Alternatives

Practical Data Engineering alternatives for AI agents.

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

Current skill

Practical Data Engineering

Practical Data Engineering: A Hands-On Real-Estate Project Guide

67
Quality
74
Trust
804
Stars
#1

Airflow

Similarity 121Trust 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

Data Science For Beginners

Similarity 119Trust 87Excellent 100

10 Weeks, 20 Lessons, Data Science for All!

36K starsJun 10, 2026 pushdata-analysisJupyter NotebookData Analysis
$ npx skills add microsoft/Data-Science-For-Beginners
#3

Notebook

Similarity 117Trust 87Excellent 100

Jupyter Interactive Notebook

13K starsJun 19, 2026 pushdata-analysisJupyter NotebookNotebook
$ npx skills add jupyter/notebook
#4

Debezium

Similarity 117Trust 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
#5

Flink Cdc

Similarity 116Trust 87Excellent 100

Flink CDC is a streaming data integration tool

6.5K starsAug 25, 2026 pushdata-analysisJavaData Pipeline
$ npx skills add apache/flink-cdc
#6

Airbyte

Similarity 112Trust 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
#7

Shardingsphere

Similarity 110Trust 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
#8

Connect

Similarity 108Trust 82Excellent 94

Fancy stream processing made operationally mundane

8.7K starsJun 19, 2026 pushdata-analysisGoETL
$ npx skills add redpanda-data/connect
#9

Pandas

Similarity 105Trust 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
#10

Open Notebook

Similarity 105Trust 87Excellent 100

An Open Source implementation of Notebook LM with more flexibility and features

32K starsJun 18, 2026 pushdata-analysisTypeScriptNotebook
$ npx skills add lfnovo/open-notebook
#11

D3

Similarity 104Trust 86Excellent 100

Bring data to life with SVG, Canvas and HTML. :bar_chart::chart_with_upwards_trend::tada:

113K starsMay 28, 2026 pushdata-analysisShellData Visualization
$ npx skills add d3/d3
#12

Flink

Similarity 104Trust 87Excellent 100

Apache Flink

26K starsAug 26, 2026 pushdata-analysisJavaSQL
$ npx skills add apache/flink
#13

Pathway

Similarity 104Trust 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
#14

Duckdb

Similarity 104Trust 85Excellent 100

DuckDB is an analytical in-process SQL database management system

39K starsJun 20, 2026 pushdata-analysisC++SQL
$ npx skills add duckdb/duckdb
#15

Cockroach

Similarity 104Trust 84Excellent 100

CockroachDB — the cloud native, distributed SQL database designed for high availability, effortless scale, and control over data placement.

32K starsJun 16, 2026 pushdata-analysisGoSQL
$ npx skills add cockroachdb/cockroach
#16

Knex

Similarity 104Trust 87Excellent 100

A query builder for PostgreSQL, MySQL, CockroachDB, SQL Server, SQLite3 and Oracle, designed to be flexible, portable, and fun to use.

20K starsJun 17, 2026 pushdata-analysisJavaScriptSQL
$ npx skills add knex/knex

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 Practical Data Engineering 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.