# Cloudera Platform vs Snowflake Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Snowflake excels in user experience, with many praising its **clear UI/UX** that simplifies navigation and enhances data visibility. Users appreciate how this intuitive design makes reporting and analytics easier to read, which is a significant advantage for day-to-day operations.
- **According to verified reviews** , Cloudera Data Platform is recognized for its strong capabilities in **data pipeline management**. Users highlight its integration with tools like Apache Spark and Airflow, which facilitates efficient batch processing and scheduling, making it a solid choice for teams focused on data engineering.
- **Reviewers mention** that Snowflake's fully managed Software-as-a-Service model significantly reduces development and maintenance efforts. This feature is particularly valued by users who prefer a hands-off approach to infrastructure management, allowing them to focus more on data analysis rather than backend complexities.
- **Users say** that Cloudera Data Platform offers robust automation features for workflow jobs, which enhances collaboration among team members. This capability is particularly beneficial for organizations that rely on historical and stream data processing, as it streamlines operations and improves reliability.
- **G2 reviewers highlight** that Snowflake's architectural separation of compute and storage is a game-changer, allowing for more flexible scaling and cost management. This feature is especially appealing to businesses looking to optimize their data processing without incurring unnecessary expenses.
- **According to recent user feedback** , Cloudera Data Platform shines in its **on-premise capabilities** , with users appreciating its strong performance in environments that require local data processing. This makes it a preferred choice for enterprises with strict data governance and security requirements.



| | Cloudera Platform | Snowflake | 
|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 136 | 754 | 
| **Largest Market Segment** | Enterprise (42.3% of reviews) | Mid-Market (44.7% of reviews) | 
| **Entry Level Price** | $0.20 1 CCU (Hourly rate) | $2 Compute/Hour | 

---
## Top Pros & Cons

### Cloudera Platform

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

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

### Snowflake

Pros:
- Ease of Use (183 reviews)
- Features (118 reviews)

Cons:
- Expensive (91 reviews)
- Feature Limitations (54 reviews)

---
## Ratings Comparison
| Rating | Cloudera Platform | Snowflake | 
|---|---|---|
  | **Meets Requirements** | 8.6 (117 reviews) | 9.1 (576 reviews) | 
  | **Ease of Use** | 8.3 (119 reviews) | 9.0 (614 reviews) | 
  | **Ease of Setup** | 8.1 (60 reviews) | 8.9 (398 reviews) | 
  | **Ease of Admin** | 7.9 (59 reviews) | 8.7 (213 reviews) | 
  | **Quality of Support** | 8.0 (108 reviews) | 8.7 (529 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (56 reviews) | 9.0 (215 reviews) | 
  | **Product Direction (% positive)** | 8.4 (118 reviews) | 9.3 (545 reviews) | 

---
## Pricing

### Cloudera Platform

#### Entry-Level Pricing

Plan: AI Workbench

Price: $0.20 1 CCU (Hourly rate)

Key Features:
- Provide collaborative AI workspaces with secure, self-service access to enterprise data.

[Browse all 4 editions](https://www.g2.com/products/cloudera-platform/pricing)

#### Free Trial

No

### Snowflake

#### Entry-Level Pricing

Plan: Standard

Price: $2 Compute/Hour

Description: Compute usage is billed on a per-second basis, with a minimum of 60 seconds. You can secure price discounts with pre-purchased Snowflake capacity options. 

