera provides a solid environment for building and managing data pipelines at scale, especially noting its integration with **Apache Spark** and **Airflow** , which facilitates efficient batch processing and scheduling.
- **G2 reviewers highlight** that Databricks has a smoother **transition process** for new users, making it easier to get started compared to Cloudera, which some users find has a steeper learning curve.
- **According to recent feedback** , while Cloudera performs well in **on-premise deployments** , Databricks shines in **cloud capabilities** , with users appreciating its flexibility and scalability in cloud environments.



| | Cloudera | Databricks | 
|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 136 | 1,357 | 
| **Largest Market Segment** | Enterprise (42.3% of reviews) | Enterprise (48.0% 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 (192 reviews)
- Ease of Use (154 reviews)

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

---
## Ratings Comparison
| Rating | Cloudera | Databricks | 
|---|---|---|
  | **Meets Requirements** | 8.6 (117 reviews) | 9.0 (665 reviews) | 
  | **Ease of Use** | 8.3 (119 reviews) | 8.8 (1035 reviews) | 
  | **Ease of Setup** | 8.1 (60 reviews) | 8.4 (884 reviews) | 
  | **Ease of Admin** | 7.9 (59 reviews) | 8.4 (193 reviews) | 
  | **Quality of Support** | 8.0 (108 reviews) | 8.8 (645 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 (645 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

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Databricks** | 8.5/10 | 390 |

#### Reports

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Reports Interface** | 7.1 (13 reviews) | 9.1 (24 reviews) | 
| **Steps to Answer** | 6.1 (11 reviews) | 8.3 (20 reviews) | 
| **Graphs and Charts** | 7.1 (12 reviews) | 9.2 (22 reviews) | 
| **Score Cards** | 5.9 (9 reviews) | 8.8 (16 reviews) | 
| **Dashboards** | 6.7 (14 reviews) | 9.2 (29 reviews) | 

#### Self Service 

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Calculated Fields** | 6.2 (11 reviews) | 8.6 (17 reviews) | 
| **Data Column Filtering** | 6.7 (10 reviews) | 8.9 (21 reviews) | 
| **Data Discovery** | 6.2 (11 reviews) | 9.1 (23 reviews) | 
| **Search** | 6.8 (10 reviews) | 8.7 (21 reviews) | 
| **Collaboration / Workflow** | 6.2 (10 reviews) | 9.1 (23 reviews) | 
| **Automodeling** | 6.0 (7 reviews) | 8.9 (15 reviews) | 

#### Advanced Analytics

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Predictive Analytics** | 7.2 (12 reviews) | 9.1 (20 reviews) | 
| **Data Visualization** | 6.7 (13 reviews) | 9.0 (22 reviews) | 
| **Big Data Services** | 8.5 (14 reviews) | 9.6 (29 reviews) | 

#### Building Reports

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Transformation** | 8.3 (21 reviews) | 9.3 (222 reviews) | 
| **Data Modeling** | 7.7 (21 reviews) | 9.0 (221 reviews) | 
| **WYSIWYG Report Design** | 6.7 (9 reviews) | 7.8 (174 reviews) | 
| **Integration APIs** | 7.7 (16 reviews) | 8.7 (224 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 | 

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Databricks** | 9.0/10 | 39 |

#### Reports

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Reports Interface** | 7.1 (13 reviews) | 9.1 (24 reviews) | 
| **Steps to Answer** | 6.1 (11 reviews) | 8.3 (20 reviews) | 
| **Graphs and Charts** | 7.1 (12 reviews) | 9.2 (22 reviews) | 
| **Score Cards** | 5.9 (9 reviews) | 8.8 (16 reviews) | 
| **Dashboards** | 6.7 (14 reviews) | 9.2 (29 reviews) | 

#### Reports

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 
| **Share Reports** | Not enough data | Not enough data | 
| **Steps to Answer** | 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 | 

#### Visualization

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Graphs and Charts** | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | 
| **Formats** | Not enough data | Not enough data | 

#### Data Updates

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | 
| **Real-Time Updating** | Not enough data | Not enough data | 

#### Collaboration

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Sharing** | Not enough data | Not enough data | 
| **Co-Editing** | Not enough data | Not enough data | 
| **Devices** | Not enough data | Not enough data | 

