Abstract A multi-modal dataset was developed for palm oil Fresh Fruit Bunch (FFB) assessment in natural plantation environments. Data collection occurred across four diverse locations in Johor. Malaysia. representing variations in environmental conditions. https://parisnaturalfoodes.shop/product-category/salted-caramel-milk-chocolate/