An answer from 2025.

Keycloak version: 21.0.2

The answer with most upvotes from @stephen is outdated, however I couldnt find Service Account in my client page.

MY CASE

I have a special user called keycloak_admin and I use him to work with API (without client id and secret) I forgot to give that user admin realm role :)