Key Features:
- Complete SQL Data Warehouse
- Secure Data Sharing across regions / clouds
- Premier Support 24 x 365

[Browse all 4 editions](https://www.g2.com/products/snowflake/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 6.6/10 | 33 |
| **Snowflake** | N/A | N/A |

#### Reports

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

#### Data Preparation

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

#### Data Modeling and Blending

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

#### Agentic AI - Analytics Platforms

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

#### Deployment & Integration - Analytics Platforms

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

#### Performance & Scalability - Analytics Platforms

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

### Machine Learning Data Catalog

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

#### Data Governance

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

#### Data Preparation

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

#### Collaboration

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

#### Artificial Intelligence

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

#### Generative AI

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

#### Agentic AI - Machine Learning Data Catalog

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

### Data Governance

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

#### Administration

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

#### Generative AI

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

#### Agentic AI - Data Governance

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

#### Management

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **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 |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Snowflake** | 9.2/10 | 14 |

#### Deployment

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.2 (13 reviews) | 
| **Framework Flexibility** | Not enough data | 9.0 (13 reviews) | 
| **Versioning** | Not enough data | 9.1 (13 reviews) | 
| **Ease of Deployment** | Not enough data | 9.4 (13 reviews) | 
| **Scalability** | Not enough data | 9.4 (13 reviews) | 

#### Deployment

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.4 (11 reviews) | 
| **Framework Flexibility** | Not enough data | 9.5 (11 reviews) | 
| **Versioning** | Not enough data | 9.5 (11 reviews) | 
| **Ease of Deployment** | Not enough data | 9.5 (11 reviews) | 
| **Scalability** | Not enough data | 9.4 (11 reviews) | 

#### Management

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (13 reviews) | 
| **Monitoring** | Not enough data | 9.0 (12 reviews) | 
| **Governing** | Not enough data | 9.2 (13 reviews) | 
| **Model Registry** | Not enough data | 9.1 (13 reviews) | 

#### Operations

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Metrics** | Not enough data | 8.9 (11 reviews) | 
| **Infrastructure management** | Not enough data | 8.9 (11 reviews) | 
| **Collaboration** | Not enough data | 9.5 (11 reviews) | 

#### Management

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Cataloging** | Not enough data | 9.2 (11 reviews) | 
| **Monitoring** | Not enough data | 9.3 (10 reviews) | 
| **Governing** | Not enough data | 8.8 (11 reviews) | 

#### Generative AI

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (11 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (11 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 9.5/10 | 16 |
| **Snowflake** | 8.7/10 | 39 |

#### System

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Data Ingestion & Wrangling** | 9.7 (15 reviews) | 9.2 (30 reviews) | 

#### Model Development

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Language Support** | 9.8 (15 reviews) | 9.2 (32 reviews) | 
| **Drag and Drop** | 9.4 (16 reviews) | 8.6 (29 reviews) | 
| **Pre-Built Algorithms** | 9.4 (14 reviews) | 8.3 (30 reviews) | 
| **Model Training** | 9.4 (15 reviews) | 8.8 (31 reviews) | 

#### Model Development

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Feature Engineering** | 9.4 (14 reviews) | 8.8 (29 reviews) | 

#### Machine/Deep Learning Services

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Computer Vision** | 9.3 (15 reviews) | 8.6 (29 reviews) | 
| **Natural Language Processing** | 9.6 (15 reviews) | 8.7 (31 reviews) | 
| **Natural Language Generation** | 9.4 (15 reviews) | 8.4 (29 reviews) | 
| **Artificial Neural Networks** | 9.3 (15 reviews) | 8.4 (28 reviews) | 

#### Machine/Deep Learning Services

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Natural Language Understanding** | 9.8 (14 reviews) | 8.6 (29 reviews) | 
| **Deep Learning** | 9.9 (13 reviews) | 8.6 (26 reviews) | 

#### Deployment

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Managed Service** | 9.3 (15 reviews) | 9.2 (33 reviews) | 
| **Application** | 9.7 (16 reviews) | 9.0 (29 reviews) | 
| **Scalability** | 9.6 (15 reviews) | 9.2 (31 reviews) | 

#### Generative AI

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **AI Text Generation** | 9.6 (13 reviews) | 8.6 (28 reviews) | 
| **AI Text Summarization** | 9.2 (13 reviews) | 8.5 (27 reviews) | 
| **AI Text-to-Image** | 9.3 (14 reviews) | 8.5 (26 reviews) | 

