I am progressively adopting Hashicorp Vault as the secrets manager of choice. It can be used by a variety of different scenarios -- directly into the application using AppRole, with Terraform using it's secrets provider, by developers, during vault authentication when they get their secrets and access regenerated.
This way I am not bound to docker swarm, or keywhiz, or god forbid AWS Secrets Manager.
As of now, I am still exposing secrets with Env Vars, but the next step is to use Vault directly. Vault has been pretty reliable so far. It is using AWS KMS for managing the master key and a scalable DynamoDB table for high availability backend.
What's wrong with AWS Secrets Manager?
If I'm already working 100% in Amazon, I'm tempted to use Secrets Manager rather than justify the cost in hours to deploy and maintain a Vault cluster.
Interested in your opinion.
IMO, it gets expensive quickly, and it was designed around AWS' use case, which involves credentials that roll on a regular basis. Outside of RDS, its value for the price goes downhill quickly.
To a sister comment who mentions parameter store - that UI is the biggest leaking bag of horse manure I've ever had the displeasure of using. We made the mistake of using it, and moved over to Vault at the first available opportunity. Vault isn't a silver bullet either, but the UI is at least usable.