This document provides a tutorial on laser feedback interferometry (LFI), which uses self-mixing in lasers for coherent sensing applications. It begins with a brief history of LFI since its discovery in 1963. The core concepts of LFI architecture and operating regimes are introduced, including the Lang and Kobayashi model of laser dynamics under feedback. Practical considerations for implementing LFI with diode lasers are discussed. Various LFI techniques are presented for applications such as displacement, velocity, refractive index, and laser linewidth measurement. Promising future directions for LFI sensing are indicated.