# Amazon Managed Streaming for Apache Kafka (Amazon MSK) vs Cloudera Data Platform Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Cloudera Data Platform excels in user experience, highlighting its **ease of use** and collaborative features. Users appreciate its ability to automate workflows and provide robust analytics for both historical and stream data processing, making it a reliable choice for teams.
- **According to verified reviews** , Amazon Managed Streaming for Apache Kafka (Amazon MSK) stands out for its **seamless management** of Kafka operations. Users commend its ability to handle scaling, maintenance, and availability, which significantly reduces the operational burden on teams.
- **Reviewers mention** that Cloudera Data Platform offers a solid environment for building and managing data pipelines at scale, particularly noting its integration with **Apache Spark and Airflow**. This integration enhances batch processing and scheduling efficiency, making it a strong contender for data engineering tasks.
- **Users say** that Amazon MSK benefits from its tight integration with the AWS ecosystem, which simplifies deployment and monitoring. The platform's high security measures and comprehensive documentation help mitigate the learning curve, making it easier for teams to adopt.
- **G2 reviewers highlight** that while Cloudera Data Platform has a slightly higher overall satisfaction score, Amazon MSK's quality of support is notably strong, with users rating it highly for responsiveness and helpfulness, which is crucial for maintaining operational continuity.
- **According to recent feedback** , both platforms have their strengths, but Cloudera Data Platform is favored by enterprise users for its advanced analytics capabilities, while Amazon MSK is preferred by small businesses for its straightforward management and integration with existing AWS services.



| | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Star Rating** | 4.0 out of 5 | 4.1 out of 5 | 
| **Total Reviews** | 22 | 136 | 
| **Largest Market Segment** | Small-Business (50.0% of reviews) | Enterprise (42.3% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Amazon Managed Streaming for Apache Kafka (Amazon MSK)

Pros:
- Cloud Services (1 reviews)
- Maintenance Ease (1 reviews)

Cons:
- Expensive (1 reviews)
- Limitations (1 reviews)

### Cloudera Data Platform

**Not enough data**

---
## Ratings Comparison
| Rating | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
  | **Meets Requirements** | 8.7 (14 reviews) | 8.6 (117 reviews) | 
  | **Ease of Use** | 8.3 (18 reviews) | 8.3 (119 reviews) | 
  | **Ease of Setup** | 8.5 (9 reviews) | 8.1 (60 reviews) | 
  | **Ease of Admin** | 8.7 (9 reviews) | 7.9 (59 reviews) | 
  | **Quality of Support** | 9.0 (18 reviews) | 8.0 (108 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.1 (9 reviews) | 8.4 (56 reviews) | 
  | **Product Direction (% positive)** | 7.9 (17 reviews) | 8.4 (118 reviews) | 

---
## Pricing

### Amazon Managed Streaming for Apache Kafka (Amazon MSK)

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Cloudera Data Platform

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | 6.6/10 | 33 |

#### Reports

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Reports Interface** | Not enough data | 7.1 (13 reviews) | 
| **Steps to Answer** | Not enough data | 6.1 (11 reviews) | 
| **Graphs and Charts** | Not enough data | 7.1 (12 reviews) | 
| **Score Cards** | Not enough data | 5.9 (9 reviews) | 
| **Dashboards** | Not enough data | 6.7 (14 reviews) | 

#### Data Preparation

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Connectors** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 
| **Data Filtering** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Calculated Fields** | Not enough data | 6.2 (11 reviews) | 
| **Data Column Filtering** | Not enough data | 6.7 (10 reviews) | 
| **Data Discovery** | Not enough data | 6.2 (11 reviews) | 
| **Search** | Not enough data | 6.8 (10 reviews) | 
| **Collaboration / Workflow** | Not enough data | 6.2 (10 reviews) | 
| **Automodeling** | Not enough data | 6.0 (7 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 
| **Data Source Connectivity** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Predictive Analytics** | Not enough data | 7.2 (12 reviews) | 
| **Data Visualization** | Not enough data | 6.7 (13 reviews) | 
| **Big Data Services** | Not enough data | 8.5 (14 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 
| **Natural Language Queries** | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Transformation** | Not enough data | 8.3 (21 reviews) | 
| **Data Modeling** | Not enough data | 7.7 (21 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 6.7 (9 reviews) | 
| **Integration APIs** | Not enough data | 7.7 (16 reviews) | 

