Link copied to clipboard # AWS Glue vs Databricks Comparison - What are their main differences? Share [ Export ](/compare/aws-glue/databricks/export.csv) AWS GlueDatabricks[+ Add Product](#) Pricing **AWS Glue** Free Trial No pricing available **Databricks** Free Trial No pricing available **Pricing Insights** from reviews Time to Implement **AWS Glue** 3 monthsFaster Based on 5 responses **Databricks** 4 months Based on 5 responses Return on Investment **AWS Glue** 16 months Based on 5 responses **Databricks** 12 months4 months sooner Based on 5 responses Perceived Cost **AWS Glue** $$$$$ **Databricks** $$$$$ Average Discount **AWS Glue** 13% **Databricks** 14%1% more **Pros & Cons** from reviews **AWS Glue** [ Ease of Use (6) ](https://www.g2.com/products/aws-glue/reviews?filters%5Bsentiment_snippet%5D=1848440&qs=pros-and-cons#reviews)[ Data Integration (3) ](https://www.g2.com/products/aws-glue/reviews?filters%5Bsentiment_snippet%5D=1849185&qs=pros-and-cons#reviews)[ Slow Performance (3) ](https://www.g2.com/products/aws-glue/reviews?filters%5Bsentiment_snippet%5D=1848042&qs=pros-and-cons#reviews)[ Debugging Difficulty (2) ](https://www.g2.com/products/aws-glue/reviews?filters%5Bsentiment_snippet%5D=2419754&qs=pros-and-cons#reviews) **Databricks** [ Features (288) ](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1559079&qs=pros-and-cons#reviews)[ Ease of Use (278) ](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1558560&qs=pros-and-cons#reviews)[ Learning Curve (112) ](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1555470&qs=pros-and-cons#reviews)[ Expensive (97) ](https://www.g2.com/products/databricks/reviews?filters%5Bsentiment_snippet%5D=1559029&qs=pros-and-cons#reviews) Integrations **AWS Glue** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-athena.jpg "Product Avatar Image") Amazon Athena ](https://www.g2.com/products/amazon-athena/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_5b5ecb6259c4c0d54368899a457a4e08/aws-step-functions.jpg "Product Avatar Image") AWS Step Functions ](https://www.g2.com/products/aws-step-functions/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image") Databricks ](https://www.g2.com/products/databricks/reviews)[ View all ](https://www.g2.com/products/aws-glue/integrations) **Databricks** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_cacdec8b8edeace9b3c89e0c2cded695/amazon-ec2.jpg "Product Avatar Image") Amazon EC2 ](https://www.g2.com/products/amazon-ec2/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-redshift.jpg "Product Avatar Image") Amazon Redshift ](https://www.g2.com/products/amazon-redshift/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_0148ca76408710a295015ec26b43fd3e/amazon-relational-database-service-rds.jpg "Product Avatar Image") Amazon Relational Database... ](https://www.g2.com/products/amazon-relational-database-service-rds/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_cacdec8b8edeace9b3c89e0c2cded695/amazon-s3-glacier.jpg "Product Avatar Image") Amazon S3 Glacier ](https://www.g2.com/products/amazon-s3-glacier/reviews)[ View all ](https://www.g2.com/products/databricks/integrations) Screenshots **AWS Glue** No screenshot available **Databricks** ![Databricks screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/1231334/automated-etl-processing-img.png) **Ratings** from reviews Meets Requirements **AWS Glue** **8.5** /10 Based on 158 responses **Databricks** **9.0** /10 Based on 675 responses Ease of Use **AWS Glue** **8.4** /10 Based on 161 responses **Databricks** **8.8** /10 Based on 1,059 responses Ease of Setup **AWS Glue** **8.6** /10 Based on 77 responses **Databricks** **8.4** /10 Based on 907 responses Ease of Admin **AWS Glue** **8.3** /10 Based on 68 responses **Databricks** **8.4** /10 Based on 200 responses Quality of Support **AWS Glue** **8.4** /10 Based on 156 responses **Databricks** **8.7** /10 Based