#### Data Updates

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | 
| **Real-Time Updating** | Not enough data | Not enough data | 
| **Email Reports** | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 6.6/10 | 33 |
| **Databricks** | 9.2/10 | 395 |

#### Reports

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Reports Interface** | 7.1 (13 reviews) | 9.1 (24 reviews) | 
| **Steps to Answer** | 6.1 (11 reviews) | 8.3 (20 reviews) | 
| **Graphs and Charts** | 7.1 (12 reviews) | 9.2 (22 reviews) | 
| **Score Cards** | 5.9 (9 reviews) | 8.8 (16 reviews) | 
| **Dashboards** | 6.7 (14 reviews) | 9.2 (29 reviews) | 

#### Data Preparation

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Connectors** | Not enough data | 9.4 (15 reviews) | 
| **Data Governance** | Not enough data | 9.2 (16 reviews) | 

#### Data Modeling and Blending

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Querying** | Not enough data | 9.4 (15 reviews) | 
| **Data Filtering** | Not enough data | 9.3 (14 reviews) | 
| **Data Blending** | Not enough data | 9.4 (16 reviews) | 

#### Generative AI

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

#### Agentic AI - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.2 (15 reviews) | 
| **Multi-step Planning** | Not enough data | 9.4 (12 reviews) | 
| **Cross-system Integration** | Not enough data | 9.2 (13 reviews) | 
| **Adaptive Learning** | Not enough data | 9.1 (13 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.2 (14 reviews) | 
| **Proactive Assistance** | Not enough data | 9.9 (13 reviews) | 
| **Decision Making** | Not enough data | 9.7 (12 reviews) | 

#### Self Service 

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Calculated Fields** | 6.2 (11 reviews) | 8.6 (17 reviews) | 
| **Data Column Filtering** | 6.7 (10 reviews) | 8.9 (21 reviews) | 
| **Data Discovery** | 6.2 (11 reviews) | 9.1 (23 reviews) | 
| **Search** | 6.8 (10 reviews) | 8.7 (21 reviews) | 
| **Collaboration / Workflow** | 6.2 (10 reviews) | 9.1 (23 reviews) | 
| **Automodeling** | 6.0 (7 reviews) | 8.9 (15 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 8.9 (15 reviews) | 
| **Report Scheduling and Automation** | Not enough data | 9.6 (15 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | 9.4 (13 reviews) | 
| **Data Source Connectivity** | Not enough data | 9.6 (15 reviews) | 

#### Advanced Analytics

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Predictive Analytics** | 7.2 (12 reviews) | 9.1 (20 reviews) | 
| **Data Visualization** | 6.7 (13 reviews) | 9.0 (22 reviews) | 
| **Big Data Services** | 8.5 (14 reviews) | 9.6 (29 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 9.6 (19 reviews) | 
| **Concurrent User Support** | Not enough data | 9.8 (11 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | 9.5 (16 reviews) | 
| **Notebook and Script Integration** | Not enough data | 9.0 (16 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | 9.2 (13 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 9.2 (14 reviews) | 
| **Natural Language Queries** | Not enough data | 9.5 (17 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 9.5 (13 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 9.2 (15 reviews) | 

#### Personalized Intelligence - Analytics Platforms

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

#### Building Reports

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Transformation** | 8.3 (21 reviews) | 9.3 (222 reviews) | 
| **Data Modeling** | 7.7 (21 reviews) | 9.0 (221 reviews) | 
| **WYSIWYG Report Design** | 6.7 (9 reviews) | 7.8 (174 reviews) | 
| **Integration APIs** | 7.7 (16 reviews) | 8.7 (224 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** | 8.8/10 | 143 |

#### Administration

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Modelling** | Not enough data | 8.9 (105 reviews) | 
| **Recommendations** | Not enough data | 8.6 (96 reviews) | 
| **Workflow Management** | Not enough data | 9.0 (100 reviews) | 
| **Dashboards and Visualizations** | Not enough data | 8.8 (106 reviews) | 

#### Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Business Glossary** | Not enough data | 8.5 (90 reviews) | 
| **Data Discovery** | Not enough data | 8.7 (91 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 (91 reviews) | 

#### Compliance

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | 8.9 (102 reviews) | 
| **Training and Guidelines** | Not enough data | 8.7 (97 reviews) | 
| **Policy Enforcement** | Not enough data | 9.0 (102 reviews) | 
| **Compliance Monitoring** | Not enough data | 8.8 (98 reviews) | 

