Alternatives

Spark alternatives for AI agents.

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

Current skill

Spark

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

100
Quality
89
Trust
43K
Stars
#1

Flink

Similarity 150Trust 87Excellent 100

Apache Flink

26K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/flink
#2

Beam

Similarity 140Trust 88Excellent 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
#3

Presto

Similarity 133Trust 87Excellent 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
#4

Datafusion

Similarity 132Trust 86Excellent 100

Apache DataFusion SQL Query Engine

8.9K starsJun 20, 2026 pushdata-analysisRustSQL
$ npx skills add apache/datafusion
#5

ClickHouse

Similarity 127Trust 87Excellent 100

ClickHouse® is a real-time analytics database management system

48K starsJun 21, 2026 pushdata-analysisC++SQL
$ npx skills add ClickHouse/ClickHouse
#6

Mybatis 3

Similarity 126Trust 87Excellent 100

MyBatis SQL mapper framework for Java

20K starsJun 19, 2026 pushdata-analysisJavaSQL
$ npx skills add mybatis/mybatis-3
#7

Sqlmodel

Similarity 126Trust 88Excellent 100

SQL databases in Python, designed for simplicity, compatibility, and robustness.

18K starsJun 18, 2026 pushdata-analysisPythonSQL
$ npx skills add fastapi/sqlmodel
#8

Sqlc

Similarity 126Trust 87Excellent 100

Generate type-safe code from SQL

18K starsJun 19, 2026 pushdata-analysisGoSQL
$ npx skills add sqlc-dev/sqlc
#9

Trino

Similarity 125Trust 88Excellent 100

Official repository of Trino, the distributed SQL query engine for big data, formerly known as PrestoSQL (https://trino.io)

13K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add trinodb/trino
#10

Starrocks

Similarity 125Trust 88Excellent 100

The world's fastest open query engine for sub-second analytics both on and off the data lakehouse. With the flexibility to support nearly any scenario, StarRocks provides best-in-class performance for multi-dimensional analytics, real-time analytics, and ad-hoc queries. A Linux Foundation project.

12K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add StarRocks/starrocks
#11

Sqlalchemy

Similarity 125Trust 87Excellent 100

The Database Toolkit for Python

12K starsJun 18, 2026 pushdata-analysisPythonSQL
$ npx skills add sqlalchemy/sqlalchemy
#12

Sqlfluff

Similarity 125Trust 88Excellent 100

A modular SQL linter and auto-formatter with support for multiple dialects and templated code.

9.8K starsJun 19, 2026 pushdata-analysisPythonSQL
$ npx skills add sqlfluff/sqlfluff
#13

Tidb

Similarity 119Trust 89Excellent 100

TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.

40K starsJun 20, 2026 pushdata-analysisGoSQL
$ npx skills add pingcap/tidb
#14

Sequelize

Similarity 119Trust 88Excellent 100

Feature-rich ORM for modern Node.js and TypeScript, it supports PostgreSQL (with JSON and JSONB support), MySQL, MariaDB, SQLite, MS SQL Server, Snowflake, Oracle DB, DB2 and DB2 for IBM i.

30K starsJun 20, 2026 pushdata-analysisTypeScriptSQL
$ npx skills add sequelize/sequelize
#15

Dbeaver

Similarity 119Trust 87Excellent 100

Free universal database tool and SQL client

51K starsJun 20, 2026 pushdata-analysisJavaSQL
$ npx skills add dbeaver/dbeaver
#16

Duckdb

Similarity 119Trust 87Excellent 100

DuckDB is an analytical in-process SQL database management system

39K starsJun 20, 2026 pushdata-analysisC++SQL
$ npx skills add duckdb/duckdb

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 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.