AI ranking change · 2026-08-14
Dagster overtakes Apache Airflow as Grok's #1 pick
for workflow orchestrator for data engineering
Apache Airflow→Dagster
On 2026-08-14, Grok changed its #1 recommendation for best workflow orchestrator for data engineering — dropping Apache Airflow from the top spot in favor of Dagster. The previous #1 had held since 2026-07-14.
“Asset-centric model (software-defined assets) delivers native lineage, partitioning, freshness policies, asset checks, and first-class dbt integration that treat data products as the unit of orchestration rather than tasks; excellent local dev, testing via dependency injection, and observability make it the strongest fit for modern data platforms and greenfield DE work in 2026”— Grok
Is your product in this race?
workflow orchestrator for data engineering rankings re-poll every week. Check where the AI models place your product — and get an email the moment it moves.
Get your AI Visibility Grade →Source: modelsagree.com · CC BY 4.0 · Every poll is public and re-checked continuously.