Python Example — Contact Book A small contact book app demonstrating FerrumDB's Python API. Setup pip install ferrumdb Run python main.py What it shows Adding and reading JSON contacts Secondary indexes (query contacts by role) Atomic transactions (bulk-add contacts) Deleting entries Listing all keys