PySpark alternatives
As of 4 November 2026, 31 distributed processing are named by companies instead of PySpark: Apache Spark by 4,705 companies, Apache Hadoop by 1,762, Apache Flink by 943.
As of 4 November 2026 · refreshed daily · counts move as websites, DNS and career sites are re-read.
- PySpark, companies in postings
- 2,336
- Most used alternative
- Apache Spark · 4,705
- Fastest hiring, 90 days
- Apache Spark
- Alternatives ranked
- 31
- Catalogue
- T-1.0.1-prov
distributed processing companies choose instead of PySpark
Companies naming each tool in their own postings, and postings in the last 90 days. Bars are relative to the category leader.
| # | Alternative | Companies | companies | vs PySpark | postings, 90 d | Compare |
|---|---|---|---|---|---|---|
| 1 | Apache SparkApache Software Foundation | 4,705 | 201% | 17,434 | PySpark vs Apache Spark → | |
| 2 | Apache HadoopApache Software Foundation | 1,762 | 75% | 8,057 | PySpark vs Apache Hadoop → | |
| 3 | Apache FlinkApache Software Foundation | 943 | 40% | 2,546 | PySpark vs Apache Flink → | |
| 4 | Apache HiveApache Software Foundation | 844 | 36% | 2,366 | PySpark vs Apache Hive → | |
| 5 | Google Cloud DataflowGoogle | 490 | 21% | 1,659 | PySpark vs Google Cloud Dataflow → | |
| 6 | RayAnyscale | 477 | 20% | 1,251 | PySpark vs Ray → | |
| 7 | Spark SQLApache Software Foundation | 389 | 17% | 994 | PySpark vs Spark SQL → | |
| 8 | TrinoTrino Software Foundation | 329 | 14% | 912 | PySpark vs Trino → | |
| 9 | PrestoLinux Foundation (Presto Foundation) | 323 | 14% | 697 | PySpark vs Presto → | |
| 10 | Spark StreamingApache Software Foundation | 318 | 14% | 604 | PySpark vs Spark Streaming → | |
| 11 | MapReduceApache Software Foundation | 276 | 12% | 650 | PySpark vs MapReduce → | |
| 12 | Apache BeamApache Software Foundation | 246 | 11% | 617 | PySpark vs Apache Beam → | |
| 13 | ClouderaCloudera | 208 | 9% | 751 | PySpark vs Cloudera → | |
| 14 | Apache PigApache Software Foundation | 187 | 8% | 284 | PySpark vs Apache Pig → | |
| 15 | DaskNumFOCUS | 183 | 8% | 294 | PySpark vs Dask → | |
| 16 | Google Cloud DataprocGoogle | 182 | 8% | 563 | PySpark vs Google Cloud Dataproc → | |
| 17 | Apache StormApache Software Foundation | 172 | 7% | 292 | PySpark vs Apache Storm → | |
| 18 | Kafka StreamsApache Software Foundation | 146 | 6% | 348 | PySpark vs Kafka Streams → | |
| 19 | Amazon EMRAmazon | 136 | 6% | 380 | PySpark vs Amazon EMR → | |
| 20 | Apache ImpalaApache Software Foundation | 136 | 6% | 422 | soon | |
| 21 | Spark Structured StreamingApache Software Foundation | 104 | 4% | 209 | soon | |
| 22 | DenodoDenodo | 67 | 3% | 197 | soon | |
| 23 | Hortonworks Data PlatformCloudera | 55 | 2% | 103 | soon | |
| 24 | Azure Stream AnalyticsMicrosoft | 53 | 2% | 105 | soon | |
| 25 | StarburstStarburst | 46 | 2% | 265 | soon | |
| 26 | MapRHPE | 43 | 2% | 58 | soon | |
| 27 | Azure HDInsightMicrosoft | 40 | 2% | 89 | soon | |
| 28 | Cloudera Data PlatformCloudera | 28 | 1% | 66 | soon | |
| 29 | ksqlDBConfluent | 21 | 1% | 56 | soon | |
| 30 | Apache DataFusionApache Software Foundation | 20 | 1% | 98 | soon | |
| 31 | Apache SamzaApache Software Foundation | 10 | 0% | 29 | soon |
Filter on any of them, or on PySpark users who also name an alternative, and open the person who owns the stack.
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31 distributed processing are named by companies instead of PySpark: Apache Spark by 4,705 companies, Apache Hadoop by 1,762, Apache Flink by 943, measured from their own job postings. (Breaknorm, 4 November 2026, https://breaknorm.co/tools/pyspark/alternatives)
Read from the source, not self-reported
Every number on this page can be traced to a page we crawled or a posting we read. Full methodology →
- RankingCompanies whose own postings name the tool as the team's system, from the Breaknorm technology catalogue T-1.0.1-prov. Editions are folded into their parent product.
- 90-day postingsOpen postings first seen or posted in the last 90 days that name the tool.
- Not includedRatings, prices, feature claims, sponsored positions.
PySpark alternatives: questions
What is the most used alternative to PySpark?
Apache Spark: 4,705 companies name it in their own job postings, against 2,336 for PySpark.
How is this list ranked?
By the number of companies whose own postings name the tool as the team's system (Breaknorm technology catalogue T-1.0.1-prov), then by postings in the last 90 days. No ratings, no vendor input, no sponsored positions.
Does this say which is better?
No. It says who uses what, by company size, industry and country, so you can see which tools companies like yours choose. For features and prices, read the vendors.
Can I get the companies on any of these?
Yes: click the tool, see the first 20 companies, and sign up for the full list with verified e-mails. Counting is free.
Get these companies your way
The same data as a search, over MCP and the API, as bulk files, or pushed to you as it changes.
Every company on PySpark
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