Aisle (der Gang, z. B. im Flugzeug oder Supermarkt) = a passage between rows of seats or shelves. “I always book an aisle seat.”
Isle (die Insel) = an island. “The Isle of Skye.”

💡 Think of it this way:
Aisle is where you walk. Isle is where you’d sail to.