Amazon EMR alternatives_
As of 4 November 2026, 31 distributed processing are named by companies instead of Amazon EMR: Apache Spark by 4,705 companies, PySpark by 2,336, Apache Hadoop by 1,762.
As of 4 November 2026 · refreshed daily · counts move as websites, DNS and career sites are re-read.
- Amazon EMR, companies in postings
- 136
- 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 Amazon EMR
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 Amazon EMR | postings, 90 d | Compare |
|---|---|---|---|---|---|---|
| 1 | Apache SparkApache Software Foundation | 4,705 | 3460% | 17,434 | Amazon EMR vs Apache Spark → | |
| 2 | PySparkApache Software Foundation | 2,336 | 1718% | 7,586 | Amazon EMR vs PySpark → | |
| 3 | Apache HadoopApache Software Foundation | 1,762 | 1296% | 8,057 | Amazon EMR vs Apache Hadoop → | |
| 4 | Apache FlinkApache Software Foundation | 943 | 693% | 2,546 | Amazon EMR vs Apache Flink → | |
| 5 | Apache HiveApache Software Foundation | 844 | 621% | 2,366 | Amazon EMR vs Apache Hive → | |
| 6 | Google Cloud DataflowGoogle | 490 | 360% | 1,659 | Amazon EMR vs Google Cloud Dataflow → | |
| 7 | RayAnyscale | 477 | 351% | 1,251 | Amazon EMR vs Ray → | |
| 8 | Spark SQLApache Software Foundation | 389 | 286% | 994 | Amazon EMR vs Spark SQL → | |
| 9 | TrinoTrino Software Foundation | 329 | 242% | 912 | Amazon EMR vs Trino → | |
| 10 | PrestoLinux Foundation (Presto Foundation) | 323 | 238% | 697 | Amazon EMR vs Presto → | |
| 11 | Spark StreamingApache Software Foundation | 318 | 234% | 604 | Amazon EMR vs Spark Streaming → | |
| 12 | MapReduceApache Software Foundation | 276 | 203% | 650 | Amazon EMR vs MapReduce → | |
| 13 | Apache BeamApache Software Foundation | 246 | 181% | 617 | Amazon EMR vs Apache Beam → | |
| 14 | ClouderaCloudera | 208 | 153% | 751 | Amazon EMR vs Cloudera → | |
| 15 | Apache PigApache Software Foundation | 187 | 138% | 284 | Amazon EMR vs Apache Pig → | |
| 16 | DaskNumFOCUS | 183 | 135% | 294 | Amazon EMR vs Dask → | |
| 17 | Google Cloud DataprocGoogle | 182 | 134% | 563 | Amazon EMR vs Google Cloud Dataproc → | |
| 18 | Apache StormApache Software Foundation | 172 | 126% | 292 | Amazon EMR vs Apache Storm → | |
| 19 | Kafka StreamsApache Software Foundation | 146 | 107% | 348 | Amazon EMR vs Kafka Streams → | |
| 20 | Apache ImpalaApache Software Foundation | 136 | 100% | 422 | soon | |
| 21 | Spark Structured StreamingApache Software Foundation | 104 | 76% | 209 | soon | |
| 22 | DenodoDenodo | 67 | 49% | 197 | soon | |
| 23 | Hortonworks Data PlatformCloudera | 55 | 40% | 103 | soon | |
| 24 | Azure Stream AnalyticsMicrosoft | 53 | 39% | 105 | soon | |
| 25 | StarburstStarburst | 46 | 34% | 265 | soon | |
| 26 | MapRHPE | 43 | 32% | 58 | soon | |
| 27 | Azure HDInsightMicrosoft | 40 | 29% | 89 | soon | |
| 28 | Cloudera Data PlatformCloudera | 28 | 21% | 66 | soon | |
| 29 | ksqlDBConfluent | 21 | 15% | 56 | soon | |
| 30 | Apache DataFusionApache Software Foundation | 20 | 15% | 98 | soon | |
| 31 | Apache SamzaApache Software Foundation | 10 | 7% | 29 | soon |
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31 distributed processing are named by companies instead of Amazon EMR: Apache Spark by 4,705 companies, PySpark by 2,336, Apache Hadoop by 1,762, measured from their own job postings. (Breaknorm, 4 November 2026, https://breaknorm.co/tools/amazon-emr/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.
Amazon EMR alternatives: questions
What is the most used alternative to Amazon EMR?
Apache Spark: 4,705 companies name it in their own job postings, against 136 for Amazon EMR.
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.
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