Best Google Cloud Dataflow Alternatives in 2026
The top Google Cloud Dataflow alternatives are Keboola, Informatica Data Integration and Talend Data Fabric: 15 ETL software our editors would look at instead of Google Cloud Dataflow, in our ranking order.
Google Cloud Dataflow: A managed Apache Beam service for engineering teams running batch and streaming pipelines. Where it falls short: cloud-only deployment limits infrastructure choices.
Switching from Google Cloud Dataflow? For most etl software buyers the best Google Cloud Dataflow alternative is Keboola, built for teams wanting managed ETL with a free tier. On a budget, Skyvia starts at $99/mo.
Why People Look for a Google Cloud Dataflow Alternative
- Cloud-only deployment limits infrastructure choices
- Uses paid usage-based pricing without a free plan
- Requires pipeline development in Java, Python, or Go
- No free plan — 6 of the alternatives below have it
Quick Picks by What You Need
- Best overallKeboola9.4
Teams wanting managed ETL with a free tier
Visit Keboola - Lowest priceSkyvia8.5
Paid plans from $99/mo
Visit Skyvia - Best free optionKeboola9.4
Has a free plan (Google Cloud Dataflow has none)
Visit Keboola
All 15 Google Cloud Dataflow Alternatives, Ranked
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
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Best forTeams wanting managed ETL with a free tier
- Better than Google Cloud Dataflow:
- Free plan
- Editor score 9.4 vs 8.4
Managed ETL with a free tier, broad connectors, visual orchestration, and hybrid deployment.
- Incremental loading
- Change data capture
- Custom code transforms
9.4/10★★★★★Visit Keboola -
Best forEnterprise hybrid ETL and ELT teams
- Better than Google Cloud Dataflow:
- Free plan
- Editor score 9.3 vs 8.4
A hybrid-ready platform for enterprise ETL, ELT, CDC and orchestration.
- Incremental loading
- Change data capture
- Custom code transforms
9.3/10★★★★★Visit Informatica -
Best forGoverned enterprise data integration
- Better than Google Cloud Dataflow:
- Editor score 9.1 vs 8.4
A broad, governed platform for complex batch, real-time, and hybrid data environments.
- Incremental loading
- Change data capture
- Custom code transforms
9.1/10★★★★★Visit Talend -
Best forEnterprise cloud data integration programs
- Better than Google Cloud Dataflow:
- Editor score 9.0 vs 8.4
A broad ETL and ELT platform for complex cloud and enterprise data programs.
- Incremental loading
- Change data capture
- Custom code transforms
9.0/10★★★★☆Visit site -
Best forOpen-source visual ETL teams
- Better than Google Cloud Dataflow:
- Free plan
- Editor score 8.9 vs 8.4
A broad, open-source ETL platform for teams that want visual design and runtime flexibility.
- Incremental loading
- Change data capture
- Custom code transforms
8.9/10★★★★☆Visit Apache Hop -
Best forCloud ETL teams in mixed environments
- Better than Google Cloud Dataflow:
- Editor score 8.8 vs 8.4
A visual, hybrid ETL service with broad connectivity and enterprise orchestration.
- Incremental loading
- Change data capture
- Custom code transforms
8.8/10★★★★☆Visit site -
Best forGoogle Cloud integration teams
- Better than Google Cloud Dataflow:
- Editor score 8.7 vs 8.4
A Google Cloud service for visual, extensible ETL with CDC, lineage, and hybrid connectivity.
- Incremental loading
- Change data capture
- Custom code transforms
8.7/10★★★★☆Visit Google Cloud -
Best forCloud-warehouse loading and CDC
- Better than Google Cloud Dataflow:
- Editor score 8.6 vs 8.4
A flexible ETL platform for cloud loading, CDC, and governed pipeline development.
- Incremental loading
- Change data capture
- Custom code transforms
8.6/10★★★★☆Visit Matillion -
Best forSMBs needing affordable connector-rich ETL
- Better than Google Cloud Dataflow:
- Free plan
- Editor score 8.5 vs 8.4
A connector-rich ETL and synchronization platform with a useful free tier.
8.5/10★★★★☆Visit Skyvia -
Best forDevelopers building batch and streaming pipelines
A portable framework for developers building custom batch and streaming ETL pipelines.
