To boost cantaloupe sweetness, ensure consistent soil moisture during ripening but reduce watering in the weeks before harvest. Choose super sweet varieties. Allow fruits to fully ripen on vines before picking. Companion plants help enrich soil nutrition to increase sugars and flavor.