Is there a way to create custom product templates based on category on WooCommerce?

Yes you are able to do this in Woocommerce,
Custom build single-product template under woocommerce & apply conditional logic according to category ID(because in case in future you change name of category ID will remain same). This way you will be able to layout of the template.

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