# AWS Glue vs Databricks Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in user experience, particularly with its intuitive notebook interface and polished SQL editor. Users appreciate the seamless switching between Python, SQL, and Scala, which enhances productivity and collaboration across data engineering and analytics tasks.
- **Users say** that AWS Glue offers a strong advantage with its serverless architecture and tight integration within the AWS ecosystem. The built-in Data Catalog and schema discovery features significantly reduce operational overhead, making it easier for teams to manage their ETL processes.
- **According to verified reviews** , Databricks stands out for its comprehensive end-to-end data workflow capabilities. Reviewers highlight features like Genie, Lakeflow Connect, and DLT, which streamline data handling and improve overall efficiency for data teams.
- **Reviewers mention** that AWS Glue simplifies the design of both full and incremental data loads, with many praising the ease of use of its UI. This accessibility allows users to manage their data pipelines effectively without extensive technical expertise.
- **G2 reviewers highlight** that Databricks has a significantly higher overall satisfaction score, reflecting its strong performance in areas like automation and scalability. Users note that the platform provides a faster end-to-end data flow and a single source of truth, which is crucial for collaborative projects.
- **Users report** that while AWS Glue is cost-effective and highly scalable, some find it less intuitive compared to Databricks, particularly when it comes to complex data transformations. This can lead to challenges for teams that require more advanced data manipulation capabilities.



| | AWS Glue | Databricks | 
|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 202 | 789 | 
| **Largest Market Segment** | Enterprise (47.9% of reviews) | Enterprise (43.7% of reviews) | 
| **Entry Level Price** | 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)

### Databricks

Pros:
- Features (192 reviews)
- Ease of Use (155 reviews)

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

---
## Ratings Comparison
| Rating | AWS Glue | Databricks | 
|---|---|---|
  | **Meets Requirements** | 8.5 (158 reviews) | 9.0 (612 reviews) | 
  | **Ease of Use** | 8.4 (161 reviews) | 8.9 (632 reviews) | 
  | **Ease of Setup** | 8.6 (76 reviews) | 8.7 (505 reviews) | 
  | **Ease of Admin** | 8.3 (68 reviews) | 8.4 (190 reviews) | 
  | **Quality of Support** | 8.3 (156 reviews) | 8.8 (589 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (68 reviews) | 8.9 (194 reviews) | 
  | **Product Direction (% positive)** | 9.0 (157 reviews) | 9.6 (598 reviews) | 

---
## Pricing

### AWS Glue

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Databricks** | 8.9/10 | 218 |

#### Reports

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Reports Interface** | Not enough data | 8.6 (16 reviews) | 
| **Steps to Answer** | Not enough data | 7.9 (12 reviews) | 
| **Graphs and Charts** | Not enough data | 8.6 (13 reviews) | 
| **Score Cards** | Not enough data | 8.0 (10 reviews) | 
| **Dashboards** | Not enough data | 9.0 (17 reviews) | 

#### Data Preparation

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Connectors** | Not enough data | 9.0 (8 reviews) | 
| **Data Governance** | Not enough data | 9.1 (9 reviews) | 

#### Data Modeling and Blending

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Querying** | Not enough data | 9.2 (10 reviews) | 
| **Data Filtering** | Not enough data | 9.1 (9 reviews) | 
| **Data Blending** | Not enough data | 9.0 (10 reviews) | 

#### Generative AI

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.2 (10 reviews) | 
| **AI Text Summarization** | Not enough data | 9.3 (7 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.4 (8 reviews) | 
| **Multi-step Planning** | Not enough data | 8.9 (6 reviews) | 
| **Cross-system Integration** | Not enough data | 8.6 (7 reviews) | 
| **Adaptive Learning** | Not enough data | 8.6 (7 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.5 (8 reviews) | 
| **Proactive Assistance** | Not enough data | 9.8 (7 reviews) | 
| **Decision Making** | Not enough data | 9.4 (6 reviews) | 

