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: 97/100.

Switching guide

Best alternatives by need

Best overallApache Airflow

Highest organic ToolVitals fit for this use case.

Verified open/source-visibleApache Airflow, Dagster, Debezium, CocoIndex

Useful when portability and inspectability matter.

Trust note: Sponsors and affiliate links are separate from rankings. ToolVitals does not let monetization change scores, risk labels, organic ordering, or evidence display.

Ranked alternatives

Best-fit data pipelines options

12 tools
01

Apache Airflow

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

Active
Health97
Shipping95
Score96
Confidence90
Stars47.3k
ModeSource-visible project
02

Dagster

An orchestration platform for the development, production, and observation of data assets.

Active
Health97
Shipping95
Score96
Confidence90
Stars16.4k
ModeSource-visible project
03

Debezium

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

Active
Health96
Shipping94
Score96
Confidence90
Stars13.3k
ModeSource-visible project
04

CocoIndex

Incremental engine for long horizon agents 🌟 Star if you like it!

Active
Health96
Shipping94
Score95
Confidence90
Stars11.8k
ModeSource-visible project
05

Unstract

LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows

Active
Health95
Shipping94
Score95
Confidence90
Stars7.4k
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.

Active
Health95
Shipping96
Score95
Confidence90
Stars6.5k
ModeSource-visible project
08

Bruin

Data pipeline platform with SQL, Python, and quality checks.

Active
Health97
Shipping97
Score97
Confidence90
Stars1.8k
ModeSource-visible project
09

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.

Active
Health96
Shipping94
Score95
Confidence90
Stars1.7k
ModeSource-visible project
10

Pixeltable

Data Infrastructure providing a declarative, incremental approach for multimodal AI workloads.

Active
Health96
Shipping95
Score95
Confidence90
Stars1.7k
ModeSource-visible project
12

HPCC Systems

Open-source distributed data processing and analytics platform for large-scale data workflows.

Active
Health96
Shipping96
Score96
Confidence90
Stars616
ModeSource-visible project