Drupal Migration Date format
Sorta embarrassing, but adding the solution to my problem, just in case anyone else runs into this. If you configure the date field in the content type. There is a drop down of time zone handling. Ours got set incorrectly somewhere down the line. After fixing that, and rerunning the migration everything worked as intended.