Yes, you can absolutely make this recipe with cherry tomatoes. Cherry tomatoes are a great choice for roasting because they cook quickly and have a natural sweetness. Simply adjust the roasting time accordingly, as cherry tomatoes will typically require less time in the oven compared to larger tomatoes. Keep an eye on them as they roast to ensure they reach your desired level of tenderness and caramelization.