Kafka Streams alternatives
As of 4 November 2026, 31 distributed processing are named by companies instead of Kafka Streams: 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.
- Kafka Streams, companies in postings
- 146
- 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 Kafka Streams
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 Kafka Streams | postings, 90 d | Compare |
|---|---|---|---|---|---|---|
| 1 | Apache SparkApache Software Foundation | 4,705 | 3223% | 17,434 | Kafka Streams vs Apache Spark → | |
| 2 | PySparkApache Software Foundation | 2,336 | 1600% | 7,586 | Kafka Streams vs PySpark → | |
| 3 | Apache HadoopApache Software Foundation | 1,762 | 1207% | 8,057 | Kafka Streams vs Apache Hadoop → | |
| 4 | Apache FlinkApache Software Foundation | 943 | 646% | 2,546 | Kafka Streams vs Apache Flink → | |
| 5 | Apache HiveApache Software Foundation | 844 | 578% | 2,366 | Kafka Streams vs Apache Hive → | |
| 6 | Google Cloud DataflowGoogle | 490 | 336% | 1,659 | Kafka Streams vs Google Cloud Dataflow → | |
| 7 | RayAnyscale | 477 | 327% | 1,251 | Kafka Streams vs Ray → | |
| 8 | Spark SQLApache Software Foundation | 389 | 266% | 994 | Kafka Streams vs Spark SQL → | |
| 9 | TrinoTrino Software Foundation | 329 | 225% | 912 | Kafka Streams vs Trino → | |
| 10 | PrestoLinux Foundation (Presto Foundation) | 323 | 221% | 697 | Kafka Streams vs Presto → | |
| 11 | Spark StreamingApache Software Foundation | 318 | 218% | 604 | Kafka Streams vs Spark Streaming → | |
| 12 | MapReduceApache Software Foundation | 276 | 189% | 650 | Kafka Streams vs MapReduce → | |
| 13 | Apache BeamApache Software Foundation | 246 | 168% | 617 | Kafka Streams vs Apache Beam → | |
| 14 | ClouderaCloudera | 208 | 142% | 751 | Kafka Streams vs Cloudera → | |
| 15 | Apache PigApache Software Foundation | 187 | 128% | 284 | Kafka Streams vs Apache Pig → | |
| 16 | DaskNumFOCUS | 183 | 125% | 294 | Kafka Streams vs Dask → | |
| 17 | Google Cloud DataprocGoogle | 182 | 125% | 563 | Kafka Streams vs Google Cloud Dataproc → | |
| 18 | Apache StormApache Software Foundation | 172 | 118% | 292 | Kafka Streams vs Apache Storm → | |
| 19 | Amazon EMRAmazon | 136 | 93% | 380 | Kafka Streams vs Amazon EMR → | |
| 20 | Apache ImpalaApache Software Foundation | 136 | 93% | 422 | soon | |
| 21 | Spark Structured StreamingApache Software Foundation | 104 | 71% | 209 | soon | |
| 22 | DenodoDenodo | 67 | 46% | 197 | soon | |
| 23 | Hortonworks Data PlatformCloudera | 55 | 38% | 103 | soon | |
| 24 | Azure Stream AnalyticsMicrosoft | 53 | 36% | 105 | soon | |
| 25 | StarburstStarburst | 46 | 32% | 265 | soon | |
| 26 | MapRHPE | 43 | 29% | 58 | soon | |
| 27 | Azure HDInsightMicrosoft | 40 | 27% | 89 | soon | |
| 28 | Cloudera Data PlatformCloudera | 28 | 19% | 66 | soon | |
| 29 | ksqlDBConfluent | 21 | 14% | 56 | soon | |
| 30 | Apache DataFusionApache Software Foundation | 20 | 14% | 98 | soon | |
| 31 | Apache SamzaApache Software Foundation | 10 | 7% | 29 | soon |
Filter on any of them, or on Kafka Streams 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 Kafka Streams: 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/kafka-streams/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.
Kafka Streams alternatives: questions
What is the most used alternative to Kafka Streams?
Apache Spark: 4,705 companies name it in their own job postings, against 146 for Kafka Streams.
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 Kafka Streams
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