The story
From art (“skill that is attained by study, practice, or observation”) + -ful (suffix forming adjectives from nouns, with the sense of being full of, tending to, or thoroughly possessing the quality expressed by the noun).
Etymology from Wiktionary, CC BY-SA 4.0.