Caulk and filler do a similar job but are generally used in slightly different situations. Typically you would use filler to fill holes and small damaged areas on flat surfaces. Decorator's caulk is more commonly used on joints, corner and gaps to seal an area between two materials, ie. between walls and skirting boards.