# AWS Glue vs Snowflake Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Snowflake excels in user experience, with many praising its **intuitive UI/UX** that simplifies data extraction and navigation. Users appreciate how easily it integrates with other tools, streamlining workflows significantly.
- **Users say** that AWS Glue offers a strong serverless ETL capability, allowing for **easy integration with S3 and Athena**. This feature is particularly beneficial for those looking to process large datasets without the hassle of managing infrastructure.
- **According to verified reviews** , Snowflake's implementation process is notably quick and straightforward, with users highlighting its **fully managed Software-as-a-Service model** that reduces development and maintenance efforts, making it a preferred choice for many.
- **Reviewers mention** that while AWS Glue provides a scalable solution, some users find it challenging to navigate the complexities of PySpark, which can hinder the overall user experience compared to Snowflake's more user-friendly approach.
- **G2 reviewers highlight** that Snowflake's architectural separation of compute and storage is a game-changer, enhancing performance and flexibility. This feature allows users to optimize costs and resources effectively, a significant advantage over AWS Glue.
- **Users appreciate** that both platforms have strong support systems, but Snowflake tends to receive higher marks for its **quality of support** , with many users noting responsive assistance that enhances their overall experience.



| | AWS Glue | Snowflake | 
|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 202 | 763 | 
| **Largest Market Segment** | Enterprise (47.9% of reviews) | Mid-Market (44.4% of reviews) | 
| **Entry Level Price** | No pricing available | $2 Compute/Hour | 

---
## Top Pros & Cons

### AWS Glue

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

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

### Snowflake

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

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

---
## Ratings Comparison
| Rating | AWS Glue | Snowflake | 
|---|---|---|
  | **Meets Requirements** | 8.5 (158 reviews) | 9.1 (583 reviews) | 
  | **Ease of Use** | 8.4 (161 reviews) | 9.0 (621 reviews) | 
  | **Ease of Setup** | 8.6 (76 reviews) | 9.0 (404 reviews) | 
  | **Ease of Admin** | 8.3 (68 reviews) | 8.6 (216 reviews) | 
  | **Quality of Support** | 8.3 (156 reviews) | 8.7 (534 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (68 reviews) | 9.0 (218 reviews) | 
  | **Product Direction (% positive)** | 9.0 (157 reviews) | 9.3 (551 reviews) | 

---
## Pricing

### AWS Glue

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Snowflake

#### Entry-Level Pricing

Plan: Standard

Price: $2 Compute/Hour

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

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

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

#### Free Trial

Yes

---
## Features Comparison By Category

### Artificial Intelligence

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

#### Additional Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Tagging** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Speech Recognition** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Virtual Personal Assistant (VPA)** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Customer Segmentation** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **For eCommerce** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Machine Learning** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Mobile App** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **For Sales Teams/Organizations** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Chatbot** | Not enough data | Not enough data | 
| **Workflow Automation** | Not enough data | Not enough data | 

### Machine Learning Data Catalog

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

#### Data Governance

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **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 | 
| **Workflow Management** | Not enough data | Not enough data | 

#### Data Preparation

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **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 | Snowflake | 
|---|---|---|
| **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 | 
| **Master Data Management** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 

#### Artificial Intelligence

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

#### Agentic AI - Machine Learning Data Catalog

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

#### Additional Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Metadata Extraction** | Not enough data | Not enough data | 
| **Automatic Backup** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Archiving & Retention** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Data Catalog** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Categorization/Grouping** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 
| **Content Library** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 

### Data Preparation

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

#### Data Source Access

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

#### Additional Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Analysis Tools** | Not enough data | Not enough data | 
| **AI/Machine Learning** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **ETL** | Not enough data | Not enough data | 
| **Big Data Analytics** | Not enough data | Not enough data | 
| **Data Quality Control** | Not enough data | Not enough data | 

