Varnish is an HTTP accelerator and caching reverse proxy that can be used to speed up websites. It works by caching responses from the web server to reduce load and serve subsequent requests from the cache. The HTTP specification defines caching mechanisms like expiration dates, validation of cached responses using headers like Last-Modified and ETag, and conditional requests to prevent generating duplicate responses. Varnish leverages these caching features to improve website performance.