... since Ansible is supposed to be possible to scale.

In my experience, this isn't the case. Ansible isn't agent-based, so a process is always blocked until the remote system completes its work.

Ansible is easy to use for a lot of cases, and easy to implement, but not scalable to tens or hundreds of systems. :(