I got it to show up by adding
if ( function_exists('yoast_breadcrumb') ) {
yoast_breadcrumb( '<p id="breadcrumbs">','</p>' );
}
to the single-products.php template file (in a child theme).
Is there a better way? I really do not like editing these template files in case of a major update