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

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.4 (15 reviews) | 
| **Multi-step Planning** | Not enough data | 8.4 (15 reviews) | 
| **Cross-system Integration** | Not enough data | 8.5 (14 reviews) | 
| **Adaptive Learning** | Not enough data | 8.6 (14 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.4 (15 reviews) | 
| **Proactive Assistance** | Not enough data | 8.4 (15 reviews) | 
| **Decision Making** | Not enough data | 8.4 (15 reviews) | 

### Data Fabric

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

#### Data Management

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

#### Analytics

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

#### Security

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

#### Generative AI

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

#### Agentic AI - Data Fabric

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

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 8.8/10 | 16 |
| **Snowflake** | 8.8/10 | 287 |

#### Data Management

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Data Integration** | 9.0 (15 reviews) ✓ Verified | 9.1 (217 reviews) ✓ Verified | 
| **Data Compression** | 8.5 (14 reviews) ✓ Verified | 8.9 (180 reviews) ✓ Verified | 
| **Data Quality** | 8.9 (14 reviews) ✓ Verified | 9.1 (192 reviews) ✓ Verified | 
| **Built-In Data Analytics** | 8.7 (13 reviews) ✓ Verified | 8.4 (189 reviews) ✓ Verified | 
| **In-Database Machine Learning** | 8.5 (14 reviews) ✓ Verified | 8.2 (168 reviews) ✓ Verified | 
| **Data Lake Analytics** | 8.9 (14 reviews) ✓ Verified | 8.7 (168 reviews) ✓ Verified | 

#### Integration

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **AI/ ML Integration** | 8.7 (13 reviews) ✓ Verified | 8.4 (168 reviews) ✓ Verified | 
| **BI Tool Integration** | 8.3 (13 reviews) ✓ Verified | 9.1 (204 reviews) ✓ Verified | 
| **Data lake Integration** | 9.2 (13 reviews) ✓ Verified | 8.9 (172 reviews) ✓ Verified | 

#### Deployment

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **On-Premise** | 9.3 (14 reviews) ✓ Verified | 7.8 (147 reviews) ✓ Verified | 
| **Cloud** | 8.9 (14 reviews) ✓ Verified | 9.3 (212 reviews) ✓ Verified | 

#### Performance 

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Scalability** | 9.2 (14 reviews) ✓ Verified | 9.4 (225 reviews) ✓ Verified | 

#### Security

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Data Governance** | 8.8 (13 reviews) ✓ Verified | 8.9 (193 reviews) ✓ Verified | 
| **Data Security** | 9.0 (14 reviews) ✓ Verified | 9.1 (200 reviews) ✓ Verified | 

#### Generative AI

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **AI Text Generation** | 8.8 (10 reviews) | 8.1 (88 reviews) | 
| **AI Text Summarization** | 8.5 (10 reviews) | 8.2 (86 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Snowflake** | 9.2/10 | 110 |

#### Management

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Data dictionary** | Not enough data | 9.0 (86 reviews) | 
| **Data Replication** | Not enough data | 9.2 (87 reviews) | 
| **Query Language** | Not enough data | 9.4 (93 reviews) | 
| **Data Modeling** | Not enough data | 9.0 (91 reviews) | 
| **Performance Analysis** | Not enough data | 9.1 (90 reviews) | 

#### Maintenance

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Data Migration** | Not enough data | 9.3 (89 reviews) | 
| **Backup and Recovery** | Not enough data | 9.0 (89 reviews) | 
| **Multi-User Environment** | Not enough data | 9.3 (92 reviews) | 

#### Security

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Data Encryption** | Not enough data | 9.3 (89 reviews) | 
| **User Access Control** | Not enough data | 9.3 (94 reviews) | 

