I've been bitten by Parameter Store's rate limiting (non-increasable) from just launching a new environment of a regular application (we were storing a lot of values, and there's no real bulk GET as far as I recall). There are countless threads about this problem online.
I imagine that with a serveless workflow, this might be an even bigger problem.
I haven't explored Secrets Manager yet though.