API tokens are powerful. Too powerful, when they can touch every column in a table. Without strict controls, a single compromised token can lead to a full data exposure. The answer is simple: column-level access at the API token level. Not table-level. Not endpoint-level. Column-level.
Column-level access means that each API token can only read or write specific columns. A token meant for analytics can’t see user passwords. A token used for marketing can’t grab billing info. This is real security — not just obfuscation. It’s enforcing the principle of least privilege, where tokens grant only the exact data fields they need.
The implementation matters. It’s not enough to check columns in the application layer. Real security happens at the query level, ideally enforced by the data access layer itself. This blocks bypass attempts, audit logs become meaningful, and fine-grained permissions stop privilege creep.