Some of Chinese android devices don't come with Google Play installed. If you cannot install Google Play on your device, you are not completely helpless, just use alternatives below to download and install android applications you like.
No membership required, just download the apk you want.
This one does not require membership either.
You need to specify your device with this one.
This one requires membership.
This one also does not require membership and you can download apk directly.