Alternatives

Spark alternatives for AI agents.

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

Current skill

Spark

Drop-in replacement for Apache Spark UI

84
Quality
83
Trust
466
Stars
#1

Databricks Bootcamp 2026

Similarity 120Trust 80Strong 73

End-to-end Data Lakehouse project built on Databricks, following the Medallion Architecture (Bronze, Silver, Gold). Covers real-world data engineering and analytics workflows using Spark, PySpark, SQL, Delta Lake, and Unity Catalog. Designed for learning, portfolio building, and job interviews.

344 starsJan 19, 2026 pushdata-analysisJupyter NotebookData Pipeline
$ npx skills add DataWithBaraa/databricks_bootcamp_2026
#2

Flink Cdc

Similarity 117Trust 94Excellent 100

Flink CDC is a streaming data integration tool

6.4K starsJun 3, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add apache/flink-cdc
#3

Airflow

Similarity 114Trust 98Excellent 100

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

46K starsJun 19, 2026 pushdata-analysisPythonETL
$ npx skills add apache/airflow
#4

Multiwoven

Similarity 114Trust 92Excellent 100

🔥🔥🔥 Open source Reverse ETL - alternative to hightouch and census.

1.7K starsJun 10, 2026 pushdata-analysisRubyData Pipeline
$ npx skills add Multiwoven/multiwoven
#5

Seatunnel Web

Similarity 114Trust 87Strong 84

Modern SeaTunnel Web UI with visual DAG pipelines, batch & streaming sync, connector management, built-in metrics, and runtime logs.

505 starsJun 14, 2026 pushdata-analysisTypeScriptData Pipeline
$ npx skills add weifuwan/seatunnel-web
#6

Pathway

Similarity 114Trust 94Excellent 100

Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.

63K starsJun 18, 2026 pushdata-analysisPythonETL
$ npx skills add pathwaycom/pathway
#7

Go Streams

Similarity 113Trust 89Excellent 95

A lightweight stream processing library for Go

2.2K starsJan 14, 2026 pushdata-analysisGoData Pipeline
$ npx skills add reugn/go-streams
#8

Extractor

Similarity 112Trust 82Strong 82

Use LLMs to robustly extract web data

318 starsJun 6, 2026 pushdata-analysisTypeScriptData Pipeline
$ npx skills add lightfeed/extractor
#9

Shardingsphere

Similarity 111Trust 97Excellent 100

Empowering Data Intelligence with Distributed SQL for Sharding, Scalability, and Security Across All Databases.

21K starsJun 18, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add apache/shardingsphere
#10

Debezium

Similarity 110Trust 96Excellent 100

Change data capture for a variety of databases. Please log issues at https://github.com/debezium/dbz/issues.

13K starsJun 12, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add debezium/debezium
#11

Conduit

Similarity 109Trust 88Excellent 85

Conduit streams data between data stores. Kafka Connect replacement. No JVM required.

600 starsJun 13, 2026 pushdata-analysisGoData Pipeline
$ npx skills add ConduitIO/conduit
#12

Snowplow

Similarity 109Trust 92Excellent 100

The leader in Customer Data Infrastructure

7.0K starsJun 17, 2026 pushdata-analysisScalaData Pipeline
$ npx skills add snowplow/snowplow
#13

Flow

Similarity 108Trust 84Strong 82

🌊 Continuously synchronize the systems where your data lives, to the systems where you _want_ it to live, by managing your data flows with Estuary. 🌊

936 starsJun 12, 2026 pushdata-analysisRustData Pipeline
$ npx skills add estuary/flow
#14

Rudder Server

Similarity 107Trust 88Excellent 100

Privacy and Security focused Segment-alternative, in Golang and React

4.4K starsJun 12, 2026 pushdata-analysisGoData Pipeline
$ npx skills add rudderlabs/rudder-server
#15

DataEngineeringProject

Similarity 107Trust 84Strong 72

Example end to end data engineering project.

1.4K starsDec 8, 2022 pushdata-analysisPythonData Pipeline
$ npx skills add damklis/DataEngineeringProject
#16

Ingestr

Similarity 106Trust 85Excellent 100

ingestr is a CLI tool to copy data between any databases with a single command seamlessly.

3.7K starsJun 13, 2026 pushdata-analysisGoData Pipeline
$ npx skills add bruin-data/ingestr

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.