Logically it should be the same one (buy without moisture,a compatible one or a better one that is also compatible with the old and mois oil).
Is this procedure necesary also in the case of thansformers that have an air dryer in form of silica gel that can be visually observed due to transparent container combined with an oil filter for dust?