#### Security

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Access Control** | Not enough data | 9.0 (96 reviews) | 
| **Roles Management** | Not enough data | 8.9 (89 reviews) | 
| **Compliance Management** | Not enough data | 8.8 (89 reviews) | 

#### Data Quality

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Preparation** | Not enough data | 9.1 (99 reviews) | 
| **Data Distribution** | Not enough data | 8.8 (96 reviews) | 
| **Data Unification** | Not enough data | 9.1 (104 reviews) | 

#### Maintainence

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

#### Generative AI

| Feature | Cloudera | 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 | 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 | 9.0 (18 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** | N/A | N/A |
| **Databricks** | 9.0/10 | 218 |

#### Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Reporting** | Not enough data | 8.7 (180 reviews) | 
| **Auditing** | Not enough data | 8.5 (169 reviews) | 

#### Functionality

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Extraction** | Not enough data | 9.1 (188 reviews) | 
| **Transformation** | Not enough data | 9.3 (192 reviews) | 
| **Loading** | Not enough data | 9.2 (182 reviews) | 
| **Automation** | Not enough data | 9.0 (177 reviews) | 
| **Scalability** | Not enough data | 9.2 (183 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Databricks** | 9.0/10 | 102 |

#### Deployment

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (71 reviews) | 
| **Framework Flexibility** | Not enough data | 9.0 (71 reviews) | 
| **Versioning** | Not enough data | 9.0 (73 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (75 reviews) | 
| **Scalability** | Not enough data | 9.0 (74 reviews) | 

#### Deployment

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (69 reviews) | 
| **Framework Flexibility** | Not enough data | 8.8 (68 reviews) | 
| **Versioning** | Not enough data | 8.7 (73 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (74 reviews) | 
| **Scalability** | Not enough data | 9.1 (72 reviews) | 

#### Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (71 reviews) | 
| **Monitoring** | Not enough data | 8.9 (71 reviews) | 
| **Governing** | Not enough data | 9.2 (68 reviews) | 
| **Model Registry** | Not enough data | 9.0 (75 reviews) | 

#### Operations

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Metrics** | Not enough data | 8.8 (68 reviews) | 
| **Infrastructure management** | Not enough data | 9.0 (69 reviews) | 
| **Collaboration** | Not enough data | 9.2 (73 reviews) | 

#### Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 8.9 (68 reviews) | 
| **Monitoring** | Not enough data | 8.8 (66 reviews) | 
| **Governing** | Not enough data | 9.1 (66 reviews) | 

#### Generative AI

| Feature | Cloudera | 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** | 9.5/10 | 16 |
| **Databricks** | 8.7/10 | 244 |

#### 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 (196 reviews) | 
| **Drag and Drop** | 9.4 (16 reviews) | 8.1 (200 reviews) | 
| **Pre-Built Algorithms** | 9.4 (14 reviews) | 8.4 (195 reviews) | 
| **Model Training** | 9.4 (15 reviews) | 8.8 (204 reviews) | 

#### Model Development

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

#### Machine/Deep Learning Services

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Computer Vision** | 9.3 (15 reviews) | 8.2 (182 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 (178 reviews) | 

#### Machine/Deep Learning Services

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Natural Language Understanding** | 9.8 (14 reviews) | 8.4 (165 reviews) | 
| **Deep Learning** | 9.9 (13 reviews) | 8.5 (167 reviews) | 

#### Deployment

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Managed Service** | 9.3 (15 reviews) | 8.6 (187 reviews) | 
| **Application** | 9.7 (16 reviews) | 8.8 (190 reviews) | 
| **Scalability** | 9.6 (15 reviews) | 9.0 (200 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 | 9.4 (15 reviews) | 
| **Multi-step Planning** | Not enough data | 9.1 (13 reviews) | 
| **Cross-system Integration** | Not enough data | 9.0 (15 reviews) | 
| **Adaptive Learning** | Not enough data | 9.0 (14 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.5 (17 reviews) | 
| **Proactive Assistance** | Not enough data | 9.5 (14 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 | 244 |

