Best Apache Spark Alternatives in 2026
Updated
20 tools from ETL software ranked against Apache Spark on the same published basis.
- 1Apache Spark vs Skyvia
- 2Apache Spark vs EasyMorph
- 3Apache Spark vs Apache Beam
- 4Apache Spark vs Apache NiFi
- 5Apache Spark vs Apache Hop
- 6Apache Spark vs CloverDX
- 8Apache Spark vs SAS Visual Statistics
- 9Apache Spark vs Ab Initio Data Platform
- 10Apache Spark vs Google Cloud Data Fusion
- 11Apache Spark vs Informatica Product 360
- 12Apache Spark vs Keboola
- 13Apache Spark vs Matillion Data Productivity Cloud
- 14Apache Spark vs Precisely EnterWorks
- 15Apache Spark vs AWS Glue DataBrew
- 16Apache Spark vs Jitterbit Harmony
- 17Apache Spark vs Qlik Talend Cloud
- 18Apache Spark vs FME Form
- 19Apache Spark vs Oracle WebCenter Content
- 20Apache Spark vs SAP Customer Data Platform
- 21Apache Spark vs Precisely Connect
Apache Spark alternatives compared
| # | Tool | Score | Free plan | From | Runs on |
|---|---|---|---|---|---|
| 1 | Skyvia | 7.6 | Free plan | $7/mo | API, Web, Windows |
| 2 | EasyMorph | 7.3 | Free plan | $50/mo | API, self-hosted, Web, Windows |
| 3 | Apache Beam | 7.1 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 4 | Apache NiFi | 7.0 | Free plan | Free | API, Linux, Mac, self-hosted, Web, Windows |
| 5 | Apache Hop | 6.9 | Free plan | Free | Linux, Mac, self-hosted, Windows |
| 6 | CloverDX | 6.9 | No | — | API, Linux, Mac, self-hosted, Web, Windows |
| 8 | SAS Visual Statistics | 6.7 | No | — | self-hosted, Web |
| 9 | Ab Initio Data Platform | 6.6 | No | — | API, Linux, self-hosted, Web, Windows |
| 10 | Google Cloud Data Fusion | 6.6 | No | $0.35/mo | API, Web |
| 11 | Informatica Product 360 | 6.6 | No | — | API, self-hosted, Web, Windows |
| 12 | Keboola | 6.6 | Free plan | $0.14/mo | API, self-hosted, Web |
| 13 | Matillion Data Productivity Cloud | 6.6 | No | — | Web |
| 14 | Precisely EnterWorks | 6.4 | No | — | API, Web, Windows |
| 15 | AWS Glue DataBrew | 6.3 | No | $0.48/mo | API, Web |
| 16 | Jitterbit Harmony | 6.3 | No | — | Web, Windows, Linux |
| 17 | Qlik Talend Cloud | 6.2 | No | — | Web |
| 18 | FME Form | 6.0 | No | — | Linux, Mac, self-hosted, Windows |
| 19 | Oracle WebCenter Content | 6.0 | No | — | Web, iOS, Android |
| 20 | SAP Customer Data Platform | 6.0 | No | — | — |
| 21 | Precisely Connect | 5.7 | No | — | Linux, Windows |
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Questions about Apache Spark alternatives
What is the best alternative to Apache Spark?
Skyvia, number 1 in ETL software with a score of 7.6 out of 10. The others here: EasyMorph, Apache Beam, Apache NiFi and 16 more.
What is the best free alternative to Apache Spark?
Skyvia is the best-ranked alternative with a free plan. 6 of the 20 alternatives here publish a free plan on their own pricing pages.
How are these alternatives ranked?
Ranked on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.