It seems there was a refactoring of the dataset names from Kystverket. The name for the "Sjøkart - Dybdedata" dataset seems to have changed just to "Depth data" (https://kartkatalog.geonorge.no/metadata/depth-data/2751aacf-5472-4850-a208-3532a51c529a).