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | 8.9/10 | 10 |

#### Data Governance

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **User Access Management** | Not enough data | 8.8 (10 reviews) | 
| **Dynamic Data Masking** | Not enough data | 8.8 (8 reviews) | 
| **Data Lineage** | Not enough data | 8.8 (8 reviews) | 

#### Data Preparation

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Search** | Not enough data | 9.2 (10 reviews) | 
| **Data Quality and Cleansing** | Not enough data | 9.4 (9 reviews) | 
| **Data Transformation** | Not enough data | 9.7 (10 reviews) | 
| **Data Modeling** | Not enough data | 8.9 (9 reviews) | 

#### Collaboration

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Commenting** | Not enough data | 8.5 (8 reviews) | 
| **Profiling and Classification** | Not enough data | 8.9 (9 reviews) | 
| **Business and Data Glossary** | Not enough data | 8.9 (9 reviews) | 
| **Metadata Management ** | Not enough data | 9.1 (9 reviews) | 

#### Artificial Intelligence

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Machine Learning Recommendations** | Not enough data | 9.5 (10 reviews) | 
| **Natural Language Query** | Not enough data | 9.1 (9 reviews) | 
| **Automatic Data Cleansing** | Not enough data | 8.7 (9 reviews) | 

#### Generative AI

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.1 (9 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (9 reviews) | 

#### Agentic AI - Machine Learning Data Catalog

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Event Stream Processing

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | 8.6/10 | 17 |
| **Cloudera Data Platform** | N/A | N/A |

#### Data

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Processing** | 8.8 (16 reviews) | Not enough data | 
| **Data Sources** | 8.8 (15 reviews) | Not enough data | 
| **Integration** | 7.9 (15 reviews) | Not enough data | 
| **Real-Time Processing** | 8.8 (16 reviews) | Not enough data | 

#### Analytics

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Reporting & Analytics** | 8.8 (13 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | N/A | N/A |

#### Administration

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Modelling** | Not enough data | Not enough data | 
| **Recommendations** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Dashboards and Visualizations** | Not enough data | Not enough data | 

#### Management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Business Glossary** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Data Profililng** | Not enough data | Not enough data | 
| **Reporting and Visualization** | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 

#### Compliance

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | Not enough data | 
| **Training and Guidelines** | Not enough data | Not enough data | 
| **Policy Enforcement** | Not enough data | Not enough data | 
| **Compliance Monitoring** | Not enough data | Not enough data | 

#### Security

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Access Control** | Not enough data | Not enough data | 
| **Roles Management** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 

#### Data Quality

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Preparation** | Not enough data | Not enough data | 
| **Data Distribution** | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 

#### Maintainence

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | N/A | N/A |

#### Management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Extraction** | Not enough data | Not enough data | 
| **Transformation** | Not enough data | Not enough data | 
| **Loading** | Not enough data | Not enough data | 
| **Automation** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | N/A | N/A |

#### Deployment

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 
| **Framework Flexibility** | Not enough data | Not enough data | 
| **Versioning** | Not enough data | Not enough data | 
| **Ease of Deployment** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Deployment

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 
| **Framework Flexibility** | Not enough data | Not enough data | 
| **Versioning** | Not enough data | Not enough data | 
| **Ease of Deployment** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | 
| **Model Registry** | Not enough data | Not enough data | 

#### Operations

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Metrics** | Not enough data | Not enough data | 
| **Infrastructure management** | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | 

