The festival that involves a parade featuring elaborate floats made from flowers in the Netherlands is the Bloemencorso, specifically in the region of Haarlem. This vibrant and colorful event highlights the artistic creativity of float designers and celebrates the beauty of spring blooms, attracting visitors from around the world.