# AWS Glue vs Cloudera Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Cloudera Data Platform excels in **collaboration and reliability** , with users appreciating its ability to facilitate teamwork and provide dependable performance. The integration with Apache Spark and Airflow is particularly noted for enhancing batch processing and scheduling efficiency.
- **Users say** that AWS Glue stands out for its **serverless architecture** and seamless integration with the AWS ecosystem, which significantly reduces operational overhead. The built-in Data Catalog and schema discovery features are highlighted as making data management much simpler and more efficient.
- **Reviewers mention** that Cloudera Data Platform offers robust **data transformation capabilities** , with users praising its high-quality data cleansing and transformation features. This makes it a strong choice for organizations focused on maintaining data integrity and quality.
- **According to verified reviews** , AWS Glue is recognized for its **ease of use** , particularly in designing both full and incremental data loads. Users appreciate that most tasks can be accomplished directly from the AWS Glue UI, making it accessible for teams with varying technical expertise.
- **G2 reviewers highlight** that while Cloudera Data Platform has a solid user experience, it faces challenges in **setup and administration** compared to AWS Glue, which is noted for its more straightforward setup process and user-friendly administration features.
- **Users report** that AWS Glue's **scalability and cost-effectiveness** are significant advantages, especially for organizations looking to manage large volumes of data without incurring high operational costs. This makes it an attractive option for businesses aiming to optimize their data workflows.



| | AWS Glue | Cloudera | 
|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.1 out of 5 | 
| **Total Reviews** | 202 | 136 | 
| **Largest Market Segment** | Enterprise (47.9% of reviews) | Enterprise (42.3% of reviews) | 
| **Entry Level Price** | No pricing available | $0.25 1 CCU (Hourly rate) | 

---
## Top Pros & Cons

### AWS Glue

Pros:
- Ease of Use (6 reviews)
- Data Integration (3 reviews)

Cons:
- Slow Performance (3 reviews)
- Debugging Difficulty (2 reviews)

### Cloudera

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

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

---
## Ratings Comparison
| Rating | AWS Glue | Cloudera | 
|---|---|---|
  | **Meets Requirements** | 8.5 (158 reviews) | 8.6 (117 reviews) | 
  | **Ease of Use** | 8.4 (161 reviews) | 8.3 (119 reviews) | 
  | **Ease of Setup** | 8.6 (76 reviews) | 8.1 (60 reviews) | 
  | **Ease of Admin** | 8.3 (68 reviews) | 7.9 (59 reviews) | 
  | **Quality of Support** | 8.3 (156 reviews) | 8.0 (108 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (68 reviews) | 8.4 (56 reviews) | 
  | **Product Direction (% positive)** | 9.0 (157 reviews) | 8.4 (118 reviews) | 

---
## Pricing

### AWS Glue

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### 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

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | 6.6/10 | 33 |

#### Reports

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **Connectors** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 |
|---|---|---|
| **AWS Glue** | 8.7/10 | 20 |
| **Cloudera** | 8.9/10 | 10 |

#### Data Governance

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **User Access Management** | 8.6 (17 reviews) | 8.8 (10 reviews) | 
| **Dynamic Data Masking** | 8.8 (14 reviews) | 8.8 (8 reviews) | 
| **Data Lineage** | 8.7 (14 reviews) | 8.8 (8 reviews) | 

#### Data Preparation

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Search** | 8.2 (17 reviews) | 9.2 (10 reviews) | 
| **Data Quality and Cleansing** | 8.9 (15 reviews) | 9.4 (9 reviews) | 
| **Data Transformation** | 8.9 (16 reviews) | 9.7 (10 reviews) | 
| **Data Modeling** | 8.8 (18 reviews) | 8.9 (9 reviews) | 

#### Collaboration

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Commenting** | 8.2 (16 reviews) | 8.5 (8 reviews) | 
| **Profiling and Classification** | 9.0 (16 reviews) | 8.9 (9 reviews) | 
| **Business and Data Glossary** | 8.9 (16 reviews) | 8.9 (9 reviews) | 
| **Metadata Management ** | 8.6 (18 reviews) | 9.1 (9 reviews) | 

#### Artificial Intelligence

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Machine Learning Recommendations** | Feature Not Available | 9.5 (10 reviews) | 
| **Natural Language Query** | Feature Not Available | 9.1 (9 reviews) | 
| **Automatic Data Cleansing** | Feature Not Available | 8.7 (9 reviews) | 

#### Generative AI

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 Preparation

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | 8.4/10 | 70 |
| **Cloudera** | N/A | N/A |

#### Data Source Access

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Breadth of Data Sources** | 8.5 (60 reviews) | Not enough data | 
| **Ease of Data Connectivity** | 8.4 (61 reviews) | Not enough data | 
| **API Connectivity** | 8.5 (57 reviews) | Not enough data | 

