Suggestions appear as you type. Use the up and down arrows to choose one and Enter to open it.

This page's audience our own tag's counts — open to see them
–Visits
–Page views
–Clicks to vendors
–Time on page
–Reading now
Clicks to vendors, by tool
  • –
Top countries
  • –
Devices
  • –

– · visits, page views and clicks counted by our own tag, which counts more than our checked analytics; every figure rounded down · how we count

Head-to-head · Data Transformation Tools

Dataform vs AWS Glue DataBrew

  • Updated Oct 2026
  • Both researched from official sources
  • 4 checks side by side
Higher score Dataform #1 in Data Transformation Tools 9.2/10 Free plan Free plan✓ 3 of 3 features Visit Dataform
AWS Glue DataBrew #4 in Data Transformation Tools 8.9/10 Paid ✓ 0 of 3 features Visit AWS Glue

Dataform leads on 1 check, AWS Glue DataBrew on 0, and 3 are even. Who comes out ahead on the 4 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreDataform · 9.2/10
  • Free planonly Dataform
  • Most featuresDataform · 3 of 3

Dataform scores higher on our rubric for data transformation tools: 9.2 against 8.9 out of 10; our editors rank them #1 and #4.

Dataform offers free plan; AWS Glue DataBrew doesn't.

Dataform is the better fit for SQL transformation in BigQuery. AWS Glue DataBrew is the better fit for AWS users preparing data with point-and-click recipes.

  • Dataform fits best

    SQL transformation in BigQuery

  • AWS Glue DataBrew fits best

    AWS users preparing data with point-and-click recipes

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Dataform 9.2/10 Visit ↗ AWS Glue DataBrew 8.9/10 Visit ↗
At a glance
Editor score 9.2 8.9
Ranking #1 in Data Transformation Tools #4 in Data Transformation Tools
Best for SQL transformation in BigQuery AWS users preparing data with point-and-click recipes
Pricing model Free Paid
Starting price Free $0.48/unit usage-based
Free plan ✓ (best) —
Free trial — —
Deployment Cloud Cloud
Platforms Web Web
Support Docs, Community Docs
Integrations 9 integrations 7 integrations
Built for Mid-market, Enterprise Small business, Mid-market, Enterprise
Features Dataform 3/3 · AWS Glue DataBrew 0/3
Version control ✓ (best) Not checked yet
Workflow orchestration ✓ (best) Not checked yet
Data quality checks ✓ (best) Not checked yet
Specs
Deployment model Cloud Not checked yet
Transformation interface Sql Not checked yet
Supported data formats SQLX, JavaScript, JSON Not checked yet
Our review
Pros
  • Free Dataform service access with SQLX and JavaScript workflows
  • Dependency graphs, assertions, tests, logs, and monitoring
  • Git connections plus scheduling through Google Cloud services
  • Offers more than 250 built-in transformations and reusable, versioned recipes
  • Combines dataset profiling, anomaly detection, and visual data lineage
  • Supports scheduled recipe jobs and output to Amazon S3 and supported data stores
Cons
  • Verified table and view outputs are centered on BigQuery
  • Related Google Cloud services may incur separate charges
  • Best suited to SQL-led workflows rather than broad format coverage
  • Its listed integrations center on AWS services and data stores
  • Interactive sessions and recipe or profile jobs are billed separately by usage
  • Cloud deployment and point-and-click workflows may not suit non-AWS or code-first teams
Our verdict

Dataform is a managed Google Cloud service for data analysts and data engineers who build, test, version-control, document, and schedule SQL workflows in BigQuery. Its SQLX interface supports tables, views, incremental tables, materialized…

Read the review →

AWS Glue DataBrew gives data analysts and data scientists a visual, point-and-click way to profile, clean, normalize, and transform datasets without writing code. It is aimed at teams preparing data for analytics and machine learning,…

Read the review →
  1. DataformData Transformation Tools 9.2Free plan
  2. AWS Glue DataBrewData Transformation Tools 8.9Paid

Strengths and trade-offs

  • Dataform — where it wins

    • Free Dataform service access with SQLX and JavaScript workflows
    • Dependency graphs, assertions, tests, logs, and monitoring
    • Git connections plus scheduling through Google Cloud services

    Where it doesn't

    • Verified table and view outputs are centered on BigQuery
    • Related Google Cloud services may incur separate charges
    • Best suited to SQL-led workflows rather than broad format coverage

  • AWS Glue DataBrew — where it wins

    • Offers more than 250 built-in transformations and reusable, versioned recipes
    • Combines dataset profiling, anomaly detection, and visual data lineage
    • Supports scheduled recipe jobs and output to Amazon S3 and supported data stores

    Where it doesn't

    • Its listed integrations center on AWS services and data stores
    • Interactive sessions and recipe or profile jobs are billed separately by usage
    • Cloud deployment and point-and-click workflows may not suit non-AWS or code-first teams

More comparisons

All data transformation tools comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update