>Isn't there an entry point on the OS/Google Play side that allows the dev to get crash reports?

There is, but there are multiple crash reporting services that provide more features than Google (and just having some competition in that area is pretty great).

In my company, we use Crashlytics on Android & iOS and Bugsense on wp.