Server-side JavaScript (SSJS) is gaining popularity due to factors like the rise of NoSQL databases, asynchronous programming, and JavaScript's ubiquity. SSJS environments like Node.js, CommonJS, and AppEngineJS allow developers to use JavaScript beyond the browser by running it on the server. Google App Engine also provides a platform for hosting SSJS applications and automatically scaling them.