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Head-to-head · Data Transformation Tools

Dataform vs Matillion Transform

  • 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
Matillion Transform #9 in Data Transformation Tools 8.4/10 Pricing on request ✓ 3 of 3 features Visit Matillion

Dataform leads on 0 checks, Matillion Transform on 0, and 4 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

Dataform scores higher on our rubric for data transformation tools: 9.2 against 8.4 out of 10; our editors rank them #1 and #9.

On deployment model, Matillion Transform gives you Hybrid where Dataform offers Cloud. On transformation interface, Matillion Transform gives you Visual where Dataform offers Sql.

Dataform is the better fit for SQL transformation in BigQuery. Matillion Transform is the better fit for cloud warehouse teams using visual pipelines.

  • Dataform fits best

    SQL transformation in BigQuery

  • Matillion Transform fits best

    Cloud warehouse teams using visual pipelines

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Side by side

Feature Dataform 9.2/10 Visit ↗ Matillion Transform 8.4/10 Visit ↗
At a glance
Editor score 9.2 8.4
Ranking #1 in Data Transformation Tools #9 in Data Transformation Tools
Best for SQL transformation in BigQuery Cloud warehouse teams using visual pipelines
Pricing model Free Paid
Starting price Free —
Free plan ✓ (best) Not checked yet
Free trial — —
Deployment Cloud Cloud
Platforms Web Web
Support Docs, Community Community, Tickets, Docs
Compliance SOC 2, ISO 27001, HIPAA SOC 2, ISO 27001, GDPR
Integrations 9 integrations 250+ integrations
Built for Mid-market, Enterprise Small business, Mid-market, Enterprise
Features Dataform 3/3 · Matillion Transform 3/3
Version control ✓ ✓
Workflow orchestration ✓ ✓
Data quality checks ✓ ✓
Specs
Deployment model Cloud Hybrid
Transformation interface Sql Visual
Supported data formats SQLX, JavaScript, JSON JSON, AVRO
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
  • Combines drag-and-drop design with SQL and Python transformations
  • Adds dbt embedding, Git version control, testing, and documentation
  • Connects with Snowflake, Databricks, Redshift, GitHub, and REST APIs
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
  • Web is the listed platform
  • Pricing uses consumption-based credits and contact with sales
  • Advanced capabilities are concentrated in the Scale edition
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 →

Matillion Transform is a data transformation tool for teams working with cloud data platforms. Its visual pipeline designer supports drag-and-drop workflows alongside SQL and Python transformations, while dbt embedding, Git integration,…

Read the review →
  1. DataformData Transformation Tools 9.2Free plan
  2. Matillion TransformData Transformation Tools 8.4Pricing on request

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

  • Matillion Transform — where it wins

    • Combines drag-and-drop design with SQL and Python transformations
    • Adds dbt embedding, Git version control, testing, and documentation
    • Connects with Snowflake, Databricks, Redshift, GitHub, and REST APIs

    Where it doesn't

    • Web is the listed platform
    • Pricing uses consumption-based credits and contact with sales
    • Advanced capabilities are concentrated in the Scale edition

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