on 658 responses Has the product been a good partner in doing business? **AWS Glue** **8.8** /10 Based on 68 responses **Databricks** **8.9** /10 Based on 203 responses Product Direction (% positive) **AWS Glue** **9.0** /10 Based on 157 responses **Databricks** **9.6** /10 Based on 667 responses **Features** ratings from reviews ETL Tools **8.9** /10 Based on 82 responses **9.0** /10 Based on 219 responses Business Intelligence Not enough data **8.5** /10 Based on 398 responses Data Visualization Not enough data **8.8** /10 Based on 44 responses Analytics Platforms Not enough data **9.2** /10 Based on 403 responses Machine Learning Data Catalog **8.7** /10 Based on 20 responses Not enough data Data Preparation **8.4** /10 Based on 70 responses Not enough data Data Virtualization **9.0** /10 Based on 28 responses Not enough data Data Governance Not enough data **8.8** /10 Based on 143 responses MLOps Platforms Not enough data **9.0** /10 Based on 99 responses Data Science and Machine Learning Platforms Not enough data **8.7** /10 Based on 243 responses Data Replication **9.1** /10 Based on 22 responses Not enough data Data Warehouse Not enough data **8.9** /10 Based on 240 responses DataOps Platforms Not enough data **9.1** /10 Based on 102 responses Generative AI Infrastructure Not enough data **9.5** /10 Based on 27 responses AI Agent Builders Not enough data **10.0** /10 Based on 19 responses Big Data Processing and Distribution Not enough data **9.0** /10 Based on 541 responses Big Data Analytics Not enough data **8.9** /10 Based on 286 responses Big Data Not enough data **8.8** /10 Based on 367 responses User Insights **Reviewers' Company Size** Small-Business(50 or fewer emp.) 22.7% Mid-Market(51-1000 emp.) 29.4% Enterprise(\> 1000 emp.) 47.9% Small-Business(50 or fewer emp.) 22.7% Mid-Market(51-1000 emp.) 29.4% Enterprise(\> 1000 emp.) 47.9% Small-Business(50 or fewer emp.) 15.2% Mid-Market(51-1000 emp.) 37.6% Enterprise(\> 1000 emp.) 47.2% Small-Business(50 or fewer emp.) 15.2% Mid-Market(51-1000 emp.) 37.6% Enterprise(\> 1000 emp.) 47.2% **Reviewers' Industry** [![AWS Glue](https://images.g2crowd.com/uploads/product/hd_favicon/1528476465/aws-glue.svg "AWS Glue")](https://www.g2.com/products/aws-glue/reviews) 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% Other 50.3% [![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks")](https://www.g2.com/products/databricks/reviews) Databricks Information Technology and Services 13.4% Financial Services 12.0% Computer Software 7.7% Consulting 4.9% Manufacturing 4.6% Other 57.5% Alternatives **AWS Glue Alternatives** ![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx") [ Alteryx ](/products/alteryx/reviews) ![Fivetran](https://images.g2crowd.com/uploads/product/hd_favicon/1526948884/fivetran.svg "Fivetran") [ Fivetran ](/products/fivetran/reviews) ![Hevo Data](https://images.g2crowd.com/uploads/product/hd_favicon/1a4069c8ee36ae34c4c9c55aeea3a96d/hevo-data.svg "Hevo Data") [ Hevo Data ](/products/hevo-data/reviews) ![Workato](https://images.g2crowd.com/uploads/product/hd_favicon/5e21242185438a3b63b0b3cc5eb921b0/workato.svg "Workato") [ Workato ](/products/workato/reviews) **Databricks Alternatives** ![Cloudera](https://images.g2crowd.com/uploads/product/hd_favicon/dcfb9e6879febb34cef773ddde921835/cloudera.svg "Cloudera") [ Cloudera ](/products/cloudera/reviews) ![Snowflake](https://images.g2crowd.com/uploads/product/hd_favicon/1544409170/snowflake.svg "Snowflake") [ Snowflake ](/products/snowflake/reviews) ![Teradata Autonomous Knowledge Platform](https://images.g2crowd.com/uploads/product/hd_favicon/18effe7340087cf76270e479644d3e42/teradata-autonomous-knowledge-platform.svg "Teradata Autonomous Knowledge Platform") [ Teradata Autonomous Knowledge Platform ](/products/teradata-autonomous-knowledge-platform/reviews) ![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery") [ BigQuery ](/products/google-cloud-bigquery/reviews) ## AWS Glue vs Databricks FAQs Generated using AI Last updated: August 14, 2026 ### What is the difference between Databricks vs AWS Glue? Databricks stands out for its higher reviewer satisfaction and broader data engineering capabilities, while AWS Glue is favored for its serverless ETL and AWS ecosystem integration. | [Databricks](https://www.g2.com/products/databricks/reviews) | [AWS Glue](https://www.g2.com/products/aws-glue/reviews) | | --- | --- | | G2 Rating (reviews): 4.6/5 (1366 reviews) | G2 Rating (reviews): 4.3/5 (202 reviews) | | Largest Segment: Enterprise | Largest Segment: Enterprise | | Ease of Setup score: 8.4 | Ease of Setup score: 8.6 | | Quality of Support score: 8.8 | Quality of Support score: 8.3 | | Top Reviewer-Cited Strength: Unified platform for data engineering, analytics, and AI with strong governance and collaboration features | Top Reviewer-Cited Strength: Serverless ETL, tight AWS integration, and automated data cataloging | ### How do the pricing models of Databricks and AWS Glue compare? Databricks is rated higher for value by reviewers, with a stronger satisfaction score on price and cost-related dimensions. - **Databricks:** Reviewers highlight the pay-for-what-you-use model, with positive sentiment around cost efficiency when clusters and auto-scaling are managed carefully. - **AWS Glue:** Reviewers appreciate the serverless pricing model and cost optimization features, but note that costs can increase quickly if jobs are not optimized and monitoring is essential to prevent unexpected expenses. ### What are the best alternatives to Databricks and AWS Glue? The top three alternatives to Databricks and AWS Glue are Alteryx, Snowflake, and Fivetran. | Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength | | --- | --- | --- | --- | --- | | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | Reviewers highlight cost efficiency with careful cluster management | Unified platform for data engineering, analytics, and AI | | [AWS Glue](https://www.g2.com/products/aws-glue/reviews) | 4.3/5 (202 reviews) | Enterprise | Serverless pricing, but costs can rise if jobs are not optimized | Serverless ETL and AWS ecosystem integration | | [Alteryx](https://www.g2.com/products/alteryx/reviews) | 4.6/5 (893 reviews) | Enterprise | — | Advanced analytics and automation capabilities | | [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.6/5 (763 reviews) | Mid-Market | — | Scalable cloud data warehousing | | [Fivetran](https://www.g2.com/products/fivetran/reviews) | 4.3/5 (828 reviews) | Mid-Market | — | Automated data integration and pipeline management | ### Which Big Data Processing and Distribution features should I prioritize when comparing Databricks and AWS Glue? Buyers should prioritize Transformation, Ease of Setup, Integration Capabilities, Data Governance, and Cost Management when comparing Databricks and AWS Glue. - **Transformation:** Both products are frequently cited for transformation capabilities, with Databricks noted for unified data engineering and AWS Glue for serverless ETL and automated schema discovery. - **Ease of Setup:** Databricks Ease of Setup score: 8.4; AWS Glue Ease of Setup score: 8.6. - **Integration Capabilities:** Databricks integrates with Git (30 all-time mentions), Tableau (10), and GitHub (7); AWS Glue integrates with Amazon Athena (5 all-time mentions). - **Data Governance:** Databricks is highlighted for strong governance features like Unity Catalog; AWS Glue is noted for its Data Catalog and schema management. - **Cost Management:** Reviewers for both products mention the importance of monitoring usage to control costs, with Databricks offering a pay-for-what-you-use model and AWS Glue providing serverless pricing but requiring optimization to avoid unexpected expenses. ### What are the pros and cons of Databricks