Can an LDAPS-enabled application capture the credentials?

We were once using an application that used LDAP to authenticate against an Active Directory. When looking through the database of this application, I had found that it was capturing authenticated users AD credentials in plain text! If LDAPS was used (instead of LDAP), would they still be able to capture these credentials?
Also, I take it capturing credentials would be harder with Azure authentication, since the login screen shoves itself in front of the application, rather than the application itself passing through the credentials?

Many Thanks.

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