# 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.



---
## Frequently Asked Questions

### What is the difference between Snowflake vs AWS Glue?

Snowflake and AWS Glue differ most clearly in their core use case focus, with Snowflake excelling as a cloud data warehouse and AWS Glue as a serverless ETL and data integration platform.

| [Snowflake](https://www.g2.com/products/snowflake/reviews) | [AWS Glue](https://www.g2.com/products/aws-glue/reviews) |
| --- | --- |
| 4.5/5 (763 reviews) | 4.3/5 (202 reviews) |
| Mid-Market | Enterprise |
| 9.0 | 8.6 |
| 8.7 | 8.3 |
| Clear, structured, sharable, easy-to-use data access and analytics | Serverless ETL, strong AWS ecosystem integration, automated schema discovery |



### How do the pricing models of Snowflake and AWS Glue compare?

Snowflake is rated higher for value, with a stronger Price/Cost satisfaction score than AWS Glue.

- **Snowflake:** In recent reviews, many reviewers highlight Snowflake's flexible pay-as-you-go pricing and cost optimization through separation of storage and compute, but note that costs can spike if not monitored.
- **AWS Glue:** Reviewers appreciate AWS Glue's serverless pricing model and cost-effectiveness for ETL workloads, but mention that costs can increase quickly if jobs are not optimized and that pricing can be difficult to predict for beginners.
- **Switching reasons:** Reviewers cite Snowflake's cost management tools and ability to optimize compute usage as reasons for switching from traditional data warehouses.



### What are the best alternatives to Snowflake and AWS Glue?

The top three alternatives to Snowflake and AWS Glue are Databricks, Alteryx, and BigQuery.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.5/5 (763 reviews) | Mid-Market | Flexible pay-as-you-go, cost spikes if not monitored | Clear, structured, sharable, easy-to-use data access and analytics |
| [AWS Glue](https://www.g2.com/products/aws-glue/reviews) | 4.3/5 (202 reviews) | Enterprise | Serverless, cost-effective for ETL, costs can increase if not optimized | Serverless ETL, strong AWS ecosystem integration, automated schema discovery |
| [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | — | Unified analytics and machine learning platform |
| [Alteryx](https://www.g2.com/products/alteryx/reviews) | 4.6/5 (894 reviews) | Enterprise | — | Advanced analytics and automation |
| [BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) | 4.5/5 (1224 reviews) | Enterprise | — | Scalable cloud data warehouse for analytics |



### Which Data Warehouse features should I prioritize when comparing Snowflake and AWS Glue?

Buyers comparing Snowflake and AWS Glue should prioritize Transformation, Integrations, Ease of Setup, Cost Management, and Data Cataloging.

- **Transformation:** Transformation is the most frequently mentioned feature in reviews for both products, with Snowflake scoring 9.1 on Meets Requirements and AWS Glue at 8.5.
- **Integrations:** Snowflake is cited in 31 reviews for Tableau and 11 for Looker; AWS Glue is cited in 5 reviews for Amazon Athena.
- **Ease of Setup:** Snowflake scores 9.0 and AWS Glue 8.6 on Ease of Setup.
- **Cost Management:** Snowflake reviewers frequently mention cost spikes and the need for monitoring, while AWS Glue reviewers note cost-effectiveness but also unpredictable costs if jobs are not optimized.
- **Data Cataloging:** AWS Glue is cited in 2 reviews for Data Cataloging and 2 for Data Lineage, highlighting its metadata management strengths.



### What are the pros and cons of Snowflake vs AWS Glue?

Snowflake's headline strength is its ease of use and analytics capabilities, while AWS Glue stands out for serverless ETL and integration within the AWS ecosystem.

- **Snowflake strengths:** Clear, structured, sharable, easy-to-use data access; high performance for analytics; strong integrations with BI tools; elastic scaling; separation of storage and compute; secure data sharing; minimal infrastructure management.
- **Snowflake trade-offs:** Cost spikes if not monitored; advanced features have a learning curve; some integrations require custom work; query optimization can be opaque; UI changes can disrupt workflows.
- **AWS Glue strengths:** Serverless ETL (3 all-time mentions); strong AWS ecosystem integration; automated schema discovery (2 mentions for Data Cataloging, 2 for Data Lineage); cost-effective for ETL; scalable for large data volumes; visual and code-based interfaces.
- **AWS Glue trade-offs:** Slow performance (3 all-time mentions); debugging difficulty (2 mentions); job startup latency; costs can increase if jobs are not optimized; limited to Python and Scala for scripting; UI can be less user-friendly for complex transformations.