#### Data Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Integration** | 9.0 (15 reviews) ✓ Verified | 9.1 (203 reviews) ✓ Verified | 
| **Data Compression** | 8.5 (14 reviews) ✓ Verified | 8.9 (187 reviews) ✓ Verified | 
| **Data Quality** | 8.9 (14 reviews) ✓ Verified | 8.9 (193 reviews) ✓ Verified | 
| **Built-In Data Analytics** | 8.7 (13 reviews) ✓ Verified | 8.8 (189 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 (179 reviews) ✓ Verified | 

#### Integration

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI/ ML Integration** | 8.7 (13 reviews) ✓ Verified | 8.9 (191 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 (187 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 (189 reviews) ✓ Verified | 

#### Performance 

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Scalability** | 9.2 (14 reviews) ✓ Verified | 9.2 (197 reviews) ✓ Verified | 

#### Security

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Governance** | 8.8 (13 reviews) ✓ Verified | 8.9 (189 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) | 8.6 (85 reviews) | 
| **AI Text Summarization** | 8.5 (10 reviews) | 8.5 (83 reviews) | 

### Database Management Systems (DBMS)

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

#### 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 | Not enough data | 
| **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 | Not enough data | 

### 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 | 101 |

#### Data Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (78 reviews) | 
| **Metadata** | Not enough data | 8.8 (79 reviews) | 
| **Self-service** | Not enough data | 8.9 (75 reviews) | 
| **Automated workflows** | Not enough data | 9.2 (77 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.4 (15 reviews) | 
| **Multi-step Planning** | Not enough data | 9.4 (13 reviews) | 
| **Cross-system Integration** | Not enough data | 9.4 (16 reviews) | 
| **Adaptive Learning** | Not enough data | 9.4 (14 reviews) | 
| **Decision Making** | Not enough data | 9.6 (14 reviews) | 

#### Analytics

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 9.0 (78 reviews) | 
| **Dasboard visualizations** | Not enough data | 8.7 (74 reviews) | 

#### Monitoring and Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Observability** | Not enough data | 8.7 (74 reviews) | 
| **Testing capabilities** | Not enough data | 8.7 (75 reviews) | 

#### Cloud Deployment

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 9.1 (69 reviews) | 
| **Cloud migration capabilities** | Not enough data | 9.1 (70 reviews) | 

#### Generative AI

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.1 (42 reviews) | 
| **AI Text Summarization** | Not enough data | 9.0 (42 reviews) | 

### Application Development Platforms

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

#### Functionality

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Ease of Use** | Not enough data | Not enough data | 
| **File Management** | Not enough data | Not enough data | 
| **Multi-Language Support** | Not enough data | Not enough data | 
| **Customization** | Not enough data | Not enough data | 
| **Straight-Out-the-Box Functionality** | Not enough data | Not enough data | 
| **Help Guides** | Not enough data | Not enough data | 
| **Patching & Updates** | Not enough data | Not enough data | 

### 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** | 9.8/10 | 13 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI High Availability** | Not enough data | 10.0 (5 reviews) | 
| **AI Model Training Scalability** | Not enough data | 10.0 (10 reviews) | 
| **AI Inference Speed** | Not enough data | 10.0 (6 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | 10.0 (5 reviews) | 
| **AI Resource Allocation Flexibility** | Not enough data | 9.3 (7 reviews) | 
| **AI Energy Efficiency** | Not enough data | 10.0 (5 reviews) | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | 9.0 (7 reviews) | 
| **AI Data Pipeline Integration** | Not enough data | 10.0 (7 reviews) | 
| **AI API Support and Flexibility** | Not enough data | 10.0 (5 reviews) | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | 10.0 (5 reviews) | 
| **AI Role-based Access Control** | Not enough data | 9.7 (5 reviews) | 
| **AI Data Encryption** | Not enough data | 10.0 (5 reviews) | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Cloudera | Databricks | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | 10.0 (7 reviews) | 
| **AI Community Activity** | Not enough data | 9.7 (5 reviews) | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Databricks** | 10.0/10 | 7 |

#### Customization - AI Agent Builders

| Feature | Cloudera | 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 | 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 | 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** | 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 | 

### Database as a Service (DBaaS)

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

#### Configuration

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Application Performance** | Not enough data | Not enough data | 
| **Orchestration** | Not enough data | Not enough data | 
| **Database Monitoring** | Not enough data | Not enough data | 
| **Anomaly Detection** | Not enough data | Not enough data | 
| **Network Security** | Not enough data | Not enough data | 

