I have had many problems with the Big Integer field type, but this one was particularly nasty. This was throwing no errors, and was not caught in the 'Analyze' in the Share Mobile Map window. The layers would be part of the MMPK, but red exclamation point and message 'Layer failed to load'. Removing the field after duplicating the field as another field type fixed it.