#### Self Service 

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Calculated Fields** | Not enough data | 8.1 (12 reviews) | 
| **Data Column Filtering** | Not enough data | 8.1 (12 reviews) | 
| **Data Discovery** | Not enough data | 8.7 (13 reviews) | 
| **Search** | Not enough data | 8.2 (13 reviews) | 
| **Collaboration / Workflow** | Not enough data | 8.7 (15 reviews) | 
| **Automodeling** | Not enough data | 8.3 (10 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 8.1 (8 reviews) | 
| **Report Scheduling and Automation** | Not enough data | 9.3 (9 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | 8.8 (7 reviews) | 
| **Data Source Connectivity** | Not enough data | 9.3 (7 reviews) | 

#### Advanced Analytics

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Predictive Analytics** | Not enough data | 8.6 (13 reviews) | 
| **Data Visualization** | Not enough data | 8.6 (15 reviews) | 
| **Big Data Services** | Not enough data | 9.4 (18 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 9.0 (8 reviews) | 
| **Concurrent User Support** | Not enough data | 9.7 (5 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | 9.1 (9 reviews) | 
| **Notebook and Script Integration** | Not enough data | 8.7 (9 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | 8.8 (7 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 8.8 (8 reviews) | 
| **Natural Language Queries** | Not enough data | 9.1 (9 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 9.0 (7 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 8.8 (8 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | 9.3 (7 reviews) | 
| **Role-based Insight Personalization** | Not enough data | 8.1 (9 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | 8.5 (8 reviews) | 

#### Building Reports

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.1 (168 reviews) | 
| **Data Modeling** | Not enough data | 8.6 (158 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.7 (126 reviews) | 
| **Integration APIs** | Not enough data | 8.5 (161 reviews) | 

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | 8.7/10 | 20 |
| **Databricks** | N/A | N/A |

#### Data Governance

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

#### Data Preparation

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

#### Collaboration

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

#### Artificial Intelligence

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

#### Generative AI

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

#### Agentic AI - Machine Learning Data Catalog

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

### Data Preparation

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

#### Data Source Access

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

### Data Virtualization

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

#### Administration

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **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 | Databricks | 
|---|---|---|
| **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 | Databricks | 
|---|---|---|
| **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 |
| **Databricks** | 8.8/10 | 118 |

#### Administration

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Modelling** | Not enough data | 8.8 (100 reviews) | 
| **Recommendations** | Not enough data | 8.6 (94 reviews) | 
| **Workflow Management** | Not enough data | 9.0 (95 reviews) | 
| **Dashboards and Visualizations** | Not enough data | 8.8 (100 reviews) | 

#### Management

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Business Glossary** | Not enough data | 8.5 (88 reviews) | 
| **Data Discovery** | Not enough data | 8.6 (87 reviews) | 
| **Data Profililng** | Not enough data | 8.7 (89 reviews) | 
| **Reporting and Visualization** | Not enough data | 8.5 (88 reviews) | 
| **Data Lineage** | Not enough data | 8.8 (87 reviews) | 

#### Compliance

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | 8.9 (100 reviews) | 
| **Training and Guidelines** | Not enough data | 8.7 (93 reviews) | 
| **Policy Enforcement** | Not enough data | 8.9 (95 reviews) | 
| **Compliance Monitoring** | Not enough data | 8.7 (96 reviews) | 

#### Security

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Access Control** | Not enough data | 9.0 (89 reviews) | 
| **Roles Management** | Not enough data | 8.9 (87 reviews) | 
| **Compliance Management** | Not enough data | 8.8 (87 reviews) | 

#### Data Quality

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Preparation** | Not enough data | 9.0 (95 reviews) | 
| **Data Distribution** | Not enough data | 8.7 (94 reviews) | 
| **Data Unification** | Not enough data | 9.0 (95 reviews) | 

#### Maintainence

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Quality Management** | Not enough data | 8.7 (86 reviews) | 
| **Policy Management** | Not enough data | 8.8 (85 reviews) | 

#### Generative AI

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (83 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (82 reviews) | 

