Apache Hadoop alternatives
As of 4 November 2026, 31 distributed processing are named by companies instead of Apache Hadoop: Apache Spark by 4,705 companies, PySpark by 2,336, Apache Flink by 943.
As of 4 November 2026 · refreshed daily · counts move as websites, DNS and career sites are re-read.
- Apache Hadoop, companies in postings
- 1,762
- 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 Apache Hadoop
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 Apache Hadoop | postings, 90 d | Compare |
|---|---|---|---|---|---|---|
| 1 | Apache SparkApache Software Foundation | 4,705 | 267% | 17,434 | Apache Hadoop vs Apache Spark → | |
| 2 | PySparkApache Software Foundation | 2,336 | 133% | 7,586 | Apache Hadoop vs PySpark → | |
| 3 | Apache FlinkApache Software Foundation | 943 | 54% | 2,546 | Apache Hadoop vs Apache Flink → | |
| 4 | Apache HiveApache Software Foundation | 844 | 48% | 2,366 | Apache Hadoop vs Apache Hive → | |
| 5 | Google Cloud DataflowGoogle | 490 | 28% | 1,659 | Apache Hadoop vs Google Cloud Dataflow → | |
| 6 | RayAnyscale | 477 | 27% | 1,251 | Apache Hadoop vs Ray → | |
| 7 | Spark SQLApache Software Foundation | 389 | 22% | 994 | Apache Hadoop vs Spark SQL → | |
| 8 | TrinoTrino Software Foundation | 329 | 19% | 912 | Apache Hadoop vs Trino → | |
| 9 | PrestoLinux Foundation (Presto Foundation) | 323 | 18% | 697 | Apache Hadoop vs Presto → | |
| 10 | Spark StreamingApache Software Foundation | 318 | 18% | 604 | Apache Hadoop vs Spark Streaming → | |
| 11 | MapReduceApache Software Foundation | 276 | 16% | 650 | Apache Hadoop vs MapReduce → | |
| 12 | Apache BeamApache Software Foundation | 246 | 14% | 617 | Apache Hadoop vs Apache Beam → | |
| 13 | ClouderaCloudera | 208 | 12% | 751 | Apache Hadoop vs Cloudera → | |
| 14 | Apache PigApache Software Foundation | 187 | 11% | 284 | Apache Hadoop vs Apache Pig → | |
| 15 | DaskNumFOCUS | 183 | 10% | 294 | Apache Hadoop vs Dask → | |
| 16 | Google Cloud DataprocGoogle | 182 | 10% | 563 | Apache Hadoop vs Google Cloud Dataproc → | |
| 17 | Apache StormApache Software Foundation | 172 | 10% | 292 | Apache Hadoop vs Apache Storm → | |
| 18 | Kafka StreamsApache Software Foundation | 146 | 8% | 348 | Apache Hadoop vs Kafka Streams → | |
| 19 | Amazon EMRAmazon | 136 | 8% | 380 | Apache Hadoop vs Amazon EMR → | |
| 20 | Apache ImpalaApache Software Foundation | 136 | 8% | 422 | soon | |
| 21 | Spark Structured StreamingApache Software Foundation | 104 | 6% | 209 | soon | |
| 22 | DenodoDenodo | 67 | 4% | 197 | soon | |
| 23 | Hortonworks Data PlatformCloudera | 55 | 3% | 103 | soon | |
| 24 | Azure Stream AnalyticsMicrosoft | 53 | 3% | 105 | soon | |
| 25 | StarburstStarburst | 46 | 3% | 265 | soon | |
| 26 | MapRHPE | 43 | 2% | 58 | soon | |
| 27 | Azure HDInsightMicrosoft | 40 | 2% | 89 | soon | |
| 28 | Cloudera Data PlatformCloudera | 28 | 2% | 66 | soon | |
| 29 | ksqlDBConfluent | 21 | 1% | 56 | soon | |
| 30 | Apache DataFusionApache Software Foundation | 20 | 1% | 98 | soon | |
| 31 | Apache SamzaApache Software Foundation | 10 | 1% | 29 | soon |
Filter on any of them, or on Apache Hadoop 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 Apache Hadoop: Apache Spark by 4,705 companies, PySpark by 2,336, Apache Flink by 943, measured from their own job postings. (Breaknorm, 4 November 2026, https://breaknorm.co/tools/apache-hadoop/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.
Apache Hadoop alternatives: questions
What is the most used alternative to Apache Hadoop?
Apache Spark: 4,705 companies name it in their own job postings, against 1,762 for Apache Hadoop.
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
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Every company on Apache Hadoop
or on what replaces it
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