Alternatives to Dagster
6 alternatives found
Dagster is an open-source data orchestration platform founded in 2018 by Nick Schrock (former Facebook GraphQL creator), built around the concept of Software-Defined Assets (SDAs) — data assets (tables, files, ML models) are first-class citizens, not afterthoughts. Where Airflow models pipelines as task graphs, Dagster models them as asset dependency graphs, making data lineage, freshness tracking, and data quality checks natural.
Apache Airflow
Task-centric orchestration with larger ecosystem — better for non-asset-centric workflows
Prefect
Runtime-observability-first orchestration — simpler for task queues, less asset-centric
dbt
SQL transformation layer — Dagster often orchestrates dbt projects as assets
Mage
Visual notebook-style pipeline editor — lower learning curve for data analysts
Airbyte
ELT data ingestion platform — Dagster+Airbyte is a common combination for full pipelines
Metaflow
ML-focused workflow tool from Netflix — better for ML experiment tracking and model training
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