Environmental factors like temperature. solar irradiance. and rain may influence the health and productivity of stingless bees. This paper aims to investigate the best approaches applied in meliponiculture to predict beehive health and products based on environmental variables and bee activity data. https://macorners.shop/product-category/color-changing-cup/