The story
From the card game of bridge, in which spades is the highest suit. Perhaps influenced by phrases with similar meaning, in spadefuls or in spate.
Etymology from Wiktionary, CC BY-SA 4.0.
in spades
Today it means: In large quantities; to a high degree; to excess, without restraint. Full definition →