01
Apache Airflow
Apache Airflow - A platform to programmatically author, schedule, and monitor workflows
Health98
Shipping98
Score98
Confidence90
Stars46.8k
ModeSource-visible project
Data Pipelines
Alternatives to Debezium
Compare healthier or more active tools in the same use case using ToolVitals public evidence.
Why compare
Signals behind this alternatives page
- Commit continuity, contributor activity, and delivery signals are strong.
- Health score: 98/100.
- Shipping score: 97/100.
Switching guide
Best alternatives by need
Verified open/source-visibleApache Airflow, Dagster, dbt, CocoIndex
Useful when portability and inspectability matter.
Ranked alternatives
Best-fit data pipelines options
Active
02
Dagster
An orchestration platform for the development, production, and observation of data assets.
Health97
Shipping96
Score97
Confidence90
Stars16.1k
ModeSource-visible project
03
dbt
dbt enables data analysts and engineers to transform their data using the same practices that software engineers use to build applications.
Health98
Shipping98
Score98
Confidence90
Stars13.8k
ModeSource-visible project
04
CocoIndex
Incremental engine for long horizon agents 🌟 Star if you like it!
Health96
Shipping95
Score96
Confidence90
Stars11.5k
ModeSource-visible project
05
PRQL
PRQL is a modern language for transforming data — a simple, powerful, pipelined SQL replacement
Health95
Shipping94
Score95
Confidence90
Stars10.9k
ModeSource-visible project
06
CloudQuery
Data pipelines for cloud config and security data. Build cloud asset inventory, CSPM, FinOps, and vulnerability management solutions. Extract from AWS, Azure, GCP, and 70+ cloud and SaaS sources.
Health96
Shipping96
Score96
Confidence90
Stars6.5k
ModeSource-visible project
07
Jitsu
Jitsu is an open-source Segment alternative. Fully-scriptable data ingestion engine for modern data teams. Set-up a real-time data pipeline in minutes, not days
Health94
Shipping96
Score95
Confidence90
Stars5.1k
ModeSource-visible project
08
Sail
Drop-in Apache Spark replacement written in Rust for batch and streaming workloads.
Health97
Shipping95
Score96
Confidence90
Stars3.4k
ModeSource-visible project
09
Open Wearables
Self-hosted platform to unify wearable health data through one AI-ready API.
Health97
Shipping95
Score96
Confidence90
Stars2.5k
ModeSource-visible project
10
Feldera
Incremental computation engine.
Health97
Shipping97
Score97
Confidence90
Stars2.1k
ModeSource-visible project
11
Bruin
Data pipeline platform with SQL, Python, and quality checks.
Health97
Shipping97
Score97
Confidence90
Stars1.7k
ModeSource-visible project
12
MLRun
MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.
Health96
Shipping95
Score96
Confidence90
Stars1.7k
ModeSource-visible project