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 dbt
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: 98/100.
Switching guide
Best alternatives by need
Verified open/source-visibleApache Airflow, Dagster, Debezium, 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
Debezium
Change data capture for a variety of databases. Please log issues at https://github.com/debezium/dbz/issues.
Health98
Shipping97
Score98
Confidence90
Stars13.1k
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