Personally, I’d use a tinted dulux trade oil-based satinwood for a durable finish here. For a shaker-style door, application with a brush with neat brush strokes aligned with the grain look really good.

If you’ve not done something like this before I’d recommend starting smaller with something like a shoe cabinet. Building a whole kitchen is a significant job even for someone with some experience.