Just done a similar job in our kitchen and used a scraper that I bought in B&Q. Can't find the damn thing to give you the name, but it has a handle, light brass in colour, and a removeable blade about 2inches by 1/2 inch. Cost about £7 but is ace. The guy who did the decorating in our spare bedroom told me about it as it is brilliant and scraping paint off wood.
If I can find it inthe garage, which is jammed up with new kitchen appliances, I will post again with the name.
It is a "draw" scraper rather than a "push" scraper if you know what I mean.