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This thread is resolved. Here is a description of the problem and solution.
When deleting a product through the WooCommerce API, is it possible that the translation product will be deleted as well?
Enable the option 'When deleting a post, delete translations as well' in WPML -> Settings -> Posts and pages synchronization, and this will delete the translation when you are deleting the original product with a REST API call.