Have an example to share? Check out our contributing guide to get started.Documentation Index
Fetch the complete documentation index at: https://docs.prefect.io/llms.txt
Use this file to discover all available pages before exploring further.
Hello, world!
Your first steps with Prefect – learn how to create a basic flow and understand core concepts.
API-sourced ETL
Build a small ETL pipeline that fetches JSON from a public API, transforms it with pandas, and writes a CSV – all orchestrated by Prefect.
dbt Model Orchestration
Orchestrate any dbt project with bullet-proof retries, observability, and a single Python file — no hand-authored YAML or shell scripts required.
Social Analytics Dashboard
Build a social media analytics dashboard using Prefect Assets, ATProto/Bluesky APIs, dbt transformations, and Streamlit visualization.
Simple web scraper
Learn how to scrape article content from web pages with Prefect tasks, retries, and automatic logging.
AI-Powered Data Analyst
Build a resilient AI data analyst using Prefect and
pydantic-ai to analyze datasets, detect anomalies, and generate insights.Database Cleanup with Human or AI Approval
Build database cleanup workflows that evolve from human oversight to AI autonomy.
Per-worker task concurrency
Use Global Concurrency Limits to control how many tasks can use a worker’s local resources simultaneously.
Resume Flow Run on PR Merge
Automatically resume failed flow runs when a hotfix PR is merged in GitHub.