#### Agentic AI - Data Governance

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.6 (11 reviews) | 
| **Multi-step Planning** | Not enough data | 8.9 (12 reviews) | 
| **Cross-system Integration** | Not enough data | 9.1 (15 reviews) | 
| **Adaptive Learning** | Not enough data | 8.6 (13 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.1 (13 reviews) | 
| **Decision Making** | Not enough data | 9.0 (14 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | 8.9/10 | 82 |
| **Databricks** | 8.9/10 | 193 |

#### Management

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Reporting** | 8.7 (61 reviews) | 8.6 (172 reviews) | 
| **Auditing** | 8.7 (56 reviews) | 8.5 (164 reviews) | 

#### Functionality

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Extraction** | 9.0 (67 reviews) | 9.1 (177 reviews) | 
| **Transformation** | 8.9 (73 reviews) | 9.2 (179 reviews) | 
| **Loading** | 9.2 (70 reviews) | 9.1 (173 reviews) | 
| **Automation** | 8.8 (69 reviews) | 9.0 (169 reviews) | 
| **Scalability** | 8.9 (70 reviews) | 9.1 (169 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Databricks** | 8.9/10 | 82 |

#### Deployment

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 8.9 (66 reviews) | 
| **Framework Flexibility** | Not enough data | 8.9 (65 reviews) | 
| **Versioning** | Not enough data | 8.9 (67 reviews) | 
| **Ease of Deployment** | Not enough data | 8.9 (67 reviews) | 
| **Scalability** | Not enough data | 9.0 (69 reviews) | 

#### Deployment

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 8.9 (63 reviews) | 
| **Framework Flexibility** | Not enough data | 8.8 (63 reviews) | 
| **Versioning** | Not enough data | 8.6 (67 reviews) | 
| **Ease of Deployment** | Not enough data | 8.9 (66 reviews) | 
| **Scalability** | Not enough data | 9.1 (67 reviews) | 

#### Management

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (66 reviews) | 
| **Monitoring** | Not enough data | 8.9 (67 reviews) | 
| **Governing** | Not enough data | 9.2 (63 reviews) | 
| **Model Registry** | Not enough data | 9.0 (70 reviews) | 

#### Operations

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Metrics** | Not enough data | 8.8 (63 reviews) | 
| **Infrastructure management** | Not enough data | 8.9 (64 reviews) | 
| **Collaboration** | Not enough data | 9.1 (65 reviews) | 

#### Management

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 8.9 (63 reviews) | 
| **Monitoring** | Not enough data | 8.7 (62 reviews) | 
| **Governing** | Not enough data | 9.1 (60 reviews) | 

#### Generative AI

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (30 reviews) | 
| **AI Text Summarization** | Not enough data | 8.4 (30 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Databricks** | 8.6/10 | 222 |

#### System

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 8.9 (182 reviews) | 

#### Model Development

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Language Support** | Not enough data | 8.8 (186 reviews) | 
| **Drag and Drop** | Not enough data | 8.0 (190 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.3 (187 reviews) | 
| **Model Training** | Not enough data | 8.7 (194 reviews) | 

#### Model Development

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.5 (173 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Computer Vision** | Not enough data | 8.2 (175 reviews) | 
| **Natural Language Processing** | Not enough data | 8.5 (181 reviews) | 
| **Natural Language Generation** | Not enough data | 8.3 (174 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.2 (174 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.4 (159 reviews) | 
| **Deep Learning** | Not enough data | 8.4 (162 reviews) | 

#### Deployment

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Managed Service** | Not enough data | 8.5 (180 reviews) | 
| **Application** | Not enough data | 8.7 (182 reviews) | 
| **Scalability** | Not enough data | 9.0 (189 reviews) | 

#### Generative AI

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.2 (87 reviews) | 
| **AI Text Summarization** | Not enough data | 8.4 (88 reviews) | 
| **AI Text-to-Image** | Not enough data | 7.6 (87 reviews) | 

