Durable Functions is an extension of Azure Functions that allows for writing stateful functions in a serverless environment by managing state, checkpoints, and restarts. It introduces three types of functions: client functions that trigger orchestrations, orchestrator functions that describe the order of actions, and activity functions that represent individual tasks. Orchestrator functions must follow certain constraints like being deterministic and non-blocking.