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Head-to-head · ETL Software

Keboola vs Google Cloud Dataflow

  • Updated Sep 2026
  • Both researched from official sources
  • 4 checks side by side
Higher score Keboola #1 in ETL Software 9.8/10 Free plan Free plan✓ 3 of 3 features Visit Keboola

Keboola leads on 1 check, Google Cloud Dataflow 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 scoreKeboola · 9.8/10
  • Free planonly Keboola

Keboola scores higher on our rubric for etl software: 9.8 against 6.3 out of 10; our editors rank them #1 and #10.

Keboola offers free plan; Google Cloud Dataflow doesn't. On deployment, Keboola gives you Hybrid where Google Cloud Dataflow offers Cloud.

Keboola is the better fit for teams wanting managed ETL with a free tier. Google Cloud Dataflow is the better fit for managed Apache Beam batch and streaming.

  • Keboola fits best

    Teams wanting managed ETL with a free tier

  • Google Cloud Dataflow fits best

    Managed Apache Beam batch and streaming

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

Side by side

Feature Keboola 9.8/10 Visit ↗ Google Cloud Dataflow 6.3/10 Visit ↗
At a glance
Editor score 9.8 6.3
Ranking #1 in ETL Software #10 in ETL Software
Best for Teams wanting managed ETL with a free tier Managed Apache Beam batch and streaming
Pricing model Free plan + paid Paid
Starting price Not published Not published
Free plan ✓ (best) —
Free trial — —
Deployment Cloud, Self-hosted Cloud
Platforms Web Web
Support Live chat, Docs Docs, Community, Live chat, Phone, Tickets
Compliance SOC 2, GDPR, HIPAA, SSO/SAML, 2FA SOC 2, ISO 27001
Integrations 1,500+ integrations 14 integrations
Built for Mid-market, Enterprise Mid-market, Enterprise
Features Keboola 3/3 · Google Cloud Dataflow 3/3
Incremental loading ✓ ✓
Change data capture ✓ ✓
Custom code transforms ✓ ✓
Specs
Deployment Hybrid Cloud
Source connectors Not published Not published
Destination connectors Not published Not published
Transformation mode Mixed Mixed
Our review
Pros
  • Free plan includes unlimited ETL/ELT pipelines and 1,500+ data sources
  • Supports SQL, Python, R, dbt, CDC, lineage, cataloging, and monitoring
  • Hybrid, private VPC, API, CLI, and AI-assisted pipeline operations
  • Runs batch and streaming pipelines with managed worker infrastructure
  • Supports CDC templates, autoscaling, and dynamic resource adjustment
  • Connects with BigQuery, Kafka, MongoDB, Spanner, and more
Cons
  • Free plan is limited to one Keboola project
  • Extra compute after the free allocation costs $0.14 per minute
  • Enterprise pricing requires contacting sales
  • Cloud-only deployment limits infrastructure choices
  • Uses paid usage-based pricing without a free plan
  • Requires pipeline development in Java, Python, or Go
Our verdict

Keboola is a cloud data integration and operations platform for data teams, analysts, and enterprises. It combines managed connectors for SaaS applications, databases, event streams, and REST APIs with visual orchestration,…

Read the review →

Google Cloud Dataflow is a managed service for running Apache Beam pipelines that process batch and streaming data. It is designed for engineering and data teams building scalable data processing and integration workflows, with Google…

Read the review →
  1. KeboolaETL Software 9.8Free plan
  2. Google Cloud DataflowETL Software 6.3Paid

Strengths and trade-offs

  • Keboola — where it wins

    • Free plan includes unlimited ETL/ELT pipelines and 1,500+ data sources
    • Supports SQL, Python, R, dbt, CDC, lineage, cataloging, and monitoring
    • Hybrid, private VPC, API, CLI, and AI-assisted pipeline operations

    Where it doesn't

    • Free plan is limited to one Keboola project
    • Extra compute after the free allocation costs $0.14 per minute
    • Enterprise pricing requires contacting sales
  • Google Cloud Dataflow — where it wins

    • Runs batch and streaming pipelines with managed worker infrastructure
    • Supports CDC templates, autoscaling, and dynamic resource adjustment
    • Connects with BigQuery, Kafka, MongoDB, Spanner, and more

    Where it doesn't

    • Cloud-only deployment limits infrastructure choices
    • Uses paid usage-based pricing without a free plan
    • Requires pipeline development in Java, Python, or Go

More comparisons

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Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026

Last updated · How we research and update