PHP is a widely used open source scripting language that is embedded in HTML and interpreted by servers to produce dynamic web pages. It supports features like variables, functions, arrays, sessions, cookies, and connecting to databases like MySQL. PHP code is written in .php files and contains HTML tags. It allows combining of HTML markup and PHP code to create dynamic content.