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Dataform alternatives: 5 apps ranked by verified data

Facts checked Nov 8, 2026AppBreakup editorialHow we rankAll data integration and ELT tools

Top picks

  • dbt logo

    Best overall

    dbt

    Starting price: $100 per user/month (Starter)

  • Fivetran logo

    Best free option

    Fivetran

    Starting price: Usage-based; $5 monthly base charge per standard connection

  • dbt logo

    Best open source

    dbt

    Starting price: $100 per user/month (Starter)

Common reasons people leave Dataform: managed service works only with BigQuery, and smaller ecosystem of packages and community help than dbt. We ranked 5 alternatives by how directly each one replaces Dataform, then by reviews, real visits and how recently each app's facts were checked against its own website. dbt currently ranks first.

Quick comparison

#AppPricingVerified priceOpen sourcePlatformsVerified factsScore
1dbt logodbtOpen source$100 per user/month (Starter)YesWeb, Windows, macOS +14 of 468.8
2Talend (Qlik Talend Cloud) logoTalend (Qlik Talend Cloud)Paid—NoWeb, Self-hosted4 of 461.8
3Fivetran logoFivetranFree plan + paidUsage-based; $5 monthly base charge per standard connectionNoWeb6 of 659.4
4Databricks logoDatabricksPaid—NoWeb4 of 450.0
5Google Cloud Composer (Managed Airflow) logoGoogle Cloud Composer (Managed Airflow)Paid$0.06 per DCU-hour (Composer 3, us-central1)NoWeb7 of 749.0
  1. dbt logo

    1. dbtTop pick

    Best for: Analytics engineers who want version-controlled, tested SQL models in their data warehouse

    Open sourceSelf-hostableWeb, Windows, macOS, Linux

    68.8

    score / 100

    Why switch from Dataform

    Works across Snowflake, Redshift, Databricks and more, so you are not tied to BigQuery, with a large package library.

    Pros

    • Open-source core under Apache 2.0, usable without paying for the cloud platform
    • Models, tests and docs live in Git and go through normal code review
    • Works across the major warehouses and lakehouses
    • Large community and package ecosystem

    Cons

    • Only transforms data; you still need a separate tool to extract and load it
    • Team plan is priced per developer seat, which adds up for larger teams
    • Assumes comfort with SQL, Git and the command line
    Visit dbt Details and reviews
    How this score is calculated
    Editorial fit ×0.3100
    Reviews ×0.363
    Clicks (90 days) ×0.150
    Freshness ×0.15100
    Votes ×0.150

    0 counted reviews, 0 up and 0 down votes. Full formula

    Is dbt a good Dataform alternative?

    Verified facts

    4 of 4 verified
    License
    Apache 2.0
    Checked Nov 3, 2026github.com(opens source in a new tab)
    Free plan
    1 developer seat, 3,000 models/month
    Checked Nov 8, 2026getdbt.com(opens source in a new tab)
    Starting price
    $100 per user/month (Starter)
    Checked Nov 8, 2026getdbt.com(opens source in a new tab)
    Owner
    Merged with Fivetran
    Checked Nov 8, 2026getdbt.com(opens source in a new tab)
  2. Talend (Qlik Talend Cloud) logo

    2. Talend (Qlik Talend Cloud)Acquired

    Best for: Enterprises that need integration, data quality and governance from one vendor, in cloud or on-premises

    PaidWeb, Self-hosted

    61.8

    score / 100

    Why switch from Dataform

    Covers ingestion and transformation in one enterprise suite for teams that want more than SQL modelling.

    Pros

    • Covers batch, real-time CDC, ETL, ELT and API integration in one platform
    • Built-in data quality, lineage and governance tools
    • Runs in the cloud, on-premises or hybrid

    Cons

    • No published prices; every plan goes through Qlik sales
    • Heavyweight for small teams that only need a few connectors
    • Product names and editions have shifted since the Qlik acquisition
    Visit Talend (Qlik Talend Cloud) Details and reviews
    How this score is calculated
    Editorial fit ×0.377
    Reviews ×0.363
    Clicks (90 days) ×0.150
    Freshness ×0.15100
    Votes ×0.150

    0 counted reviews, 0 up and 0 down votes. Full formula

    Is Talend (Qlik Talend Cloud) a good Dataform alternative?