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

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.1 (9 reviews) | 
| **Multi-step Planning** | Not enough data | 8.5 (8 reviews) | 
| **Cross-system Integration** | Not enough data | 8.3 (9 reviews) | 
| **Adaptive Learning** | Not enough data | 8.8 (8 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.2 (11 reviews) | 
| **Proactive Assistance** | Not enough data | 9.3 (7 reviews) | 
| **Decision Making** | Not enough data | 9.4 (8 reviews) | 

### Data Replication

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

#### Management

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **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 | Databricks | 
|---|---|---|
| **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 Warehouse

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Databricks** | 8.8/10 | 214 |

#### Data Management

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (190 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (182 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.9 (183 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.8 (181 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.7 (170 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 9.1 (173 reviews) ✓ Verified | 

#### Integration

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.8 (177 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.8 (169 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 9.1 (177 reviews) ✓ Verified | 

#### Deployment

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **On-Premise** | Not enough data | 7.9 (157 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.2 (180 reviews) ✓ Verified | 

#### Performance 

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Scalability** | Not enough data | 9.2 (183 reviews) ✓ Verified | 

#### Security

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Governance** | Not enough data | 8.9 (175 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 8.9 (170 reviews) ✓ Verified | 

#### Generative AI

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.5 (78 reviews) | 
| **AI Text Summarization** | Not enough data | 8.4 (76 reviews) | 

### Database Management Systems (DBMS)

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

#### Management

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **Performance Analysis** | Not enough data | Not enough data | 

#### Maintenance

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

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

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Databricks** | 8.9/10 | 83 |

#### Data Management

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.0 (69 reviews) | 
| **Metadata** | Not enough data | 8.8 (72 reviews) | 
| **Self-service** | Not enough data | 8.9 (71 reviews) | 
| **Automated workflows** | Not enough data | 9.1 (70 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.2 (10 reviews) | 
| **Multi-step Planning** | Not enough data | 9.0 (8 reviews) | 
| **Cross-system Integration** | Not enough data | 9.0 (10 reviews) | 
| **Adaptive Learning** | Not enough data | 9.1 (9 reviews) | 
| **Decision Making** | Not enough data | 9.4 (9 reviews) | 

#### Analytics

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 8.9 (69 reviews) | 
| **Dasboard visualizations** | Not enough data | 8.6 (69 reviews) | 

#### Monitoring and Management

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Observability** | Not enough data | 8.6 (69 reviews) | 
| **Testing capabilities** | Not enough data | 8.6 (69 reviews) | 

#### Cloud Deployment

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 9.0 (64 reviews) | 
| **Cloud migration capabilities** | Not enough data | 9.0 (66 reviews) | 

#### Generative AI

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.0 (37 reviews) | 
| **AI Text Summarization** | Not enough data | 8.9 (37 reviews) | 

### Generative AI Infrastructure

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

#### Scalability and Performance - Generative AI Infrastructure

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | 
| **AI Model Training Scalability** | Not enough data | Not enough data | 
| **AI Inference Speed** | Not enough data | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | 
| **AI Energy Efficiency** | Not enough data | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | 
| **AI Role-based Access Control** | Not enough data | Not enough data | 
| **AI Data Encryption** | Not enough data | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | 

### AI Agent Builders

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

#### Customization - AI Agent Builders

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Natural Language Configuration** | Not enough data | Not enough data | 
| **Tone Customization** | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | 
| **Agent Branding** | Not enough data | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | 
| **Seamless Human Escalation** | Not enough data | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Analytics & Reporting** | Not enough data | Not enough data | 
| **Contextual Awareness** | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | 
| **API Usage** | Not enough data | Not enough data | 
| **Platform Interoperability** | Not enough data | Not enough data | 
| **CRM Data Integration** | Not enough data | Not enough data | 

### AWS Marketplace

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

#### Agentic AI - AWS Marketplace

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 

### AI Gateways

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

#### Traffic Management & Performance - AI Gateways

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Token-Aware Rate Limiting** | Not enough data | Not enough data | 
| **Semantic Caching** | Not enough data | Not enough data | 
| **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | 

