Hiding remote database credentials in application

If I'm building an application that connects to a remote database, where should I hide the credentials?

I've seen many suggest that you go through a web-application and use POST and GET requests to communicate with the database through the web-app. Now the website should then have some sort of password. Where do I hide these credentials in my application?