#### Database Administration

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Provisioning** | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Availability

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Scalability** | Not enough data | Not enough data | 
| **Backup** | Not enough data | Not enough data | 
| **Archiving** | Not enough data | Not enough data | 
| **Indexing** | Not enough data | Not enough data | 

#### Security

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Masking** | Not enough data | Not enough data | 
| **Authentication And Single Sign-On** | Not enough data | Not enough data | 
| **Data Anonymization** | Not enough data | Not enough data | 

#### Data Management

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Replication** | Not enough data | Not enough data | 
| **Advanced Data Analytics** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.3/10 | 14 |
| **Databricks** | 9.0/10 | 536 |

#### Database

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Real-Time Data Collection** | 7.9 (12 reviews) | 8.8 (259 reviews) | 
| **Data Distribution** | 8.6 (13 reviews) | 9.0 (255 reviews) | 
| **Data Lake** | 8.3 (11 reviews) | 9.4 (337 reviews) | 

#### Integrations

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Hadoop Integration** | 8.8 (13 reviews) | 8.3 (224 reviews) | 
| **Spark Integration** | 8.3 (11 reviews) | 9.1 (302 reviews) | 

#### Platform

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Machine Scaling** | 9.2 (8 reviews) | 9.0 (331 reviews) | 
| **Data Preparation** | 7.7 (11 reviews) | 9.1 (320 reviews) | 
| **Spark Integration** | 8.3 (11 reviews) | 9.1 (302 reviews) | 

#### Processing

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Cloud Processing** | 7.7 (8 reviews) | 9.1 (297 reviews) | 
| **Workload Processing** | 7.7 (11 reviews) | 9.1 (302 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.3/10 | 12 |
| **Databricks** | 8.9/10 | 286 |

#### 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 (245 reviews) | 

#### Connectivity

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Hadoop Integration** | 8.9 (12 reviews) ✓ Verified | 8.7 (210 reviews) | 
| **Spark Integration** | 8.8 (11 reviews) ✓ Verified | 9.2 (236 reviews) | 
| **Multi-Source Analysis** | 8.6 (11 reviews) ✓ Verified | 9.0 (229 reviews) | 
| **Data Lake** | 9.0 (10 reviews) ✓ Verified | 9.2 (236 reviews) | 

#### Operations

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Visualization** | 7.7 (10 reviews) ✓ Verified | 8.5 (233 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 (215 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 | 362 |

#### Building Reports

| Feature | Cloudera | Databricks | 
|---|---|---|
| **Data Transformation** | 8.3 (21 reviews) | 9.3 (222 reviews) | 
| **Data Modeling** | 7.7 (21 reviews) | 9.0 (221 reviews) | 
| **WYSIWYG Report Design** | 6.7 (9 reviews) | 7.8 (174 reviews) | 
| **Integration APIs** | 7.7 (16 reviews) | 8.7 (224 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 (9):** [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)

**Unique to Cloudera (8):** [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), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Relational Databases](https://www.g2.com/categories/relational-databases)

**Unique to Databricks (7):** [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), [Application Development Platforms ](https://www.g2.com/categories/application-development-platforms), [Database as a Service (DBaaS) Providers](https://www.g2.com/categories/database-as-a-service-dbaas), [Data Management Software](https://www.g2.com/categories/data-management-software), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Cloudera | Databricks | 
|---|---|---|
| **Small-Business** | 32.3% | 14.6% | 
| **Mid-Market** | 25.4% | 37.4% | 
| **Enterprise** | 42.3% | 48.0% | 

### 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:** 12.5%
- **Financial Services:** 12.3%
- **Computer Software:** 8.0%
- **Consulting:** 4.9%
- **Manufacturing:** 4.5%
- **Hospital & Health Care:** 4.4%
- **Retail:** 3.9%
- **Airlines/Aviation:** 3.3%
- **Oil & Energy:** 3.0%
- **Insurance:** 2.9%
- **Other:** 40.2%

---
## Alternatives

### Alternatives to Cloudera

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (761 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (404 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (434 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (889 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2285 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 (683 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 (761 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (889 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (735 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 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 (817 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (209 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (404 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, 1 upvote
  > **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..."

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