Head to head
| Metric | Apache Beam | Apache Spark | Ray | Dask |
|---|---|---|---|---|
| Stars | 8.7k | 44.5k | 44.2k | 13.9k |
| Weekly downloads | 785k | 11.2M | 3.2M | 8.1M |
| Download growth | +6% | +1% | +13% | +24% |
| Popularity score | 72/100 | 86/100 | 82/100 | 81/100 |
| Forks | 4.8k | 29.6k | 8.3k | 2k |
| Open issues | 3.7k | 779 | 3.7k | 1.4k |
| Last commit | today | 1d ago | 5d ago | 1mo ago |
| Latest version | 2.77.0Oct 7, 2026 | 4.3.0Oct 30, 2026 | 2.60.0Nov 4, 2026 | 2026.8.0Aug 24, 2026 |
| License | Apache-2.0 | Apache-2.0 | Apache-2.0 | BSD-3-Clause |
| First released | 2016 | 2014 | 2016 | 2015 |
| Signals | None | Popular | Popular | None |
| Listed in | Data Engineering & Analytics › Batch & Distributed Processing | Data Engineering & Analytics › Batch & Distributed Processing | AI & Machine Learning › LLM Serving & Inference EnginesData Engineering & Analytics › Batch & Distributed Processing | Data Engineering & Analytics › Batch & Distributed Processing |
Weekly downloads over time
Hover for exact values; switch to log scale for tools of very different sizes.
- Apache Beam
- Apache Spark
- Ray
- Dask