Alternatives

Aws Etl Orchestrator alternatives for AI agents.

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

Current skill

Aws Etl Orchestrator

A serverless architecture for orchestrating ETL jobs in arbitrarily-complex workflows using AWS Step Functions and AWS Lambda.

52
Quality
73
Trust
345
Stars
#1

Airflow

Similarity 125Trust 90Excellent 100

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

47K starsAug 25, 2026 pushdata-analysisPythonETL
$ npx skills add apache/airflow
#2

Pathway

Similarity 124Trust 85Excellent 100

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

63K starsJul 2, 2026 pushdata-analysisPythonETL
$ npx skills add pathwaycom/pathway
#3

Airbyte

Similarity 118Trust 87Excellent 100

Open-source data movement for ELT pipelines and AI agents — from APIs, databases & files to warehouses, lakes, and AI applications. Both self-hosted and Cloud.

22K starsAug 12, 2026 pushdata-analysisPythonData Analysis
$ npx skills add airbytehq/airbyte
#4

Flink Cdc

Similarity 118Trust 87Excellent 100

Flink CDC is a streaming data integration tool

6.5K starsAug 25, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add apache/flink-cdc
#5

Connect

Similarity 114Trust 82Excellent 94

Fancy stream processing made operationally mundane

8.7K starsJun 19, 2026 pushdata-analysisGoETL
$ npx skills add redpanda-data/connect
#6

Redash

Similarity 111Trust 89Excellent 100

Make Your Company Data Driven. Connect to any data source, easily visualize, dashboard and share your data.

29K starsJun 14, 2026 pushdata-analysisPythonBI
$ npx skills add getredash/redash
#7

Spark

Similarity 105Trust 87Excellent 100

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

44K starsSep 9, 2026 pushdata-analysisScalaSQL
$ npx skills add apache/spark
#8

Flink

Similarity 104Trust 87Excellent 100

Apache Flink

26K starsAug 26, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/flink
#9

ClickHouse

Similarity 104Trust 85Excellent 100

ClickHouse® is a real-time analytics database management system

48K starsJun 21, 2026 pushdata-analysisC++SQL
$ npx skills add ClickHouse/ClickHouse
#10

Shardingsphere

Similarity 104Trust 89Excellent 100

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

21K starsSep 9, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add apache/shardingsphere
#11

TDengine

Similarity 104Trust 87Excellent 100

High-performance, scalable time-series database designed for Industrial IoT (IIoT) scenarios

25K starsJun 20, 2026 pushdata-analysisCSQL
$ npx skills add taosdata/TDengine
#12

Dbt Core

Similarity 103Trust 89Excellent 100

dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.

13K starsJun 18, 2026 pushdata-analysisRustBI
$ npx skills add dbt-labs/dbt-core
#13

Presto

Similarity 103Trust 85Excellent 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
#14

Scientific Agent Skills

Similarity 103Trust 90Excellent 100

Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 160,000+ scientists worldwide. 140 ready-to-use skills plus 100+ scientific databases covering biology, chemistry, medicine, and drug discovery. Compatible with Cursor, Claude Code, Codex, Pi, Antigravity, and the open Agent Skills standard.

33K starsAug 13, 2026 pushdata-analysisPythonData Analysis
$ npx skills add K-Dense-AI/scientific-agent-skills
#15

Debezium

Similarity 103Trust 87Excellent 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
#16

Pandas

Similarity 103Trust 89Excellent 100

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

49K starsJun 14, 2026 pushdata-analysisPythonData Analysis
$ npx skills add pandas-dev/pandas

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 Aws Etl Orchestrator 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.