Choosing non-relational databases for a sports app

A sports club app needs two new features:

• suggesting new training partners, using "friends of friends" links between members, several steps away;
• remembering each logged-in member's session (a session code and their settings), which is read on every screen and must be very fast.

Suggest a suitable type of non-relational database for each feature, and justify each choice. [4]