#### Data Interaction

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Profiling and Classification** | 8.4 (58 reviews) | Not enough data | 
| **Metadata Management** | 8.5 (62 reviews) | Not enough data | 
| **Data Modeling** | 8.3 (61 reviews) | Not enough data | 
| **Data Joining** | 8.8 (61 reviews) | Not enough data | 
| **Data Blending** | 8.6 (54 reviews) | Not enough data | 
| **Data Quality and Cleansing** | 8.9 (59 reviews) | Not enough data | 
| **Data Sharing** | 8.6 (57 reviews) | Not enough data | 
| **Data Governance** | 8.3 (58 reviews) | Not enough data | 

#### Data Exporting

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Breadth of Integrations** | 8.6 (58 reviews) | Not enough data | 
| **Ease of Integrations** | 8.2 (58 reviews) | Not enough data | 
| **Data Workflows** | 8.4 (61 reviews) | Not enough data | 

#### Generative AI

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **AI Text Generation** | 6.9 (8 reviews) | Not enough data | 

### Data Virtualization

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | 9.0/10 | 28 |
| **Cloudera** | N/A | N/A |

#### Administration

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Database Management** | 9.1 (23 reviews) | Not enough data | 
| **Access Control** | 9.0 (23 reviews) | Not enough data | 
| **Data Security** | 9.1 (25 reviews) | Not enough data | 

#### Federation

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Architecture** | 9.1 (24 reviews) | Not enough data | 
| **Provisioning** | 9.2 (23 reviews) | Not enough data | 
| **Orchestration** | 8.9 (22 reviews) | Not enough data | 
| **API / Integrations** | 8.9 (22 reviews) | Not enough data | 

#### Transformation

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Data Visualization** | 8.7 (24 reviews) | Not enough data | 
| **Application Performance** | 9.1 (23 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (24 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | N/A | N/A |

#### Administration

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Governance

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 |
|---|---|---|
| **AWS Glue** | 8.9/10 | 82 |
| **Cloudera** | N/A | N/A |

#### Management

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Reporting** | 8.7 (61 reviews) | Not enough data | 
| **Auditing** | 8.7 (56 reviews) | Not enough data | 

#### Functionality

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Extraction** | 9.0 (67 reviews) | Not enough data | 
| **Transformation** | 8.9 (73 reviews) | Not enough data | 
| **Loading** | 9.2 (70 reviews) | Not enough data | 
| **Automation** | 8.8 (69 reviews) | Not enough data | 
| **Scalability** | 8.9 (70 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | N/A | N/A |

#### Deployment

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **Metrics** | Not enough data | Not enough data | 
| **Infrastructure management** | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | 

#### Management

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | 

#### Generative AI

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | 9.5/10 | 16 |

#### System

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.7 (15 reviews) | 

#### Model Development

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **Feature Engineering** | Not enough data | 9.4 (14 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 9.8 (14 reviews) | 
| **Deep Learning** | Not enough data | 9.9 (13 reviews) | 

#### Deployment

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 Replication

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | 9.1/10 | 22 |
| **Cloudera** | N/A | N/A |

#### Management

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Real-Time Analytics** | 9.1 (18 reviews) | Not enough data | 
| **Solution Integration** | 9.0 (19 reviews) | Not enough data | 
| **Infrastructure Compatibility** | 9.1 (18 reviews) | Not enough data | 
| **Monitoring** | 9.1 (17 reviews) | Not enough data | 

#### Solution Provision

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **System Failover** | 9.0 (16 reviews) | Not enough data | 
| **Pay by Usage** | 8.8 (15 reviews) | Not enough data | 
| **Service Provision** | 8.9 (16 reviews) | Not enough data | 

### Data Fabric

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

#### Data Management

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

#### Security

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | 8.8/10 | 16 |

#### Data Management

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **On-Premise** | Not enough data | 9.3 (14 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 8.9 (14 reviews) ✓ Verified | 

#### Performance 

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Scalability** | Not enough data | 9.2 (14 reviews) ✓ Verified | 

#### Security

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

#### Generative AI

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | N/A | N/A |

#### Management

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### Relational Databases

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

#### Management 

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | N/A | N/A |

#### Data Management

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Data Model** | Not enough data | Not enough data | 
| **Data Types** | Not enough data | Not enough data | 

#### Availability

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **Integrated Cache** | Not enough data | Feature Not Available | 

#### Security

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

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | N/A | N/A |

#### Data Management

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **Analytics capabilities** | Not enough data | Not enough data | 
| **Dasboard visualizations** | Not enough data | Not enough data | 

#### Monitoring and Management

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Data Observability** | Not enough data | Not enough data | 
| **Testing capabilities** | Not enough data | Not enough data | 

