Alternatively, you can set up a secrets service (like a password manager/vault) and source from that. Difference is where the secrets live (encrypted store or networked service, with all the consequences of every approach), commonality is that they’re fetched at runtime, before your programs start.
I’m currently using deploy-rs, but if I’d redo my stuff (and the only reason I don’t is that I’m pretty much overwhelmed by life) I’d probably go with plain vanilla nixos-rebuild --target-host and skip any additional layers (that introduce extra complexity and fragility).
Just a crude and somewhat haphazard summary but hope it helps.