Getting full URLs with API

I want to get a report via the API for statistic (hits, visits, etc.). I so far used the Actions.getPageUrls method

However, I get only back the data for URLs with one level, e.g. XXX .com/de or XXX .com/index/ .
What I want is to get deeper URLs such as XXX .com/de/products/productXYZ.

I experimented with the additional parameters depth and expanded (as seen above) but this does not return the full URL paths I want. Using these parameters does not change anything in the returned data.

Any idea?