MapReduce alternatives
As of 4 November 2026, 31 distributed processing are named by companies instead of MapReduce: 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.
- MapReduce, companies in postings
- 276
- 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 MapReduce
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 MapReduce | postings, 90 d | Compare |
|---|---|---|---|---|---|---|
| 1 | Apache SparkApache Software Foundation | 4,705 | 1705% | 17,434 | MapReduce vs Apache Spark → | |
| 2 | PySparkApache Software Foundation | 2,336 | 846% | 7,586 | MapReduce vs PySpark → | |
| 3 | Apache HadoopApache Software Foundation | 1,762 | 638% | 8,057 | MapReduce vs Apache Hadoop → | |
| 4 | Apache FlinkApache Software Foundation | 943 | 342% | 2,546 | MapReduce vs Apache Flink → | |
| 5 | Apache HiveApache Software Foundation | 844 | 306% | 2,366 | MapReduce vs Apache Hive → | |
| 6 | Google Cloud DataflowGoogle | 490 | 178% | 1,659 | MapReduce vs Google Cloud Dataflow → | |
| 7 | RayAnyscale | 477 | 173% | 1,251 | MapReduce vs Ray → | |
| 8 | Spark SQLApache Software Foundation | 389 | 141% | 994 | MapReduce vs Spark SQL → | |
| 9 | TrinoTrino Software Foundation | 329 | 119% | 912 | MapReduce vs Trino → | |
| 10 | PrestoLinux Foundation (Presto Foundation) | 323 | 117% | 697 | MapReduce vs Presto → | |
| 11 | Spark StreamingApache Software Foundation | 318 | 115% | 604 | MapReduce vs Spark Streaming → | |
| 12 | Apache BeamApache Software Foundation | 246 | 89% | 617 | MapReduce vs Apache Beam → | |
| 13 | ClouderaCloudera | 208 | 75% | 751 | MapReduce vs Cloudera → | |
| 14 | Apache PigApache Software Foundation | 187 | 68% | 284 | MapReduce vs Apache Pig → | |
| 15 | DaskNumFOCUS | 183 | 66% | 294 | MapReduce vs Dask → | |
| 16 | Google Cloud DataprocGoogle | 182 | 66% | 563 | MapReduce vs Google Cloud Dataproc → | |
| 17 | Apache StormApache Software Foundation | 172 | 62% | 292 | MapReduce vs Apache Storm → | |
| 18 | Kafka StreamsApache Software Foundation | 146 | 53% | 348 | MapReduce vs Kafka Streams → | |
| 19 | Amazon EMRAmazon | 136 | 49% | 380 | MapReduce vs Amazon EMR → | |
| 20 | Apache ImpalaApache Software Foundation | 136 | 49% | 422 | soon | |
| 21 | Spark Structured StreamingApache Software Foundation | 104 | 38% | 209 | soon | |
| 22 | DenodoDenodo | 67 | 24% | 197 | soon | |
| 23 | Hortonworks Data PlatformCloudera | 55 | 20% | 103 | soon | |
| 24 | Azure Stream AnalyticsMicrosoft | 53 | 19% | 105 | soon | |
| 25 | StarburstStarburst | 46 | 17% | 265 | soon | |
| 26 | MapRHPE | 43 | 16% | 58 | soon | |
| 27 | Azure HDInsightMicrosoft | 40 | 14% | 89 | soon | |
| 28 | Cloudera Data PlatformCloudera | 28 | 10% | 66 | soon | |
| 29 | ksqlDBConfluent | 21 | 8% | 56 | soon | |
| 30 | Apache DataFusionApache Software Foundation | 20 | 7% | 98 | soon | |
| 31 | Apache SamzaApache Software Foundation | 10 | 4% | 29 | soon |
Filter on any of them, or on MapReduce users who also name an alternative, and open the person who owns the stack.
Start free, no card. The first 20 are above; e-mails are verified at the mail server when you open them.
Quote the sentence with the date and the link. The numbers change daily; the link always shows the current ones.
31 distributed processing are named by companies instead of MapReduce: 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/mapreduce/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.
MapReduce alternatives: questions
What is the most used alternative to MapReduce?
Apache Spark: 4,705 companies name it in their own job postings, against 276 for MapReduce.
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 MapReduce
or on what replaces it
Connect the MCP server, filter on any tool. Start free, no card.