#### Management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | 9.5/10 | 16 |

#### System

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.7 (15 reviews) | 

#### Model Development

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Language Support** | Not enough data | 9.8 (15 reviews) | 
| **Drag and Drop** | Not enough data | 9.4 (16 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 9.4 (14 reviews) | 
| **Model Training** | Not enough data | 9.4 (15 reviews) | 

#### Model Development

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Feature Engineering** | Not enough data | 9.4 (14 reviews) | 

#### Machine/Deep Learning Services

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Computer Vision** | Not enough data | 9.3 (15 reviews) | 
| **Natural Language Processing** | Not enough data | 9.6 (15 reviews) | 
| **Natural Language Generation** | Not enough data | 9.4 (15 reviews) | 
| **Artificial Neural Networks** | Not enough data | 9.3 (15 reviews) | 

#### Machine/Deep Learning Services

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 9.8 (14 reviews) | 
| **Deep Learning** | Not enough data | 9.9 (13 reviews) | 

#### Deployment

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Managed Service** | Not enough data | 9.3 (15 reviews) | 
| **Application** | Not enough data | 9.7 (16 reviews) | 
| **Scalability** | Not enough data | 9.6 (15 reviews) | 

#### Generative AI

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.6 (13 reviews) | 
| **AI Text Summarization** | Not enough data | 9.2 (13 reviews) | 
| **AI Text-to-Image** | Not enough data | 9.3 (14 reviews) | 

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

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | 6.9/10 | 6 |

#### Data Management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Integration** | Not enough data | 6.7 (6 reviews) | 
| **Data Discovery** | Not enough data | 6.9 (6 reviews) | 
| **Multi - Platform** | Not enough data | 6.9 (6 reviews) | 
| **Metadata** | Not enough data | 7.2 (6 reviews) | 

#### Analytics

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Analytics** | Not enough data | 6.4 (6 reviews) | 

#### Security

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Compliance** | Not enough data | 6.4 (6 reviews) | 
| **Governance** | Not enough data | 7.5 (6 reviews) | 
| **Data Protection** | Not enough data | 7.2 (6 reviews) | 

#### Generative AI

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.2 (6 reviews) | 
| **AI Text Summarization** | Not enough data | 6.1 (6 reviews) | 

#### Agentic AI - Data Fabric

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | 8.8/10 | 16 |

#### Data Management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Integration** | Not enough data | 9.0 (15 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.5 (14 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.9 (14 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.7 (13 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.5 (14 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 8.9 (14 reviews) ✓ Verified | 

#### Integration

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.7 (13 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.3 (13 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 9.2 (13 reviews) ✓ Verified | 

#### Deployment

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **On-Premise** | Not enough data | 9.3 (14 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 8.9 (14 reviews) ✓ Verified | 

#### Performance 

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Scalability** | Not enough data | 9.2 (14 reviews) ✓ Verified | 

#### Security

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Governance** | Not enough data | 8.8 (13 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.0 (14 reviews) ✓ Verified | 

#### Generative AI

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.8 (10 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (10 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | N/A | N/A |

#### Management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **Performance Analysis** | Not enough data | Not enough data | 

#### Maintenance

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### Relational Databases

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | 8.8/10 | 20 |

#### Management 

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Schema** | Not enough data | 8.8 (11 reviews) | 
| **Query Language** | Not enough data | 9.4 (11 reviews) | 
| **ACID - Complaint** | Not enough data | 9.4 (8 reviews) | 
| **Data Replication** | Not enough data | 9.4 (9 reviews) | 

#### Support 

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Text Search** | Not enough data | 8.0 (11 reviews) | 
| **Data Types** | Not enough data | 8.5 (11 reviews) | 
| **Languages** | Not enough data | 8.7 (10 reviews) | 
| **Operating Systems** | Not enough data | 8.0 (10 reviews) | 

#### Security

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Database Locking** | Not enough data | 9.0 (10 reviews) | 
| **Access Control** | Not enough data | 9.2 (10 reviews) | 
| **Encryption** | Not enough data | 8.7 (9 reviews) | 
| **Authentication** | Not enough data | 9.0 (10 reviews) | 

