Refactor: Create a unified way of handling the HTTP requests

Currently, a lot of places in the code, we do:

try:

<some request>

except:

<bunch of exceptions>

It would be real nice if this was unified in some way, so that perhaps a single client interface was available?

All open for ideas and discussions here.