### Relational Databases

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

#### Management 

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

#### Support 

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

#### Security

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

#### Performance 

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

#### Database Features

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

### Key Value Databases

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

#### Data Management

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

#### Availability

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

#### Performance 

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

#### Security

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

#### Support

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

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Snowflake** | 9.2/10 | 52 |

#### Storage

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Data Model** | Not enough data | 9.2 (45 reviews) | 
| **Data Types** | Not enough data | 9.2 (45 reviews) | 

#### Availability

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Auto Sharding** | Not enough data | 9.1 (40 reviews) | 
| **Auto Recovery** | Not enough data | 9.2 (38 reviews) | 
| **Data Replication** | Not enough data | 9.2 (42 reviews) | 

#### Performance

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Integrated Cache** | Not enough data | 9.2 (45 reviews) | 

#### Security

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Role-Based Authorization** | Not enough data | 9.1 (45 reviews) | 
| **Authentication** | Not enough data | 9.2 (46 reviews) | 
| **Audit Logs** | Not enough data | 8.9 (39 reviews) | 
| **Encryption** | Not enough data | 9.2 (39 reviews) | 

#### Support

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Multi-Model** | Not enough data | 9.2 (37 reviews) | 
| **Operating Systems** | Not enough data | 9.2 (36 reviews) | 

### DataOps Platforms

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

#### Data Management

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **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 | Cloudera Platform | Snowflake | 
|---|---|---|
| **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 | Cloudera Platform | Snowflake | 
|---|---|---|
| **Analytics capabilities** | Not enough data | Not enough data | 
| **Dasboard visualizations** | Not enough data | Not enough data | 

#### Monitoring and Management

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

#### Cloud Deployment

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | Not enough data | 
| **Cloud migration capabilities** | Not enough data | Not enough data | 

#### Generative AI

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

### Active Metadata Management

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

#### Data management

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

#### Reporting

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

#### Generative AI

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

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | N/A | N/A |
| **Snowflake** | 9.2/10 | 27 |

#### Centralized computation

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Centralized Computation** | Not enough data | 9.3 (26 reviews) | 

#### Localized computation

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Localized computation** | Not enough data | 9.1 (25 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 8.3/10 | 14 |
| **Snowflake** | 9.1/10 | 120 |

#### Database

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Real-Time Data Collection** | 7.9 (12 reviews) | 9.0 (101 reviews) | 
| **Data Distribution** | 8.6 (13 reviews) | 9.3 (104 reviews) | 
| **Data Lake** | 8.3 (11 reviews) | 9.3 (98 reviews) | 

#### Integrations

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Hadoop Integration** | 8.8 (13 reviews) | 8.7 (79 reviews) | 
| **Spark Integration** | 8.3 (11 reviews) | 8.7 (84 reviews) | 

#### Platform

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Machine Scaling** | 9.2 (8 reviews) | 9.1 (95 reviews) | 
| **Data Preparation** | 7.7 (11 reviews) | 9.0 (100 reviews) | 
| **Spark Integration** | 8.3 (11 reviews) | 8.7 (84 reviews) | 

#### Processing

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Cloud Processing** | 7.7 (8 reviews) | 9.3 (100 reviews) | 
| **Workload Processing** | 7.7 (11 reviews) | 9.1 (98 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 8.3/10 | 12 |
| **Snowflake** | 9.0/10 | 108 |

#### Data Transformation

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Real-Time Analytics** | 7.0 (11 reviews) ✓ Verified | 9.2 (94 reviews) | 
| **Data Querying** | 8.6 (7 reviews) ✓ Verified | 9.4 (96 reviews) | 

#### Connectivity

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Hadoop Integration** | 8.9 (12 reviews) ✓ Verified | 8.6 (81 reviews) | 
| **Spark Integration** | 8.8 (11 reviews) ✓ Verified | 8.7 (82 reviews) | 
| **Multi-Source Analysis** | 8.6 (11 reviews) ✓ Verified | 9.1 (85 reviews) | 
| **Data Lake** | 9.0 (10 reviews) ✓ Verified | 9.1 (87 reviews) | 