#### Governance & Observability - AI Gateways

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Privacy** | Not enough data | Not enough data | 
| **Cost Tracking** | Not enough data | Not enough data | 
| **Centralized API Key Security** | Not enough data | Not enough data | 

### Backup

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

#### Management

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **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 | Databricks | 
|---|---|---|
| **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 | Databricks | 
|---|---|---|
| **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 |
| **Databricks** | 8.9/10 | 339 |

#### Database

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 8.7 (238 reviews) | 
| **Data Distribution** | Not enough data | 8.9 (245 reviews) | 
| **Data Lake** | Not enough data | 9.3 (272 reviews) | 

#### Integrations

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.3 (217 reviews) | 
| **Spark Integration** | Not enough data | 9.1 (273 reviews) | 

#### Platform

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Machine Scaling** | Not enough data | 9.0 (272 reviews) | 
| **Data Preparation** | Not enough data | 8.9 (254 reviews) | 
| **Spark Integration** | Not enough data | 9.1 (273 reviews) | 

#### Processing

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Cloud Processing** | Not enough data | 9.1 (253 reviews) | 
| **Workload Processing** | Not enough data | 9.0 (264 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Databricks** | 8.9/10 | 265 |

#### Data Transformation

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.9 (228 reviews) | 
| **Data Querying** | Not enough data | 9.1 (239 reviews) | 

#### Connectivity

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.7 (207 reviews) | 
| **Spark Integration** | Not enough data | 9.2 (232 reviews) | 
| **Multi-Source Analysis** | Not enough data | 9.0 (222 reviews) | 
| **Data Lake** | Not enough data | 9.2 (231 reviews) | 

#### Operations

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.4 (229 reviews) | 
| **Data Workflow** | Not enough data | 8.8 (229 reviews) | 
| **Governed Discovery** | Not enough data | 8.6 (216 reviews) | 
| **Embedded Analytics** | Not enough data | 8.6 (212 reviews) | 
| **Notebooks** | Not enough data | 9.3 (233 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Databricks** | 8.5/10 | 203 |

#### Building Reports

| Feature | AWS Glue | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.1 (168 reviews) | 
| **Data Modeling** | Not enough data | 8.6 (158 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.7 (126 reviews) | 
| **Integration APIs** | Not enough data | 8.5 (161 reviews) | 

#### Platform

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

---
## Categories
**Shared Categories (1):** [ETL Tools](https://www.g2.com/categories/etl-tools)

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

**Unique to Databricks (12):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [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), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways)


---
## Reviewer Demographics

### By Company Size

| Segment | AWS Glue | Databricks | 
|---|---|---|
| **Small-Business** | 22.7% | 16.2% | 
| **Mid-Market** | 29.4% | 40.1% | 
| **Enterprise** | 47.9% | 43.7% | 

### 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%

#### Databricks

- **Information Technology and Services:** 16.0%
- **Financial Services:** 10.2%
- **Computer Software:** 8.8%
- **Consulting:** 4.0%
- **Hospital & Health Care:** 3.6%
- **Retail:** 3.3%
- **Marketing and Advertising:** 3.3%
- **Insurance:** 3.0%
- **Telecommunications:** 2.9%
- **Manufacturing:** 2.6%
- **Other:** 42.1%

---
## Alternatives

### Alternatives to AWS Glue

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (812 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (795 reviews)
- [Hevo Data](https://www.g2.com/products/hevo-data/reviews) — 4.4/5 stars (280 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 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)
- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (100 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 (94 reviews)

### Alternatives to Databricks

- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (812 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (207 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 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..."

### Databricks

- Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML."
- Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Delta Lake
Lakehosue platform
Schema evolution
Data quarantine & Data Quality
Data Integration & Transformations"
- Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments
  > **Top comment:** "It will work like Hadoop, databricks provide the services like big data.
Databricks also work like in advanced level it's have capability to process large..."
- Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments
  > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..."

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