### Data Virtualization

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

#### Administration

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **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 | 
| **Remote Access/Control** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Remote Monitoring & Management** | Not enough data | Not enough data | 
| **Capacity Management** | Not enough data | Not enough data | 
| **Configuration Management** | Not enough data | Not enough data | 
| **File Management** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Service Level Agreement (SLA) Management** | Not enough data | Not enough data | 
| **Namespace Management** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 

#### Federation

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **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 | 
| **Virtual Machine Provisioning** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Transformation

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **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 | 

#### Additional Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Two-Factor Authentication** | Not enough data | Not enough data | 
| **Virtual Machine Encryption** | Not enough data | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **File Transfer** | Not enough data | Not enough data | 
| **Server Monitoring** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Virtual Machine Monitoring** | Not enough data | Not enough data | 
| **Load Balancing** | Not enough data | Not enough data | 
| **Remote Update/Installation** | Not enough data | Not enough data | 
| **Archiving & Retention** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Virtual Machine Snapshots** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **HIPAA Compliant** | Not enough data | Not enough data | 
| **Performance Monitoring** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Desktop/Application Virtualization** | Not enough data | Not enough data | 
| **Event Logs** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Disaster Recovery** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Automatic Backup** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 

### Data Governance

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

#### Administration

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Modelling** | Not enough data | Not enough data | 
| **Recommendations** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Dashboards and Visualizations** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Rules-Based Workflow** | Not enough data | Not enough data | 

#### Management

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Business Glossary** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Data Profililng** | Not enough data | Not enough data | 
| **Reporting and Visualization** | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 

#### Compliance

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | Not enough data | 
| **Training and Guidelines** | Not enough data | Not enough data | 
| **Policy Enforcement** | Not enough data | Not enough data | 
| **Compliance Monitoring** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 

#### Security

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Access Control** | Not enough data | Not enough data | 
| **Roles Management** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Deletion Management** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Process Management** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 

#### Data Quality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Preparation** | Not enough data | Not enough data | 
| **Data Distribution** | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 

#### Maintainence

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

#### Generative AI

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

#### Agentic AI - Data Governance

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Active Directory Integration** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **AI Copilot** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Archiving & Retention** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Audit Trail** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Data Profiling** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **HIPAA Compliant** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Risk Assessment** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Self Service Portal** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Document Storage** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Automatic Backup** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

### ETL Tools

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

#### Management

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

#### Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **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 | 
| **Non-Relational Transformations** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Mapping** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Integration Management** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Match & Merge** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Pipeline Management** | Not enough data | Not enough data | 
| **Job Scheduling** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Data Quality Control** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Accounting Integration** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **eCommerce Management** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **CRM** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Performance Management** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Data Analysis Tools** | Not enough data | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Snowflake** | 9.2/10 | 14 |

#### Deployment

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

#### Deployment

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

#### Management

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

#### Operations

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

#### Management

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

#### Generative AI

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

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Snowflake** | 8.7/10 | 41 |

#### System

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.2 (30 reviews) | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Model Development

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Language Support** | Not enough data | 9.2 (33 reviews) | 
| **Drag and Drop** | Not enough data | 8.6 (29 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.4 (31 reviews) | 
| **Model Training** | Not enough data | 8.9 (32 reviews) | 
| **Database Support** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 

#### Model Development

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.8 (29 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Computer Vision** | Not enough data | 8.6 (29 reviews) | 
| **Natural Language Processing** | Not enough data | 8.7 (32 reviews) | 
| **Natural Language Generation** | Not enough data | 8.4 (29 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.4 (28 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.6 (29 reviews) | 
| **Deep Learning** | Not enough data | 8.6 (26 reviews) | 

#### Deployment

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Managed Service** | Not enough data | 9.2 (33 reviews) | 
| **Application** | Not enough data | 9.0 (29 reviews) | 
| **Scalability** | Not enough data | 9.2 (31 reviews) | 

