Detect increasing divergence between two cumulative sums

Question

I'm trying to think of some way to detect increasing divergence between two cumulative sum distributions. For example, I have data that looks like this:

I tried exploring correlation coefficients and their p-values, but they were not sensitive to in the increasing distance. Does anyone have any tips on how to statistically (or otherwise) approach detecting patterns like this?