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Alternatives

Spark Docker alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Compare shortlistView Spark Docker

Current skill

Spark Docker

Official Dockerfile for Apache Spark

79
Quality
79
Trust
169
Stars
#1

Spark

Similarity 175Trust 92Excellent 100

Apache Spark - A unified analytics engine for large-scale data processing

43K starsJun 20, 2026 pushdata-analysisScalaSQL
$ npx skills add apache/spark
#2

Flink

Similarity 151Trust 92Excellent 100

Apache Flink

26K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/flink
#3

Beam

Similarity 141Trust 93Excellent 100

Apache Beam is a unified programming model for Batch and Streaming data processing.

8.6K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/beam
#4

Drill

Similarity 138Trust 89Excellent 100

Apache Drill is a distributed MPP query layer for self describing data

2.0K starsJun 11, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/drill
#5

Presto

Similarity 134Trust 92Excellent 100

The official home of the Presto distributed SQL query engine for big data

17K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add prestodb/presto
#6

Datafusion

Similarity 133Trust 91Excellent 100

Apache DataFusion SQL Query Engine

8.9K starsJun 20, 2026 pushdata-analysisRustSQL
$ npx skills add apache/datafusion
#7

Hive

Similarity 132Trust 91Excellent 100

Apache Hive

6.0K starsJun 19, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/hive
#8

Calcite

Similarity 132Trust 91Excellent 100

Apache Calcite

5.1K starsJun 19, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/calcite
#9

JOOQ

Similarity 132Trust 87Excellent 100

jOOQ is the best way to write SQL in Java

6.7K starsJun 18, 2026 pushdata-analysisJavaSQL
$ npx skills add jOOQ/jOOQ
#10

H2database

Similarity 131Trust 86Excellent 100

H2 is an embeddable RDBMS written in Java.

4.6K starsMay 25, 2026 pushdata-analysisJavaSQL
$ npx skills add h2database/h2database
#11

Ytsaurus

Similarity 130Trust 89Excellent 100

YTsaurus is a scalable and fault-tolerant open-source big data platform.

2.2K starsJun 16, 2026 pushdata-analysisC++SQL
$ npx skills add ytsaurus/ytsaurus
#12

Jdbi

Similarity 130Trust 90Excellent 99

The Jdbi library provides convenient, idiomatic access to relational databases in Java and other JVM technologies such as Kotlin, Clojure or Scala.

2.1K starsApr 28, 2026 pushdata-analysisJavaSQL
$ npx skills add jdbi/jdbi
#13

Datafusion Ballista

Similarity 130Trust 89Excellent 100

Apache DataFusion Ballista Distributed Query Engine

2.1K starsJun 16, 2026 pushdata-analysisRustSQL
$ npx skills add apache/datafusion-ballista
#14

Requery

Similarity 130Trust 86Excellent 96

requery - modern SQL based query & persistence for Java / Kotlin / Android

3.1K starsFeb 9, 2026 pushdata-analysisJavaSQL
$ npx skills add requery/requery
#15

ClickHouse

Similarity 127Trust 92Excellent 100

ClickHouse® is a real-time analytics database management system

48K starsJun 21, 2026 pushdata-analysisC++SQL
$ npx skills add ClickHouse/ClickHouse
#16

Mybatis 3

Similarity 127Trust 92Excellent 100

MyBatis SQL mapper framework for Java

20K starsJun 19, 2026 pushdata-analysisJavaSQL
$ npx skills add mybatis/mybatis-3

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Spark Docker if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.