Evozi provide a service that lets you download app APK's directly from play store.
All you need to do is paste the play store URL of the App from its page and paste it into given textbox.
Then press Generate download button.
You also can paste the package name directly and get the APK.
When compared to the websites providing APK files the advantage of this is that you usually get latest version of the app.