vs AWS Glue? Databricks' headline strength is its unified platform for data engineering and AI, while AWS Glue excels in serverless ETL and AWS integration. - **Databricks strengths:** Unified platform for data engineering, analytics, and AI; strong governance with Unity Catalog; collaborative notebooks; broad integration capabilities; high reviewer satisfaction (4.6/5 across 1,366 reviews). - **Databricks trade-offs:** Reviewers note a learning curve for new users, cost management challenges if clusters are not optimized, and occasional UI complexity. - **AWS Glue strengths:** Serverless ETL; tight integration with AWS services; automated data cataloging; ease of use (6 all-time mentions); data integration (3); ETL solutions (3); scalability (2). - **AWS Glue trade-offs:** Reviewers cite slow performance (3 all-time mentions), debugging difficulty (2), and the need for careful cost monitoring to avoid unexpected expenses. ### Is Databricks or AWS Glue better for small businesses? Databricks and AWS Glue both have Enterprise as their largest reviewer segment, but recent small-business reviewers highlight Databricks for its ease of use and onboarding experience. - **Databricks:** Largest segment: Enterprise. Recent small-business reviewers praise its user-friendly interface and collaborative features, noting that onboarding is straightforward and the platform is accessible even to non-technical users. - **AWS Glue:** Largest segment: Enterprise. Small-business reviewers appreciate the serverless architecture and integration with AWS, but mention a steeper learning curve and the need for AWS ecosystem familiarity. ### Which Big Data Processing and Distribution platform has better integrations? Databricks is favored for integrations, with more reviewer-cited third-party connections and higher all-time mention counts. - **Databricks:** Integrates with Git (30 all-time mentions), Tableau (10), and GitHub (7), with reviewers highlighting the breadth of integration options. - **AWS Glue:** Integrates with Amazon Athena (5 all-time mentions), with reviewers noting its strong fit within the AWS ecosystem. ### How do Databricks and AWS Glue compare on customer support? Databricks scores higher on Quality of Support (8.8 vs 8.3), a difference of 0.5 points, indicating a material advantage. - **Databricks:** Reviewers consistently praise the support team for being helpful during setup and troubleshooting, with several noting smooth onboarding and responsive assistance. - **AWS Glue:** Reviewers describe support as generally good, especially for AWS-related issues, but some mention challenges with documentation and delayed responses for complex debugging. ### Which is easier to implement, Databricks or AWS Glue? AWS Glue has a slight edge in Ease of Setup (8.6 vs 8.4), but both products are rated highly and reviewers describe positive implementation experiences for each. - **Databricks:** Reviewers frequently mention straightforward onboarding, easy initial setup, and a user-friendly interface, though some note a learning curve for advanced features. - **AWS Glue:** Reviewers highlight the ease of implementation, especially for those familiar with AWS, and appreciate the serverless setup, though a few mention that the UI can be less intuitive for beginners. ### Which product has better Transformation? Databricks is rated higher for Transformation, with reviewers citing its unified data engineering and transformation capabilities. - **Databricks:** Transformation is a core strength, with frequent reviewer praise for its ability to handle large-scale data transformation, collaborative notebooks, and AI-driven workflows; Meets Requirements score: 9.0. - **AWS Glue:** Reviewers highlight serverless ETL and automated schema discovery for transformation tasks, but note that complex transformations may require custom code; Meets Requirements score: 8.5.