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Prefect Blog

Introducing the dbt Orchestrator: Taking the wheel of your dbt DAG
May 13, 2026

Introducing the dbt Orchestrator: Taking the wheel of your dbt DAG

The Prefect dbt Orchestrator executes your dbt graph model by model — with state-aware caching, durable retries, and shared concurrency primitives. No more rebuilding work that's already done, no more pod-per-task tax.

Introducing Infrastructure Decorators: Just @ your infrastructure
May 12, 2026

Introducing Infrastructure Decorators: Just @ your infrastructure

Infrastructure Decorators tie compute requirements directly to your Python code. Match compute to the flow, with one decorator.

How to Govern MCP Without Breaking Your Stack
May 5, 2026

How to Govern MCP Without Breaking Your Stack

How you can govern MCP servers (homegrown, vendor, and remix) through a single control plane that plugs into the IDP and compliance posture that already exists.

Latest in MCP

How to Govern MCP Without Breaking Your Stack
May 5, 2026

How to Govern MCP Without Breaking Your Stack

How you can govern MCP servers (homegrown, vendor, and remix) through a single control plane that plugs into the IDP and compliance posture that already exists.

The Architecture of Agency: A Playbook for Enterprise MCP
April 16, 2026

The Architecture of Agency: A Playbook for Enterprise MCP

Six architectural patterns the teams shipping production MCP have converged on: context vs. capability, progressive disclosure, code execution, compound actions, identity-aware gateways, and centralized registries.

Moving Claude Skills Server-Side with Remix Servers
December 11, 2025

Moving Claude Skills Server-Side with Remix Servers

Claude Skills bridge MCP servers client-side, but they're not portable. Remix servers move workflow orchestration server-side, making your expertise work across Claude, Cursor, ChatGPT, and any MCP client.

Latest in Engineering

Dagster vs Prefect: Self-Serve Plans Compared
April 14, 2026

Dagster vs Prefect: Self-Serve Plans Compared

A side-by-side comparison of Dagster+ and Prefect Cloud self-serve plans: what you get, what it costs, and how the two platforms differ for small teams and solo practitioners.

Running Agentic Security Questionnaires with Prefect Cloud
March 25, 2026

Running Agentic Security Questionnaires with Prefect Cloud

An agentic security questionnaire workflow on Prefect Cloud with full observability, a self-improving knowledge base, and human review built in.

Decomposed Durability for Data Workflows

Latest in Tutorials

Building a Knowledge Work Stack with FastMCP
October 21, 2025

Building a Knowledge Work Stack with FastMCP

From PowerPoint to Python: How FastMCP replaces traditional knowledge work tools with composable, version-controlled workflows for data engineers.

Why Highly Regulated Organizations Choose Prefect Cloud
September 29, 2025

Why Highly Regulated Organizations Choose Prefect Cloud

Regulated industry engineers: Learn how Prefect's patented, two-component hybrid architecture isolates your code and data to meet strict FedRAMP, HIPAA, and PCI-DSS compliance. Discover the three deployment options (Hybrid, PrivateLink, Customer-Managed) that solve for every requirement—without compromising control.

December 15, 2025

Decomposed Durability for Data Workflows

Prefect's approach to durable execution decouples results from workflow identity, enabling cross-workflow caching and exactly-once semantics through composable primitives.

Real-Time Workflows with Debezium and Prefect
August 14, 2025

Real-Time Workflows with Debezium and Prefect

Learn how to modernize legacy systems with real-time event-driven workflows using Prefect and Debezium Change Data Capture (CDC). This comprehensive guide shows you how to transform database changes into instant automated workflows without rewriting existing applications. Includes complete Docker setup, PostgreSQL configuration, and webhook integration examples for building modern data pipelines from legacy infrastructure.