Drupal - Webform multi-page submit handler fires on every page

You can use $webform_submission->getState() to determine if the submission is completed. The EmailWebformHandler includes decent examples on how to the submission state. I recommend trying to use WebformHandler::postSave() instead of WebformHandler::formSubmit().