Embedded video in pdf file doesn't work in Preview
By definition, either Acrobat or Adobe Reader would be considered standards for viewing a given PDF. Since your PDF does not display the embedded video in Preview, this would indicate a bug within Preview that needs to be reported to Apple.

In addition to decribing how you created the PDF, they'd need a copy of that PDF for testing.