#### Additional Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Customizable Reports** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Semantic Search** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | Not enough data | 
| **Categorization/Grouping** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Data Profiling** | Not enough data | Not enough data | 
| **Linked Data Management** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Text Mining** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Predictive Modeling** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Endpoint Management** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 
| **Data Preparation** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 
| **Big Data Analytics** | Not enough data | Not enough data | 
| **ML Algorithm Library** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (28 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (27 reviews) | 
| **AI Text-to-Image** | Not enough data | 8.5 (26 reviews) | 
| **Generative AI** | Not enough data | Not enough data | 

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

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

### Data Replication

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

#### Management

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **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 | Snowflake | 
|---|---|---|
| **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 |
| **Snowflake** | 8.8/10 | 294 |

#### Data Management

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (221 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (182 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 9.1 (192 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.4 (192 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.2 (169 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 8.7 (169 reviews) ✓ Verified | 
| **ETL - Extract Transfer Load** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 

#### Integration

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.4 (170 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 9.1 (209 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 8.9 (175 reviews) ✓ Verified | 

#### Deployment

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **On-Premise** | Not enough data | 7.8 (148 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.3 (214 reviews) ✓ Verified | 

#### Performance 

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Scalability** | Not enough data | 9.4 (230 reviews) ✓ Verified | 

#### Security

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Governance** | Not enough data | 8.9 (195 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.1 (200 reviews) ✓ Verified | 

#### Generative AI

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.1 (90 reviews) | 
| **AI Text Summarization** | Not enough data | 8.2 (87 reviews) | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Parallel Processing** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **In-Database Processing** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Match & Merge** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **In-Memory Processing** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Snowflake** | 9.2/10 | 111 |

#### Management

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data dictionary** | Not enough data | 9.0 (87 reviews) | 
| **Data Replication** | Not enough data | 9.1 (88 reviews) | 
| **Query Language** | Not enough data | 9.4 (94 reviews) | 
| **Data Modeling** | Not enough data | 9.0 (92 reviews) | 
| **Performance Analysis** | Not enough data | 9.1 (91 reviews) | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 

#### Maintenance

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Migration** | Not enough data | 9.3 (91 reviews) | 
| **Backup and Recovery** | Not enough data | 9.0 (89 reviews) | 
| **Multi-User Environment** | Not enough data | 9.3 (93 reviews) | 
| **Automatic Backup** | Not enough data | Not enough data | 
| **Database Conversion** | Not enough data | Not enough data | 

#### Security

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Encryption** | Not enough data | 9.3 (90 reviews) | 
| **User Access Control** | Not enough data | 9.2 (95 reviews) | 
| **Mobile Access** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Workflow Management** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Relational Database Management** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Full Text Search** | Not enough data | Not enough data | 
| **Data Virtualization** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Customizable Fields** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Multiple Programming Languages Supported** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **NOSQL Database Management** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Calendar Management** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Document Storage** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Snowflake** | 9.2/10 | 53 |

#### Storage

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Model** | Not enough data | 9.2 (46 reviews) | 
| **Data Types** | Not enough data | 9.2 (46 reviews) | 

#### Availability

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Auto Sharding** | Not enough data | 9.1 (41 reviews) | 
| **Auto Recovery** | Not enough data | 9.2 (39 reviews) | 
| **Data Replication** | Not enough data | 9.2 (43 reviews) | 

#### Performance

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Integrated Cache** | Not enough data | 9.2 (46 reviews) | 

#### Security

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Role-Based Authorization** | Not enough data | 9.1 (46 reviews) | 
| **Authentication** | Not enough data | 9.2 (47 reviews) | 
| **Audit Logs** | Not enough data | 9.0 (40 reviews) | 
| **Encryption** | Not enough data | 9.2 (40 reviews) | 

#### Support

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Multi-Model** | Not enough data | 9.3 (38 reviews) | 
| **Operating Systems** | Not enough data | 9.2 (37 reviews) | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Snowflake** | 9.2/10 | 28 |

