There is no effect, it is just going to hide your product in the loop so.

To mention, Your product pages are still available, so there is no problem with SEO.

To go deeper : maybe only if you end with empty Categories it could be a problem for google (if all your products from a catgory are out of stock then it will show a blank loop). And yes this is not good, so care about that.

Best regards