# AWS Glue, Denodo vs Azure Data Factory Comparison

| | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.3 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 202 | 47 | 100 | 
| **Largest Market Segment** | Enterprise (47.9% of reviews) | Enterprise (52.6% of reviews) | Enterprise (59.6% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | No pricing available | 

---
## Top Pros & Cons

### AWS Glue

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

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

### Denodo

Pros:
- Functionality (3 reviews)
- Connectors (2 reviews)

Cons:
- Expensive (2 reviews)
- Bug Issues (1 reviews)

### Azure Data Factory

Pros:
- Data Integration (5 reviews)
- Ease of Use (5 reviews)

Cons:
- Debugging Difficulty (5 reviews)
- Difficult Debugging (4 reviews)

---
## Ratings Comparison
| Rating | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
  | **Meets Requirements** | 8.5 (158 reviews) | 8.4 (30 reviews) | 9.1 (77 reviews) | 
  | **Ease of Use** | 8.4 (161 reviews) | 8.7 (30 reviews) | 8.9 (79 reviews) | 
  | **Ease of Setup** | 8.6 (76 reviews) | 8.2 (18 reviews) | 9.0 (44 reviews) | 
  | **Ease of Admin** | 8.3 (68 reviews) | 7.5 (16 reviews) | 8.7 (31 reviews) | 
  | **Quality of Support** | 8.3 (156 reviews) | 8.2 (27 reviews) | 8.8 (72 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (68 reviews) | 8.9 (16 reviews) | 9.1 (30 reviews) | 
  | **Product Direction (% positive)** | 9.0 (157 reviews) | 9.1 (26 reviews) | 9.8 (73 reviews) | 

---
## Pricing

### AWS Glue

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Denodo

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Azure Data Factory

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Reports

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | Not enough data | 
| **Steps to Answer** | Not enough data | Not enough data | Not enough data | 
| **Graphs and Charts** | Not enough data | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | Not enough data | 

#### Self Service 

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | Not enough data | 
| **Data Column Filtering** | Not enough data | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 
| **Search** | Not enough data | Not enough data | Not enough data | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Not enough data | 
| **Automodeling** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Big Data Services** | Not enough data | Not enough data | Not enough data | 

#### Building Reports

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | 8.7/10 | 20 |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Data Governance

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **User Access Management** | 8.6 (17 reviews) | Not enough data | Not enough data | 
| **Dynamic Data Masking** | 8.8 (14 reviews) | Not enough data | Not enough data | 
| **Data Lineage** | 8.7 (14 reviews) | Not enough data | Not enough data | 

#### Data Preparation

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Search** | 8.2 (17 reviews) | Not enough data | Not enough data | 
| **Data Quality and Cleansing** | 8.9 (15 reviews) | Not enough data | Not enough data | 
| **Data Transformation** | 8.9 (16 reviews) | Not enough data | Not enough data | 
| **Data Modeling** | 8.8 (18 reviews) | Not enough data | Not enough data | 

#### Collaboration

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Commenting** | 8.2 (16 reviews) | Not enough data | Not enough data | 
| **Profiling and Classification** | 9.0 (16 reviews) | Not enough data | Not enough data | 
| **Business and Data Glossary** | 8.9 (16 reviews) | Not enough data | Not enough data | 
| **Metadata Management ** | 8.6 (18 reviews) | Not enough data | Not enough data | 

#### Artificial Intelligence

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Machine Learning Recommendations** | Feature Not Available | Not enough data | Not enough data | 
| **Natural Language Query** | Feature Not Available | Not enough data | Not enough data | 
| **Automatic Data Cleansing** | Feature Not Available | Not enough data | Not enough data | 

#### Generative AI

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Machine Learning Data Catalog

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | 8.4/10 | 70 |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Data Source Access

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

#### Data Interaction

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

#### Data Exporting

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

#### Generative AI

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **AI Text Generation** | 6.9 (8 reviews) | Not enough data | Not enough data | 

### Data Virtualization

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | 9.0/10 | 28 |
| **Denodo** | 8.4/10 | 26 |
| **Azure Data Factory** | N/A | N/A |

#### Administration

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Database Management** | 9.1 (23 reviews) | 8.8 (20 reviews) | Not enough data | 
| **Access Control** | 9.0 (23 reviews) | 8.2 (18 reviews) | Not enough data | 
| **Data Security** | 9.1 (25 reviews) | 8.1 (18 reviews) | Not enough data | 

