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Tools · distributed processing · Alternatives

Apache Impala alternatives

As of 4 November 2026, 31 distributed processing are named by companies instead of Apache Impala: 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.

Apache Impala, 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
01Ranked by evidence

distributed processing companies choose instead of Apache Impala

Companies naming each tool in their own postings, and postings in the last 90 days. Bars are relative to the category leader.

#AlternativeCompaniescompaniesvs Apache Impalapostings, 90 dCompare
1
Apache SparkApache Software Foundation
4,7053460%17,434soon
2
PySparkApache Software Foundation
2,3361718%7,586soon
3
Apache HadoopApache Software Foundation
1,7621296%8,057soon
4
Apache FlinkApache Software Foundation
943693%2,546soon
5
Apache HiveApache Software Foundation
844621%2,366soon
6
Google Cloud DataflowGoogle
490360%1,659soon
7
RayAnyscale
477351%1,251soon
8
Spark SQLApache Software Foundation
389286%994soon
9
TrinoTrino Software Foundation
329242%912soon
10
PrestoLinux Foundation (Presto Foundation)
323238%697soon
11
Spark StreamingApache Software Foundation
318234%604soon
12
MapReduceApache Software Foundation
276203%650soon
13
Apache BeamApache Software Foundation
246181%617soon
14
ClouderaCloudera
208153%751soon
15
Apache PigApache Software Foundation
187138%284soon
16
DaskNumFOCUS
183135%294soon
17
Google Cloud DataprocGoogle
182134%563soon
18
Apache StormApache Software Foundation
172126%292soon
19
Kafka StreamsApache Software Foundation
146107%348soon
20
Amazon EMRAmazon
136100%380soon
21
Spark Structured StreamingApache Software Foundation
10476%209soon
22
DenodoDenodo
6749%197soon
23
Hortonworks Data PlatformCloudera
5540%103soon
24
Azure Stream AnalyticsMicrosoft
5339%105soon
25
StarburstStarburst
4634%265soon
26
MapRHPE
4332%58soon
27
Azure HDInsightMicrosoft
4029%89soon
28
Cloudera Data PlatformCloudera
2821%66soon
29
ksqlDBConfluent
2115%56soon
30
Apache DataFusionApache Software Foundation
2015%98soon
31
Apache SamzaApache Software Foundation
107%29soon
15,275 companies name a distributed processing in their postings.

Filter on any of them, or on Apache Impala users who also name an alternative, and open the person who owns the stack.

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Cite this

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 Apache Impala: 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-impala/alternatives)
How we know

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.
FAQ

Apache Impala alternatives: questions

What is the most used alternative to Apache Impala?

Apache Spark: 4,705 companies name it in their own job postings, against 136 for Apache Impala.

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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