Developer Day On-Demand
Learn how to build resilient workflows that deliver business outcomes. Select a learning track and then dive into the hands-on tutorials.
Select The Learning Track Best For You
Explore the different learning tracks available on-demand. Whether you are just getting started with Prefect, or are ready to scale AI into production, we've got a learning track for you.
1. Build Workflows
In this learning track, you will build workflows that deliver reliable business outcomes, not just task completion
Building Blocks: From Python Scripts to Production
Essential patterns for production-ready data pipelines.
Learn how to build your first Prefect workflow and turn your Python script into a micro-service. Along the way, you’ll see how Prefect features help you avoid common data engineering pitfalls on the road to production.
Beyond Scheduling: Building Self-Healing Workflows
Implement robust error handling and automatic recovery.
In this session, we’ll schedule workflows to run automatically and learn how to make workflows resilient to failure. You’ll learn how to create automatical retries with delays and error-specific handling. You’ll also see how to undo side effects from workflow failures with Prefect’s transactional interface.
Efficient by Design: Optimizing Data Pipeline Performance
Build faster, more cost-effective data systems.
In this session, you’ll learn how to create efficient, reliable workflows with caching. You’ll see how to design workflows that save you time and money, while giving you the confidence to stop worrying about your workflows.
2. Operationalize Workflows
In this learning track, you will learn about enterprise monitoring and automation.
Zoom In: Understanding Data Lineage
Trace and debug complex data systems effectively.
In this session, you’ll learn how to use Prefect’s new UI features to gain understanding of resources across your workflows. We’ll explore how to zoom in and see data and workflow lineage to solve business problems.
Modern Analytics Stack: Seamless dbt Integration
Optimize your analytics workflow with dbt and orchestration.
Prefect and dbt are a natural fit for data and analytics workflows. In this session we’ll model data with dbt and use Prefect’s redesigned integration package to execute a dbt project. You’ll discover how to apply saved Prefect configuration to dbt, react to dbt executions in real time, and map the lineage between your dbt resources and other data in your Prefect universe.
Zooming Out: Understanding Your Data Ecosystem
Gain deep insights into your data platform's health.
This session explores Prefect's Operational Intelligence capabilities, zooming out to take a high-level look at your entire workflow ecosystem. You'll learn how Prefect can help you to visualize dependencies, track system-wide performance through metrics and SLAs, and trace the lineage of data to understand how issues can cascade through your pipeline. We'll explore how teams can use these insights to spot problems early, gain deeper insight into their causes, and automate responses to fix issues before they impact your business.
3. Orchestrate Workflows
In this learning track, you will dive into the process of building trustworthy AI workflows
Trustworthy Agentic Workflows: Building Reliable AI Systems
Production patterns for deploying LLMs with built-in guardrails.
In this session, you’ll learn how treating tasks as contracts unlocks the potential of LLM-driven workflows. You’ll see hands-on use cases for integrating LLMs to help solve business problems and learn how ControlFlow makes interacting with agents a less stressful and more reliable experience.
Building Production AI: From RAG to Real-World Applications
End-to-end guide to building reliable AI assistants.
In this session, we’ll put all the pieces together and Llearn how to build a real-world AI Slackbot application. We’ll explore the data driven requirements from ETL for RAG to downstream event-triggered actions via Prefect.
LLM Operations: Scaling AI in Production
Best practices for managing enterprise LLM deployments.
In this session, you’ll learn how to manage LLM-based workflows. You’ll see how Prefect helps you avoid hitting token and rate limits, allowing your workflows to run to completion and inspiring confidence across the organization.