#### Federation

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Architecture** | 9.1 (24 reviews) | 8.2 (18 reviews) | Not enough data | 
| **Provisioning** | 9.2 (23 reviews) | 8.1 (18 reviews) | Not enough data | 
| **Orchestration** | 8.9 (22 reviews) | 8.3 (17 reviews) | Not enough data | 
| **API / Integrations** | 8.9 (22 reviews) | 8.9 (15 reviews) | Not enough data | 

#### Transformation

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Data Visualization** | 8.7 (24 reviews) | 9.0 (17 reviews) | Not enough data | 
| **Application Performance** | 9.1 (23 reviews) | 8.0 (18 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (24 reviews) | 8.8 (18 reviews) | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | 8.9/10 | 82 |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | 9.0/10 | 62 |

#### Management

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Reporting** | 8.7 (61 reviews) | Not enough data | 8.6 (50 reviews) | 
| **Auditing** | 8.7 (56 reviews) | Not enough data | 8.4 (46 reviews) | 

#### Functionality

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Extraction** | 9.0 (67 reviews) | Not enough data | 9.2 (56 reviews) | 
| **Transformation** | 8.9 (73 reviews) | Not enough data | 9.1 (54 reviews) | 
| **Loading** | 9.2 (70 reviews) | Not enough data | 9.4 (52 reviews) | 
| **Automation** | 8.8 (69 reviews) | Not enough data | 9.2 (54 reviews) | 
| **Scalability** | 8.9 (70 reviews) | Not enough data | 9.1 (51 reviews) | 

### Data Replication

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | 9.1/10 | 22 |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Management

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

#### Solution Provision

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

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Denodo** | 8.7/10 | 7 |
| **Azure Data Factory** | N/A | N/A |

#### Data Management

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Data Integration** | Not enough data | 9.3 (5 reviews) | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 
| **Multi - Platform** | Not enough data | Not enough data | Not enough data | 
| **Metadata** | Not enough data | 8.0 (5 reviews) | Not enough data | 

#### Analytics

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Data Analytics** | Not enough data | Not enough data | Not enough data | 

#### Security

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Compliance** | Not enough data | 8.7 (5 reviews) | Not enough data | 
| **Governance** | Not enough data | 8.7 (5 reviews) | Not enough data | 
| **Data Protection** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Data Management

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Data Integration** | Not enough data | Not enough data | Not enough data | 
| **Data Compression** | Not enough data | Not enough data | Not enough data | 
| **Data Quality** | Not enough data | Not enough data | Not enough data | 
| **Built-In Data Analytics** | Not enough data | Not enough data | Not enough data | 
| **In-Database Machine Learning** | Not enough data | Not enough data | Not enough data | 
| **Data Lake Analytics** | Not enough data | Not enough data | Not enough data | 

#### Integration

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **AI/ ML Integration** | Not enough data | Not enough data | Not enough data | 
| **BI Tool Integration** | Not enough data | Not enough data | Not enough data | 
| **Data lake Integration** | Not enough data | Not enough data | Not enough data | 

#### Deployment

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **On-Premise** | Not enough data | Not enough data | Not enough data | 
| **Cloud** | Not enough data | Not enough data | Not enough data | 

#### Performance 

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Scalability** | Not enough data | Not enough data | Not enough data | 

#### Security

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Data Governance** | Not enough data | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | Not enough data | Not enough data | Not enough data | 
| **Open API & SDK Integration** | Not enough data | Not enough data | Not enough data | 

#### Data Connectivity & Federation - Semantic Layer Tools

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Cross-Source Query Federation** | Not enough data | Not enough data | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | Not enough data | Not enough data | Not enough data | 

#### Data Modeling & Metrics - Semantic Layer Tools

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Derived & Calculated Metrics** | Not enough data | Not enough data | Not enough data | 
| **Time Intelligence Functions** | Not enough data | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Query Caching & Acceleration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **AI Governance & Observability** | Not enough data | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | Not enough data | 
| **Version Control & Change Impact Analysis** | Not enough data | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Natural Language Query Interface** | Not enough data | Not enough data | Not enough data | 
| **Semantic Layer for AI/ML Models** | Not enough data | Not enough data | Not enough data | 
| **Recommendation Engine** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Agentic Query Orchestration** | Not enough data | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | Not enough data | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | Not enough data | Not enough data | Not enough data | 

