How To Integrate Google API (Maps) with PHP?

Google API is mostly used in Javascript or a Javascript based framework. When it comes to using such Google APIs with a server-side programming language like PHP, you find very few resources and guides that help you learn and execute such integrations. While having to execute such integrations with Google APIs, you often hit a wall...