When choosing a bucket hat, consider size, material, brim size, style, versatility, sun protection, comfort and breathability, and brand and quality. Choose a material that suits your style preferences, weather conditions, and intended purpose. Choose a brim size that suits your face shape and provides the desired level of sun protection. Research reputable brands for durability, stitching quality, and overall craftsmanship.