Credentials are the secret configuration of a data source. They are owned by an individual user. You can reuse credentials across multiple data sources.
For example, for the PostgreSQL plugin, your username and password are the credentials. In the case of a SaaS like Stripe, the credential might be your API key.
Once a credential is created, you can no longer read or edit it.