### Backup

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Management

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

#### Reporting

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Activity Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Documentation** | Not enough data | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | Not enough data | 

#### Security

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | Not enough data | 
| **Security and Compliance** | Not enough data | Not enough data | Not enough data | 
| **Deduplication ** | Not enough data | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Database

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Real-Time Data Collection** | Not enough data | Not enough data | Not enough data | 
| **Data Distribution** | Not enough data | Not enough data | Not enough data | 
| **Data Lake** | Not enough data | Not enough data | Not enough data | 

#### Integrations

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | Not enough data | 
| **Spark Integration** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Machine Scaling** | Not enough data | Not enough data | Not enough data | 
| **Data Preparation** | Not enough data | Not enough data | Not enough data | 
| **Spark Integration** | Not enough data | Not enough data | Not enough data | 

#### Processing

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Cloud Processing** | Not enough data | Not enough data | Not enough data | 
| **Workload Processing** | Not enough data | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Denodo** | N/A | N/A |
| **Azure Data Factory** | N/A | N/A |

#### Building Reports

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms)

**Unique to AWS Glue (6):** [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), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [ETL Tools](https://www.g2.com/categories/etl-tools)

**Unique to Denodo (6):** [Data Fabric Software](https://www.g2.com/categories/data-fabric), [Data Virtualization Software](https://www.g2.com/categories/data-virtualization), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [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), [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools)

**Unique to Azure Data Factory (1):** [ETL Tools](https://www.g2.com/categories/etl-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | AWS Glue | Denodo | Azure Data Factory | 
|---|---|---|---|
| **Small-Business** | 22.7% | 21.1% | 11.7% | 
| **Mid-Market** | 29.4% | 26.3% | 28.7% | 
| **Enterprise** | 47.9% | 52.6% | 59.6% | 

### 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%

#### Denodo

- **Insurance:** 16.7%
- **Banking:** 13.9%
- **Financial Services:** 11.1%
- **Information Technology and Services:** 11.1%
- **Computer Software:** 5.6%
- **Higher Education:** 5.6%
- **Telecommunications:** 2.8%
- **Consumer Services:** 2.8%
- **Electrical/Electronic Manufacturing:** 2.8%
- **Hospitality:** 2.8%
- **Other:** 25.0%

#### Azure Data Factory

- **Information Technology and Services:** 31.6%
- **Computer Software:** 12.6%
- **Consulting:** 5.3%
- **Financial Services:** 5.3%
- **Airlines/Aviation:** 4.2%
- **Retail:** 4.2%
- **Hospital & Health Care:** 3.2%
- **Oil & Energy:** 2.1%
- **Education Management:** 2.1%
- **Logistics and Supply Chain:** 2.1%
- **Other:** 27.4%

---
## Alternatives

### Alternatives to AWS Glue

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- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 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)
- [Informatica PowerCenter](https://www.g2.com/products/informatica-powercenter/reviews) — 4.3/5 stars (90 reviews)
- [Maia](https://www.g2.com/products/matillion-maia/reviews) — 4.4/5 stars (84 reviews)

### Alternatives to Denodo

- [Dremio](https://www.g2.com/products/dremio/reviews) — 4.6/5 stars (70 reviews)
- [CData Virtuality](https://www.g2.com/products/cdata-virtuality/reviews) — 4.7/5 stars (20 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1630 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2280 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)

### Alternatives to Azure Data Factory

- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (398 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (206 reviews)
- [Maia](https://www.g2.com/products/matillion-maia/reviews) — 4.4/5 stars (84 reviews)
- [IBM DataStage](https://www.g2.com/products/ibm-datastage/reviews) — 4.0/5 stars (73 reviews)
- [Apache NiFi](https://www.g2.com/products/apache-nifi/reviews) — 4.2/5 stars (26 reviews)
- [Pentaho Data Integration](https://www.g2.com/products/pentaho-data-integration/reviews) — 4.3/5 stars (17 reviews)
- [Qlik Replicate](https://www.g2.com/products/qlik-replicate/reviews) — 4.3/5 stars (110 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (795 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 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..."

### Denodo

No discussions available for this product.

### Azure Data Factory

- Title: [Is Azure data Factory an ETL tool?](https://www.g2.com/discussions/is-azure-data-factory-an-etl-tool) — 2 comments
  > **Top comment:** "Yes Azure Data Factory is a No-Code ETL tool. Very easy to use."

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