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We are migrating fifty legacy ETL jobs from Pentaho to a modern cloud orchestration tool today, so should we choose Airflow or Prefect based on current reviews?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are migrating fifty legacy ETL jobs from Pentaho to a modern cloud orchestration tool today, so should we choose Airflow or Prefect based on current reviews?
3 real searches · 1 real-search pass
Apache Airflow vs Prefect 2026 reviews comparison user reviews ETL orchestrationGoogle ↗
OBSERVED
Prefect reviews Airflow reviews G2 2026 orchestration migration featuresGoogle ↗
OBSERVED
Pentaho migration to Apache Airflow Prefect ETL orchestration considerationsGoogle ↗
OBSERVED

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Apache Airflow vs Prefect 2026 reviews comparison user reviews ETL orchestration Google ↗
Prefect reviews Airflow reviews G2 2026 orchestration migration features Google ↗
Pentaho migration to Apache Airflow Prefect ETL orchestration considerations Google ↗
  1. Considering moving from Prefect to Airflow · reddit.com
  2. Prefect Reviews 2026: Details, Pricing, & Features · g2.com
  3. Providers · airflow.apache.org
  4. Ecosystem · airflow.apache.org
  5. Announcements · airflow.incubator.apache.org
  6. airflow/README.md at main · apache/airflow · github.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Apache Airflow vs Prefect 2026 reviews comparison user reviews ETL orchestration
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Prefect reviews Airflow reviews G2 2026 orchestration migration features
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Pentaho migration to Apache Airflow Prefect ETL orchestration considerations
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1