#### Performance 

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Disaster Recovery** | Not enough data | 8.8 (8 reviews) | 
| **Data Concurrency** | Not enough data | 8.9 (9 reviews) | 
| **Workload Management** | Not enough data | 8.7 (9 reviews) | 
| **Advanced Indexing** | Not enough data | 8.7 (9 reviews) | 
| **Query Optimizer** | Not enough data | 8.8 (10 reviews) | 

#### Database Features

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Storage** | Not enough data | 8.9 (19 reviews) | 
| **Availability** | Not enough data | 8.4 (19 reviews) | 
| **Stability** | Not enough data | 8.5 (17 reviews) | 
| **Scalability** | Not enough data | 9.0 (18 reviews) | 
| **Security** | Not enough data | 9.0 (16 reviews) | 
| **Data Manipulation** | Not enough data | 8.7 (17 reviews) | 
| **Query Language** | Not enough data | 9.2 (18 reviews) | 

### Key Value Databases

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | N/A | N/A |

#### Data Management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Model** | Not enough data | Not enough data | 
| **Data Types** | Not enough data | Not enough data | 

#### Availability

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Auto Sharding** | Not enough data | Not enough data | 
| **Auto Recovery** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 

#### Performance 

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Integrated Cache** | Not enough data | Feature Not Available | 

#### Security

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Role-Based Authorization** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Audit Logs** | Not enough data | Feature Not Available | 
| **Encryption** | Not enough data | Not enough data | 

#### Support

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Multi-Model** | Not enough data | Not enough data | 
| **Operating Systems** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | N/A | N/A |

#### Data Management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Integration** | Not enough data | Not enough data | 
| **Metadata** | Not enough data | Not enough data | 
| **Self-service** | Not enough data | Not enough data | 
| **Automated workflows** | Not enough data | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

#### Analytics

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Analytics capabilities** | Not enough data | Not enough data | 
| **Dasboard visualizations** | Not enough data | Not enough data | 

#### Monitoring and Management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Observability** | Not enough data | Not enough data | 
| **Testing capabilities** | Not enough data | Not enough data | 

#### Cloud Deployment

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | Not enough data | 
| **Cloud migration capabilities** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Active Metadata Management

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | N/A | N/A |

#### Data management

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Metadata Management** | Not enough data | Not enough data | 
| **Automation Features** | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 

#### Reporting

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Intelligent Insights** | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | 8.3/10 | 14 |

#### Database

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 7.9 (12 reviews) | 
| **Data Distribution** | Not enough data | 8.6 (13 reviews) | 
| **Data Lake** | Not enough data | 8.3 (11 reviews) | 

#### Integrations

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.8 (13 reviews) | 
| **Spark Integration** | Not enough data | 8.3 (11 reviews) | 

#### Platform

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Machine Scaling** | Not enough data | 9.2 (8 reviews) | 
| **Data Preparation** | Not enough data | 7.7 (11 reviews) | 
| **Spark Integration** | Not enough data | 8.3 (11 reviews) | 

#### Processing

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Cloud Processing** | Not enough data | 7.7 (8 reviews) | 
| **Workload Processing** | Not enough data | 7.7 (11 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | 8.3/10 | 12 |

#### Data Transformation

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 7.0 (11 reviews) ✓ Verified | 
| **Data Querying** | Not enough data | 8.6 (7 reviews) ✓ Verified | 

#### Connectivity

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.9 (12 reviews) ✓ Verified | 
| **Spark Integration** | Not enough data | 8.8 (11 reviews) ✓ Verified | 
| **Multi-Source Analysis** | Not enough data | 8.6 (11 reviews) ✓ Verified | 
| **Data Lake** | Not enough data | 9.0 (10 reviews) ✓ Verified | 

#### Operations

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Visualization** | Not enough data | 7.7 (10 reviews) ✓ Verified | 
| **Data Workflow** | Not enough data | 8.0 (11 reviews) ✓ Verified | 
| **Governed Discovery** | Not enough data | 8.1 (9 reviews) ✓ Verified | 
| **Embedded Analytics** | Not enough data | Feature Not Available | 
| **Notebooks** | Not enough data | 8.7 (5 reviews) ✓ Verified | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | 7.6/10 | 24 |