    Verified facts

    4 of 4 verified
    Owner
    Qlik
    Checked Nov 8, 2026talend.com(opens source in a new tab)
    Deployment
    Cloud, on-premises or hybrid
    Checked Nov 8, 2026talend.com(opens source in a new tab)
    Integration patterns
    Batch, real-time, ETL, ELT and APIs
    Checked Nov 8, 2026talend.com(opens source in a new tab)
    Talend Data Fabric
    Still sold, cloud and on-premises
    Checked Nov 8, 2026talend.com(opens source in a new tab)
  3. Fivetran logo

    3. Fivetran

    Best for: Data teams that want hands-off, reliable connectors into a cloud warehouse and can pay for volume

    Free plan + paidWeb

    59.4

    score / 100

    Why switch from Dataform

    Managed connectors load source data into BigQuery or other warehouses and pair with dbt-based transforms.

    Pros

    • Large catalogue of fully managed connectors, including enterprise databases and SAP
    • Handles schema changes and retries without manual pipeline work
    • Free plan covers small workloads, and each new connection gets a trial

    Cons

    • Usage-based pricing by monthly active rows is hard to predict and gets expensive at scale
    • No self-hosted open-source edition; hybrid deployment is a paid option
    • Custom sources need extra work compared with tools that have a connector SDK
    Visit Fivetran Details and reviews
    How this score is calculated
    Editorial fit ×0.369
    Reviews ×0.363
    Clicks (90 days) ×0.150
    Freshness ×0.15100
    Votes ×0.150

    0 counted reviews, 0 up and 0 down votes. Full formula

    Is Fivetran a good Dataform alternative?

    Verified facts

    6 of 6 verified
    Free plan
    Yes
    Checked Nov 8, 2026fivetran.com(opens source in a new tab)
    Free trial
    14 days per new connection
    Checked Nov 8, 2026fivetran.com(opens source in a new tab)
    Connectors
    750+
    Checked Nov 8, 2026fivetran.com(opens source in a new tab)
    Pricing model
    Usage-based (monthly active rows)
    Checked Nov 8, 2026fivetran.com(opens source in a new tab)
    Starting price
    Usage-based; $5 monthly base charge per standard connection
    Checked Nov 8, 2026fivetran.com(opens source in a new tab)
    Annual contract discount
    Up to 22%
    Checked Nov 8, 2026fivetran.com(opens source in a new tab)
  4. Databricks logo

    4. Databricks

    Best for: Data engineering and ML teams that want SQL, Spark and model training on one platform

    PaidWeb

    50.0

    score / 100

    Why switch from Dataform

    Declarative SQL pipelines on a lakehouse, for teams moving their transformations off BigQuery entirely.

    Pros

    • Data stays in open formats in your own cloud storage
    • Covers ETL, SQL analytics and machine learning in one place
    • Available on AWS, Azure and Google Cloud

    Cons

    • Billing in DBUs plus separate cloud compute charges is hard to predict
    • Steeper learning curve than a pure SQL warehouse
    • Overkill for teams that only need BI dashboards
    Visit Databricks Details and reviews
    How this score is calculated
    Editorial fit ×0.338
    Reviews ×0.363
    Clicks (90 days) ×0.150
    Freshness ×0.15100
    Votes ×0.150

    0 counted reviews, 0 up and 0 down votes. Full formula

    Is Databricks a good Dataform alternative?

    Verified facts

    4 of 4 verified
    Pricing model
    Pay as you go, no up-front cost
    Checked Nov 8, 2026databricks.com(opens source in a new tab)
    Billing unit
    Databricks Unit (DBU)
    Checked Nov 8, 2026databricks.com(opens source in a new tab)
    Free trial
    Yes
    Checked Nov 8, 2026databricks.com(opens source in a new tab)
    Cloud charges
    Billed separately by your cloud provider
    Checked Nov 8, 2026databricks.com(opens source in a new tab)
  5. Google Cloud Composer (Managed Airflow) logo

    5. Google Cloud Composer (Managed Airflow)

    Best for: Data teams on Google Cloud who want managed Airflow next to BigQuery and Dataflow

    PaidWeb

    49.0

    score / 100

    Why switch from Dataform

    Managed Airflow on Google Cloud, for scheduling BigQuery SQL alongside non-SQL tasks in one DAG.

    Pros

    • Runs standard Apache Airflow DAGs
    • Close integration with BigQuery and other Google Cloud services
    • No servers to patch or scale

    Cons

    • Environments cost money even when idle
    • Tied to Google Cloud
    • New Airflow versions arrive later than upstream
    Visit Google Cloud Composer (Managed Airflow) Details and reviews
    How this score is calculated
    Editorial fit ×0.334
    Reviews ×0.363
    Clicks (90 days) ×0.150
    Freshness ×0.15100
    Votes ×0.150

    0 counted reviews, 0 up and 0 down votes. Full formula

    Is Google Cloud Composer (Managed Airflow) a good Dataform alternative?

