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This thread is resolved. Here is a description of the problem and solution.
Problem: The products created before wpml installation don't show the product variations.
Solution: In this particular case deactivating and reactivating CMS Multilingual solved the issue.
Further, the WCML troubleshoot options at WooCommerce -> WooCommerce Multilingual -> Support -> Troubleshooting should show options in order to synchronize products.