#### Operations

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Data Visualization** | 7.7 (10 reviews) ✓ Verified | 8.6 (91 reviews) | 
| **Data Workflow** | 8.0 (11 reviews) ✓ Verified | 9.2 (86 reviews) | 
| **Governed Discovery** | 8.1 (9 reviews) ✓ Verified | 8.9 (79 reviews) | 
| **Embedded Analytics** | Feature Not Available | 8.8 (83 reviews) | 
| **Notebooks** | 8.7 (5 reviews) ✓ Verified | 8.8 (83 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Cloudera Platform** | 7.6/10 | 24 |
| **Snowflake** | N/A | N/A |

#### Building Reports

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

#### Platform

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 

### NoSQL Databases

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

#### Database Features

| Feature | Cloudera Platform | Snowflake | 
|---|---|---|
| **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 (8):** [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), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [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), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms)

**Unique to Cloudera Platform (9):** [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), [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), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Key Value Databases](https://www.g2.com/categories/key-value-databases), [Relational Databases](https://www.g2.com/categories/relational-databases)

**Unique to Snowflake (2):** [Data Clean Room Software](https://www.g2.com/categories/data-clean-room), [Columnar Databases](https://www.g2.com/categories/columnar-databases)


---
## Reviewer Demographics

### By Company Size

| Segment | Cloudera Platform | Snowflake | 
|---|---|---|
| **Small-Business** | 32.3% | 13.1% | 
| **Mid-Market** | 25.4% | 44.7% | 
| **Enterprise** | 42.3% | 42.2% | 

### By Industry

#### Cloudera Platform

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

#### Snowflake

- **Information Technology and Services:** 15.2%
- **Computer Software:** 14.0%
- **Financial Services:** 10.0%
- **Marketing and Advertising:** 4.3%
- **Hospital & Health Care:** 3.3%
- **Retail:** 3.3%
- **Insurance:** 3.2%
- **Information Services:** 2.6%
- **Logistics and Supply Chain:** 2.3%
- **Consulting:** 2.3%
- **Other:** 39.4%

---
## Alternatives

### Alternatives to Cloudera Platform

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (804 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1225 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (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 Snowflake

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (804 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1225 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 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)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)

---
## Top Discussions

### Cloudera Platform

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

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

### Snowflake

- Title: [What's the best way to manage change data capture in Snowflake?](https://www.g2.com/discussions/what-s-the-best-way-to-manage-change-data-capture-in-snowflake) — 4 comments, 2 upvotes
  > **Top comment:** "Do. It in the upstream source system using. Somethjng like aws DMS"
- Title: [What is Snowflake used for?](https://www.g2.com/discussions/what-is-snowflake-used-for) — 2 comments, 1 upvote
  > **Top comment:** "For ETL, Data warehouse and data management. "
- Title: [Snowflake - how to connect to Snowflake using NodeJS](https://www.g2.com/discussions/snowflake-how-to-connect-to-snowflake-using-nodejs) — 2 comments, 1 upvote
  > **Top comment:** "Does this help? https://www.ameexusa.com/blogs/connecting-node-js-snowflake"
- Title: [What is the difference between Snowflake vs Redshift? Which one is Good to Learn.](https://www.g2.com/discussions/what-is-the-difference-between-snowflake-vs-redshift-which-one-is-good-to-learn) — 2 comments, 1 upvote
  > **Top comment:** "I have take up the Snowflake and it is the much interesting on than Redshift. You can for other courses from https://attariclasses.in/"
- Title: [which is best snowflake or My sql](https://www.g2.com/discussions/which-is-best-snowflake-or-my-sql) — 2 comments, 1 upvote
  > **Top comment:** "Depends on your needs.  MySQL is open source/free.   It or Postgres (another open source db) is good for pretty much any normal need.   You can install on..."

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