- Incremental loading
- Change data capture
- Custom code transforms
8.3/10★★★★☆Visit Apache Beam -
Best forLarge-scale open-source data processing
- Better than Google Cloud Dataflow:
- Free plan
A free, self-hosted engine for distributed batch, streaming, SQL, and machine learning workloads.
- Incremental loading
- Change data capture
- Custom code transforms
8.2/10★★★★☆Visit Apache Spark -
Best forWindows-focused visual workflow automation
- Better than Google Cloud Dataflow:
- Free plan
A capable visual ETL tool for Windows teams that need profiling, automation, and hybrid deployment.
8.1/10★★★★☆Visit EasyMorph -
Best forVisual ingestion and dataflow automation
A visual, self-hosted dataflow system for routing, transforming, and tracking data.
8.0/10★★★★☆Visit Apache NiFi -
Best forLarge enterprises needing broad ETL capabilities
A broad visual ETL platform for complex enterprise data environments.
- Change data capture
7.9/10★★★★☆Visit Ab Initio -
Best forHybrid application and API integrations
A hybrid integration platform for connecting applications, APIs, data, and on-premises systems.
7.8/10★★★★☆Visit Jitterbit
Google Cloud Dataflow Alternatives: Common Questions
What is the best alternative to Google Cloud Dataflow?
Keboola: #1 in our ETL Software ranking, with an editor score of 9.4 out of 10. Managed ETL with a free tier, broad connectors, visual orchestration, and hybrid deployment.
Is there a free alternative to Google Cloud Dataflow?
Yes. Keboola, Informatica Data Integration, Apache Hop, Skyvia and Apache Beam have a free plan or a free tier (8 of the 15 alternatives on this page).
Why do people look for Google Cloud Dataflow alternatives?
Cloud-only deployment limits infrastructure choices; Uses paid usage-based pricing without a free plan; Requires pipeline development in Java, Python, or Go.
How do I switch from Google Cloud Dataflow?
Export your data from Google Cloud Dataflow (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel Google Cloud Dataflow.
How to Switch from Google Cloud Dataflow
- Export your data from Google Cloud Dataflow (most tools have an export in their settings).
- Sign up for the alternative; start on its free plan or trial if it has one.
- Import your export and set up the integrations your team relies on.
- Run both side by side for a short while, then cancel Google Cloud Dataflow.
Google Cloud Dataflow vs Each Alternative
| # | Tool | Free plan | Paid from | Deployment | Transformation mode | Change data capture | Score |
|---|---|---|---|---|---|---|---|
| 10 | Google Cloud Dataflow | No | Cloud | Mixed | Yes | 8.4 | |
| 1 | Keboola | Yes | $0.14/unit usage-based | Hybrid | Mixed | Yes | 9.4 |
| 2 | Informatica Data Integration | Yes | Hybrid | Mixed | Yes | 9.3 | |
| 3 | Talend Data Fabric | No | Hybrid | Mixed | Yes | 9.1 | |
| 4 | Qlik Talend Cloud | No | Hybrid | Mixed | Yes | 9.0 | |
| 5 | Apache Hop | Yes | Free | Hybrid | Mixed | Yes | 8.9 |
| 6 | Azure Data Factory | No | Hybrid | Mixed | Yes | 8.8 | |
| 7 | Google Cloud Data Fusion | No | $0.35 usage-based | Cloud | Mixed | Yes | 8.7 |
| 8 | Matillion Data Productivity Cloud | Hybrid | Mixed | Yes | 8.6 | ||
| 9 | Skyvia | Yes | $99/mo | 8.5 | |||
| 10 | Apache Beam | Free | Hybrid | Mixed | Yes | 8.3 | |
| 11 | Apache Spark | Yes | Free | Self_hosted | Mixed | Yes | 8.2 |
| 12 | EasyMorph | Yes | $900/user/yr | Hybrid | 8.1 | ||
| 13 | Apache NiFi | Free | 8.0 | ||||
| 14 | Ab Initio Data Platform | Hybrid | Visual | Yes | 7.9 | ||
| 15 | Jitterbit Harmony | 7.8 |
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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