    Verified facts

    7 of 7 verified
    Service type
    Fully managed Airflow
    Checked Nov 8, 2026cloud.google.com(opens source in a new tab)
    Based on
    Apache Airflow
    Checked Nov 8, 2026cloud.google.com(opens source in a new tab)
    New name
    Managed Service for Apache Airflow
    Checked Nov 8, 2026cloud.google.com(opens source in a new tab)
    Billing unit
    Compute units (DCU-hours)
    Checked Nov 8, 2026cloud.google.com(opens source in a new tab)
    Starting price
    $0.06 per DCU-hour (Composer 3, us-central1)
    Checked Nov 8, 2026cloud.google.com(opens source in a new tab)
    Gen 2 small environment fee
    $0.35 per hour
    Checked Nov 8, 2026cloud.google.com(opens source in a new tab)
    Gen 2 large environment fee
    $0.85 per hour
    Checked Nov 8, 2026cloud.google.com(opens source in a new tab)

The best Dataform alternative for…

The highest-ranked app in this list for each need.

dbt logo

Best Dataform alternative for most people

dbt

Works across Snowflake, Redshift, Databricks and more, so you are not tied to BigQuery, with a large package library.

dbt logo

Best Dataform alternative for a free option

dbt

Works across Snowflake, Redshift, Databricks and more, so you are not tied to BigQuery, with a large package library.

Fivetran logo

Best Dataform alternative for a free plan you can upgrade

Fivetran

Managed connectors load source data into BigQuery or other warehouses and pair with dbt-based transforms.

dbt logo

Best Dataform alternative for open source

dbt

Works across Snowflake, Redshift, Databricks and more, so you are not tied to BigQuery, with a large package library.

dbt logo

Best Dataform alternative for self-hosting

dbt

Works across Snowflake, Redshift, Databricks and more, so you are not tied to BigQuery, with a large package library.

dbt logo

Best Dataform alternative for Mac

dbt

Works across Snowflake, Redshift, Databricks and more, so you are not tied to BigQuery, with a large package library.

dbt logo

Best Dataform alternative for Windows

dbt

Works across Snowflake, Redshift, Databricks and more, so you are not tied to BigQuery, with a large package library.

dbt logo

Best Dataform alternative for Linux

dbt

Works across Snowflake, Redshift, Databricks and more, so you are not tied to BigQuery, with a large package library.

Talend (Qlik Talend Cloud) logo

Best Dataform alternative for working in the browser

Talend (Qlik Talend Cloud)

Covers ingestion and transformation in one enterprise suite for teams that want more than SQL modelling.

Dataform alternatives: common questions

What is the best alternative to Dataform?

dbt ranks first right now. Works across Snowflake, Redshift, Databricks and more, so you are not tied to BigQuery, with a large package library. Talend (Qlik Talend Cloud) and Fivetran follow it in our ranking.

Dataform vs dbt: what's the difference?

Dataform is free to use; dbt is free and open source. Only dbt runs on Windows, macOS and Linux.

Is Dataform free?

Dataform is free to use. Price: Free service; Compute billing: Charged via BigQuery. Checked on Dataform's own site, November 2026.

How much do Dataform alternatives cost?

Verified prices for the top-ranked Dataform alternatives: dbt, $100 per user/month (Starter); Fivetran, Usage-based; $5 monthly base charge per standard connection; Google Cloud Composer (Managed Airflow), $0.06 per DCU-hour (Composer 3, us-central1). Each price was checked on the app's own site; see each card below for the date and source.

Is there a free alternative to Dataform?

Yes. dbt (open source) and Fivetran (free plan + paid) have a free option. Check each app's verified facts for current plan limits.

Is there an open-source alternative to Dataform?

Yes: dbt. dbt can also be self-hosted.

Which Dataform alternatives work on Linux?

dbt runs on Linux.

Why do people switch from Dataform?

The complaints we hear most: managed service works only with BigQuery; smaller ecosystem of packages and community help than dbt; tied to Google Cloud console, IAM and billing setup.

How is this list ranked?

Every app is scored with the same published formula: how directly it replaces Dataform, reviews (weighted by verification), visits from AppBreakup, how recently its facts were checked against its own website, and reader votes.