Appwrite now supports MongoDB as a database for self-hosted installations. Starting with Appwrite 1.9.0, you can choose between MongoDB and MariaDB when setting up your instance. MongoDB is the new default.
The new web-based installation wizard walks you through the setup, including database selection, in just a few steps. Your Appwrite API stays the same regardless of which database you pick; only the underlying database changes.