### Is Snowflake or AWS Glue better for small businesses?

Snowflake is the better fit for small businesses, as indicated by its largest reviewer segment and positive small-business sentiment.

- **Snowflake:** Largest segment is Mid-Market, with recent reviews highlighting ease of setup, intuitive UI, and fast onboarding for small teams.
- **AWS Glue:** Largest segment is Enterprise, with reviewers noting a steeper learning curve and more complex setup for smaller organizations.



### Which Data Warehouse platform has better integrations?

Snowflake is favored for integrations, with more reviewer-cited third-party tool connections than AWS Glue.

- **Snowflake:** Tableau (31 all-time mentions), Looker (11), Airtable (recent reviews).
- **AWS Glue:** Amazon Athena (5 all-time mentions).



### How do Snowflake and AWS Glue compare on customer support?

Snowflake and AWS Glue are rated within 0.4 points on Quality of Support, indicating near parity by the materiality threshold.

- **Snowflake:** Reviewers describe support as responsive and helpful, with several citing efficient onboarding and technical assistance, though some mention documentation gaps for new features.
- **AWS Glue:** Reviewers note generally good support, especially for cost reduction and troubleshooting, but a few mention challenges with debugging and less user-friendly documentation.



### Which is easier to implement, Snowflake or AWS Glue?

Snowflake and AWS Glue score within 0.4 points on Ease of Setup, indicating near parity, with Snowflake at 9.0 and AWS Glue at 8.6.

- **Snowflake:** Reviewers consistently highlight fast and simple initial setup, clear documentation, and minimal configuration, enabling teams to get started quickly.
- **AWS Glue:** Reviewers note easy setup for basic ETL jobs, but mention a steeper learning curve for advanced features and some complexity in debugging and job configuration.



### Which product has better Transformation?

Snowflake is rated higher for Transformation, the most frequently mentioned feature across both products' reviews.

- **Snowflake:** Meets Requirements score of 9.1, with reviewers citing strong transformation capabilities, built-in dbt, and dynamic tables.
- **AWS Glue:** Meets Requirements score of 8.5, with reviewers highlighting ETL transformation strengths but noting complexity for advanced transformations and a need for custom scripting.



| | AWS Glue | Snowflake | 
|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 202 | 762 | 

---
## 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) | 8.7 (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 (550 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 | 40 |

#### 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 (32 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 | 8.8 (31 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 (31 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 | 293 |

#### Data Management

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (219 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (181 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 9.1 (192 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.4 (190 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 (171 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 9.0 (207 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 8.9 (173 reviews) ✓ Verified | 

#### Deployment

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **On-Premise** | Not enough data | 7.8 (149 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.3 (215 reviews) ✓ Verified | 

#### Performance 

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Scalability** | Not enough data | 9.4 (229 reviews) ✓ Verified | 

#### Security

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Data Governance** | Not enough data | 8.9 (194 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 | 110 |

#### 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 (90 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 | 108 |

#### Data Transformation

| Feature | AWS Glue | Snowflake | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 9.2 (96 reviews) | 
| **Data Querying** | Not enough data | 9.4 (96 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% | 44.9% | 
| **Enterprise** | 47.9% | 42.2% | 

### 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:** 14.0%
- **Financial Services:** 10.2%
- **Marketing and Advertising:** 4.7%
- **Hospital & Health Care:** 3.3%
- **Retail:** 3.3%
- **Insurance:** 3.2%
- **Consulting:** 2.4%
- **Information Services:** 2.4%
- **Logistics and Supply Chain:** 2.3%
- **Other:** 39.1%

---
## Alternatives

### Alternatives to AWS Glue

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (897 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (842 reviews)
- [Hevo Data](https://www.g2.com/products/hevo-data/reviews) — 4.4/5 stars (294 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (800 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1373 reviews)
- [Integrate.io](https://www.g2.com/products/integrate-io/reviews) — 4.4/5 stars (213 reviews)
- [SnapLogic Agentic Integration and Applied AI Platform](https://www.g2.com/products/snaplogic-agentic-integration-and-applied-ai-platform/reviews) — 4.4/5 stars (408 reviews)
- [Maia](https://www.g2.com/products/matillion-maia/reviews) — 4.5/5 stars (132 reviews)
- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (101 reviews)
- [IBM DataStage](https://www.g2.com/products/ibm-datastage/reviews) — 4.0/5 stars (73 reviews)

### Alternatives to Snowflake

- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.2/5 stars (200 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1373 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (374 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (897 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 (1092 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 (2289 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..."

### 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..."

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