#### Cloud Deployment

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | Not enough data | 
| **Cloud migration capabilities** | Not enough data | Not enough data | 

#### Generative AI

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Active Metadata Management

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | N/A | N/A |

#### Data management

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | 

### Backup

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | N/A | N/A |

#### Management

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Disaster Recovery** | Not enough data | Not enough data | 
| **Remote Backup** | Not enough data | Not enough data | 
| **Storage Formats** | Not enough data | Not enough data | 
| **Scheduled Backups** | Not enough data | Not enough data | 
| **On-Demand Restoration** | Not enough data | Not enough data | 

#### Reporting

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Activity Monitoring** | Not enough data | Not enough data | 
| **Documentation** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 

#### Security

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **Security and Compliance** | Not enough data | Not enough data | 
| **Deduplication ** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | 8.2/10 | 14 |

#### Database

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.8 (13 reviews) | 
| **Spark Integration** | Not enough data | 8.3 (11 reviews) | 

#### Platform

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **Cloud Processing** | Not enough data | 7.7 (8 reviews) | 
| **Workload Processing** | Not enough data | 7.7 (11 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | 8.3/10 | 12 |

#### Data Transformation

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 7.0 (11 reviews) ✓ Verified | 
| **Data Querying** | Not enough data | 8.6 (7 reviews) ✓ Verified | 

#### Connectivity

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | 7.6/10 | 24 |

#### Building Reports

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 | AWS Glue | Cloudera | 
|---|---|---|
| **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 |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Cloudera** | N/A | N/A |

#### Database Features

| Feature | AWS Glue | Cloudera | 
|---|---|---|
| **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 (3):** [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools)

**Unique to AWS Glue (4):** [AWS Marketplace Software](https://www.g2.com/categories/aws-marketplace), [Data Replication Software](https://www.g2.com/categories/data-replication), [Data Virtualization Software](https://www.g2.com/categories/data-virtualization), [Data Preparation Software](https://www.g2.com/categories/data-preparation)

**Unique to Cloudera (14):** [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), [Stream Analytics Software](https://www.g2.com/categories/stream-analytics), [Data Fabric Software](https://www.g2.com/categories/data-fabric), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management), [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), [Key Value Databases](https://www.g2.com/categories/key-value-databases), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Relational Databases](https://www.g2.com/categories/relational-databases)


---
## Reviewer Demographics

### By Company Size

| Segment | AWS Glue | Cloudera | 
|---|---|---|
| **Small-Business** | 22.7% | 32.3% | 
| **Mid-Market** | 29.4% | 25.4% | 
| **Enterprise** | 47.9% | 42.3% | 

### By Industry

#### AWS Glue

- **Information Technology and Services:** 18.1%
- **Computer Software:** 15.0%
- **Financial Services:** 6.7%
- **Hospital & Health Care:** 5.7%
- **Computer & Network Security:** 4.1%
- **Telecommunications:** 3.6%
- **Insurance:** 3.6%
- **Banking:** 3.1%
- **Airlines/Aviation:** 2.6%
- **Marketing and Advertising:** 2.6%
- **Other:** 34.7%

#### 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%

---
## Alternatives

### Alternatives to AWS Glue

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (852 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (799 reviews)
- [Hevo Data](https://www.g2.com/products/hevo-data/reviews) — 4.4/5 stars (283 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (777 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1335 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (398 reviews)
- [Integrate.io](https://www.g2.com/products/integrate-io/reviews) — 4.3/5 stars (212 reviews)
- [Maia](https://www.g2.com/products/matillion-maia/reviews) — 4.5/5 stars (125 reviews)
- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (100 reviews)

### Alternatives to Cloudera

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1335 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (852 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 (621 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)

---
## Top Discussions

### AWS Glue

- Title: [What does AWS Glue do?](https://www.g2.com/discussions/what-does-aws-glue-do) — 2 comments
  > **Top comment:** "AWS Glue is a serverless data integration service that makes it easier to discover, prepare, move, and integrate data from multiple sources for analytics,..."
- Title: [What are the main components of AWS Glue?](https://www.g2.com/discussions/what-are-the-main-components-of-aws-glue) — 2 comments
  > **Top comment:** "Data Catalog
Crawlers and data discovery
DataBrew"
- Title: [What is AWS Glue and how it works?](https://www.g2.com/discussions/what-is-aws-glue-and-how-it-works) — 1 comment
  > **Top comment:** "I used glue to create a batch job which can trigger and schedule an event and run the process. "
- Title: [What are the features of glue?](https://www.g2.com/discussions/what-are-the-features-of-glue) — 1 comment
  > **Top comment:** "AWS Glue is a fully managed extract, transform, and load (ETL) service offered by Amazon Web Services.
Features of AWS glue are
1.Data Catalog: AWS Glue..."

### 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"

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