#### Centralized computation

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Centralized Computation** | Not enough data | 9.3 (27 reviews) | 

#### Localized computation

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Localized computation** | Not enough data | 9.0 (26 reviews) | 

### AWS Marketplace

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

#### Agentic AI - AWS Marketplace

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

### Backup

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

#### Management

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **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 | Snowflake | 
|---|---|---|
| **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 | Snowflake | 
|---|---|---|
| **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 |
| **Snowflake** | 9.1/10 | 120 |

#### Database

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 9.0 (102 reviews) | 
| **Data Distribution** | Not enough data | 9.3 (105 reviews) | 
| **Data Lake** | Not enough data | 9.3 (98 reviews) | 

#### Integrations

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.7 (79 reviews) | 
| **Spark Integration** | Not enough data | 8.7 (85 reviews) | 

#### Platform

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Machine Scaling** | Not enough data | 9.1 (95 reviews) | 
| **Data Preparation** | Not enough data | 9.0 (100 reviews) | 
| **Spark Integration** | Not enough data | 8.7 (85 reviews) | 

#### Processing

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Cloud Processing** | Not enough data | 9.3 (100 reviews) | 
| **Workload Processing** | Not enough data | 9.1 (98 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **AWS Glue** | N/A | N/A |
| **Snowflake** | 9.0/10 | 109 |

#### Data Transformation

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 9.2 (96 reviews) | 
| **Data Querying** | Not enough data | 9.4 (97 reviews) | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Connectivity

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.6 (82 reviews) | 
| **Spark Integration** | Not enough data | 8.7 (83 reviews) | 
| **Multi-Source Analysis** | Not enough data | 9.1 (86 reviews) | 
| **Data Lake** | Not enough data | 9.1 (88 reviews) | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **What-if Analysis** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Operations

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.7 (92 reviews) | 
| **Data Workflow** | Not enough data | 9.2 (88 reviews) | 
| **Governed Discovery** | Not enough data | 8.9 (80 reviews) | 
| **Embedded Analytics** | Not enough data | 8.8 (84 reviews) | 
| **Notebooks** | Not enough data | 8.8 (84 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Warehousing** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Templates** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Cleansing** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 
| **High Volume Processing** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

### Big Data

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

#### Building Reports

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Platform

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Metadata Management** | 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 Snowflake (9):** [Data Clean Room Software](https://www.g2.com/categories/data-clean-room), [Columnar Databases](https://www.g2.com/categories/columnar-databases), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [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), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | AWS Glue | Snowflake | 
|---|---|---|
| **Small-Business** | 22.7% | 13.0% | 
| **Mid-Market** | 29.4% | 44.4% | 
| **Enterprise** | 47.9% | 42.6% | 

### 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%

#### Snowflake

- **Information Technology and Services:** 15.0%
- **Computer Software:** 13.9%
- **Financial Services:** 10.2%
- **Marketing and Advertising:** 4.7%
- **Hospital & Health Care:** 3.3%
- **Retail:** 3.3%
- **Insurance:** 3.2%
- **Information Services:** 2.4%
- **Consulting:** 2.3%
- **Logistics and Supply Chain:** 2.3%
- **Other:** 39.4%

---
## Alternatives

### Alternatives to AWS Glue

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (892 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (827 reviews)
- [Hevo Data](https://www.g2.com/products/hevo-data/reviews) — 4.4/5 stars (292 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 (1363 reviews)
- [Integrate.io](https://www.g2.com/products/integrate-io/reviews) — 4.3/5 stars (213 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (404 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 (101 reviews)
- [Informatica PowerCenter](https://www.g2.com/products/informatica-powercenter/reviews) — 4.3/5 stars (90 reviews)

### Alternatives to Snowflake

- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1363 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1224 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (376 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (892 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (404 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1066 reviews)
- [Rocket Vertica](https://www.g2.com/products/rocket-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2286 reviews)

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## 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..."

### Snowflake

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

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