Why does agriculture represent the majority of greenhouse gas emission for some products?

For products like potato chips which mainly consist of a crop with a very low level of refinement, the agriculture per definition stands for the largest part of the climate footprint.

However, this number doesn’t say anything about whether the number is high or low. As for the potato chips example, the total climate footprint is low in comparison to many other food products.