#### Building Reports

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Data Transformation** | Not enough data | 8.3 (21 reviews) | 
| **Data Modeling** | Not enough data | 7.7 (21 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 6.7 (9 reviews) | 
| **Integration APIs** | Not enough data | 7.7 (16 reviews) | 

#### Platform

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 

### NoSQL Databases

| Product | Score | Reviews |
|---|---|---|
| **Amazon Managed Streaming for Apache Kafka (Amazon MSK)** | N/A | N/A |
| **Cloudera Data Platform** | N/A | N/A |

#### Database Features

| Feature | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Storage** | Not enough data | 8.9 (19 reviews) | 
| **Availability** | Not enough data | 8.4 (19 reviews) | 
| **Stability** | Not enough data | 8.5 (17 reviews) | 
| **Scalability** | Not enough data | 9.0 (18 reviews) | 
| **Security** | Not enough data | 9.0 (16 reviews) | 
| **Data Manipulation** | Not enough data | 8.7 (17 reviews) | 
| **Query Language** | Not enough data | 9.2 (18 reviews) | 

---
## Categories
**Shared Categories (1):** [Stream Analytics Software](https://www.g2.com/categories/stream-analytics)

**Unique to Amazon Managed Streaming for Apache Kafka (Amazon MSK) (1):** [Event Stream Processing Software](https://www.g2.com/categories/event-stream-processing)

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


---
## Reviewer Demographics

### By Company Size

| Segment | Amazon Managed Streaming for Apache Kafka (Amazon MSK) | Cloudera Data Platform | 
|---|---|---|
| **Small-Business** | 50.0% | 32.3% | 
| **Mid-Market** | 40.0% | 25.4% | 
| **Enterprise** | 10.0% | 42.3% | 

### By Industry

#### Amazon Managed Streaming for Apache Kafka (Amazon MSK)

- **Computer Software:** 25.0%
- **Information Technology and Services:** 20.0%
- **Financial Services:** 10.0%
- **Education Management:** 10.0%
- **Wireless:** 5.0%
- **Telecommunications:** 5.0%
- **Investment Management:** 5.0%
- **E-Learning:** 5.0%
- **Consumer Services:** 5.0%
- **Construction:** 5.0%
- **Other:** 5.0%

#### Cloudera Data Platform

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

---
## Alternatives

### Alternatives to Amazon Managed Streaming for Apache Kafka (Amazon MSK)

- [Confluent](https://www.g2.com/products/confluent/reviews) — 4.4/5 stars (114 reviews)
- [Aiven for Apache Kafka](https://www.g2.com/products/aiven-for-apache-kafka/reviews) — 4.3/5 stars (250 reviews)
- [Tealium Customer Data Hub](https://www.g2.com/products/tealium-customer-data-hub/reviews) — 4.3/5 stars (474 reviews)
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- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)
- [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews)
- [Evam](https://www.g2.com/products/evam/reviews) — 4.8/5 stars (216 reviews)
- [Apache Kafka](https://www.g2.com/products/apache-kafka/reviews) — 4.5/5 stars (131 reviews)
- [IBM StreamSets](https://www.g2.com/products/ibm-streamsets/reviews) — 4.0/5 stars (117 reviews)
- [Tray.ai](https://www.g2.com/products/tray-ai/reviews) — 4.5/5 stars (158 reviews)

### Alternatives to Cloudera Data Platform

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews)
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- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (373 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1235 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (431 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (806 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2274 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)

---
## Top Discussions

### Amazon Managed Streaming for Apache Kafka (Amazon MSK)

No discussions available for this product.

### Cloudera Data Platform

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

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

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/amazon-managed-streaming-for-apache-kafka-amazon-msk-vs-cloudera-cloudera-data-platform)