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Head-to-head · Data Preparation for Analytics

Dataform vs Qlik Talend Cloud

  • Updated Sep 2026
  • Both researched from official sources
  • 3 checks side by side
Higher score Dataform #5 in Data Preparation for Analytics 7.1/10 Free plan Free plan✓ 2 of 3 features Visit Dataform
Qlik Talend Cloud #7 in Data Preparation for Analytics 6.7/10 Pricing on request ✓ 0 of 3 features Visit Qlik

Dataform leads on 3 checks, Qlik Talend Cloud on 0, and 0 are even. Who comes out ahead on the 3 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreDataform · 7.1/10
  • Free planonly Dataform
  • Most featuresDataform · 2 of 3

Dataform scores higher on our rubric for data preparation for analytics: 7.1 against 6.7 out of 10; our editors rank them #5 and #7.

Dataform offers free plan; Qlik Talend Cloud doesn't. Dataform offers data quality checks; Qlik Talend Cloud doesn't publish it. Dataform offers version control; Qlik Talend Cloud doesn't publish it.

Dataform is the better fit for bigQuery teams using SQL-based preparation workflows. Qlik Talend Cloud is the better fit for enterprises combining data preparation and movement.

  • Dataform fits best

    BigQuery teams using SQL-based preparation workflows

  • Qlik Talend Cloud fits best

    Enterprises combining data preparation and movement

Advertiser disclosure: iTechGuides is reader-supported. We may earn a commission when you click some links. How we rank.

Side by side

Feature Dataform 7.1/10 Visit ↗ Qlik Talend Cloud 6.7/10 Visit ↗
At a glance
Editor score 7.1 6.7
Ranking #5 in Data Preparation for Analytics #7 in Data Preparation for Analytics
Best for BigQuery teams using SQL-based preparation workflows Enterprises combining data preparation and movement
Pricing model Free Paid
Starting price Not published Not published
Free plan ✓ (best) —
Free trial — —
Deployment Cloud Cloud, Self-hosted
Platforms Web Web
Support Docs, Community Community, Docs
Integrations 9 integrations 18 integrations
Built for Mid-market, Enterprise Mid-market, Enterprise
Features Dataform 2/3 · Qlik Talend Cloud 0/3
Data quality checks ✓ (best) Not published
Scheduled runs Not published Not published
Version control ✓ (best) Not published
Specs
Deployment Not published Hybrid
Workflow interface Not published Not published
Source connectors Not published Not published
Our review
Pros
  • Define SQLX transformations, dependencies, and reusable JavaScript actions.
  • Connect Git repositories and visualize compiled workflow dependencies.
  • Add data-quality assertions, scheduled runs, logs, and monitoring.
  • Combines visual ETL/ELT flows with custom SQL transformations.
  • Supports batch, real-time movement, and log-based change data capture.
  • Connects preparation with quality, governance, and lineage capabilities.
Cons
  • Preparation workflows are centered on BigQuery rather than multiple data platforms.
  • The SQL-first interface may not suit teams seeking visual preparation tools.
  • Google Cloud services used alongside Dataform may incur separate charges.
  • Pricing is sales-led, with no public tier prices.
  • ETL/ELT transformations start at Premium, not the lower tiers.
  • Preparation is part of a broader integration suite, not a standalone focus.
Our verdict

Dataform is a Google Cloud service for analysts and data engineers who prepare data in BigQuery through versioned, scheduled SQL workflows. SQLX defines tables, views, incremental tables, and materialized views; JavaScript workflow actions…

Read the review →

Qlik Talend Cloud brings data movement and preparation together for teams connecting SaaS applications, databases, files, cloud services, and enterprise systems. It supports batch and real-time pipelines, change data capture, visual…

Read the review →
  1. DataformData Preparation for Analytics 7.1Free plan
  2. Qlik Talend CloudData Preparation for Analytics 6.7Pricing on request

Strengths and trade-offs

  • Dataform — where it wins

    • Define SQLX transformations, dependencies, and reusable JavaScript actions.
    • Connect Git repositories and visualize compiled workflow dependencies.
    • Add data-quality assertions, scheduled runs, logs, and monitoring.

    Where it doesn't

    • Preparation workflows are centered on BigQuery rather than multiple data platforms.
    • The SQL-first interface may not suit teams seeking visual preparation tools.
    • Google Cloud services used alongside Dataform may incur separate charges.

  • Qlik Talend Cloud — where it wins

    • Combines visual ETL/ELT flows with custom SQL transformations.
    • Supports batch, real-time movement, and log-based change data capture.
    • Connects preparation with quality, governance, and lineage capabilities.

    Where it doesn't

    • Pricing is sales-led, with no public tier prices.
    • ETL/ELT transformations start at Premium, not the lower tiers.
    • Preparation is part of a broader integration suite, not a standalone focus.
  • Dataform7.1/10 · Free plan

    A free, code-first option for teams preparing BigQuery data with SQLX.

    Visit DataformFull verdict →
  • Qlik Talend Cloud6.7/10 · Pricing on request

    Combines data preparation with replication, CDC, governance, and pipeline automation.

    Visit QlikFull verdict →

More comparisons

All data preparation for analytics comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026

Last updated · How we research and update