Spark Streaming alternatives
As of 4 November 2026, 31 distributed processing are named by companies instead of Spark Streaming: 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.
- Spark Streaming, companies in postings
- 318
- 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 Spark Streaming
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 Spark Streaming | postings, 90 d | Compare |
|---|---|---|---|---|---|---|
| 1 | Apache SparkApache Software Foundation | 4,705 | 1480% | 17,434 | Spark Streaming vs Apache Spark → | |
| 2 | PySparkApache Software Foundation | 2,336 | 735% | 7,586 | Spark Streaming vs PySpark → | |
| 3 | Apache HadoopApache Software Foundation | 1,762 | 554% | 8,057 | Spark Streaming vs Apache Hadoop → | |
| 4 | Apache FlinkApache Software Foundation | 943 | 297% | 2,546 | Spark Streaming vs Apache Flink → | |
| 5 | Apache HiveApache Software Foundation | 844 | 265% | 2,366 | Spark Streaming vs Apache Hive → | |
| 6 | Google Cloud DataflowGoogle | 490 | 154% | 1,659 | Spark Streaming vs Google Cloud Dataflow → | |
| 7 | RayAnyscale | 477 | 150% | 1,251 | Spark Streaming vs Ray → | |
| 8 | Spark SQLApache Software Foundation | 389 | 122% | 994 | Spark Streaming vs Spark SQL → | |
| 9 | TrinoTrino Software Foundation | 329 | 103% | 912 | Spark Streaming vs Trino → | |
| 10 | PrestoLinux Foundation (Presto Foundation) | 323 | 102% | 697 | Spark Streaming vs Presto → | |
| 11 | MapReduceApache Software Foundation | 276 | 87% | 650 | Spark Streaming vs MapReduce → | |
| 12 | Apache BeamApache Software Foundation | 246 | 77% | 617 | Spark Streaming vs Apache Beam → | |
| 13 | ClouderaCloudera | 208 | 65% | 751 | Spark Streaming vs Cloudera → | |
| 14 | Apache PigApache Software Foundation | 187 | 59% | 284 | Spark Streaming vs Apache Pig → | |
| 15 | DaskNumFOCUS | 183 | 58% | 294 | Spark Streaming vs Dask → | |
| 16 | Google Cloud DataprocGoogle | 182 | 57% | 563 | Spark Streaming vs Google Cloud Dataproc → | |
| 17 | Apache StormApache Software Foundation | 172 | 54% | 292 | Spark Streaming vs Apache Storm → | |
| 18 | Kafka StreamsApache Software Foundation | 146 | 46% | 348 | Spark Streaming vs Kafka Streams → | |
| 19 | Amazon EMRAmazon | 136 | 43% | 380 | Spark Streaming vs Amazon EMR → | |
| 20 | Apache ImpalaApache Software Foundation | 136 | 43% | 422 | soon | |
| 21 | Spark Structured StreamingApache Software Foundation | 104 | 33% | 209 | soon | |
| 22 | DenodoDenodo | 67 | 21% | 197 | soon | |
| 23 | Hortonworks Data PlatformCloudera | 55 | 17% | 103 | soon | |
| 24 | Azure Stream AnalyticsMicrosoft | 53 | 17% | 105 | soon | |
| 25 | StarburstStarburst | 46 | 14% | 265 | soon | |
| 26 | MapRHPE | 43 | 14% | 58 | soon | |
| 27 | Azure HDInsightMicrosoft | 40 | 13% | 89 | soon | |
| 28 | Cloudera Data PlatformCloudera | 28 | 9% | 66 | soon | |
| 29 | ksqlDBConfluent | 21 | 7% | 56 | soon | |
| 30 | Apache DataFusionApache Software Foundation | 20 | 6% | 98 | soon | |
| 31 | Apache SamzaApache Software Foundation | 10 | 3% | 29 | soon |
Filter on any of them, or on Spark Streaming 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 Spark Streaming: 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/apache-spark-streaming/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.
Spark Streaming alternatives: questions
What is the most used alternative to Spark Streaming?
Apache Spark: 4,705 companies name it in their own job postings, against 318 for Spark Streaming.
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 Spark Streaming
or on what replaces it
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