Head-to-head · ETL Software
Keboola vs Google Cloud Dataflow
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
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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 | ||
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| 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 → |
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
- Keboola9.8/10 · Free plan
Managed ETL with a free tier, broad connectors, visual orchestration, and hybrid deployment.
Visit KeboolaFull verdict → - Google Cloud Dataflow6.3/10 · Paid
A managed Apache Beam service for engineering teams running batch and streaming pipelines.
Visit Google CloudFull verdict →
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Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026
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