Honest question: What depth ? All i see is flat all around.
The icons themselves are mostly flat with some exceptions (Contacts has a very strong bevel and there is a slight bevel on the notes icon).
There are also some interesting use of solid color to indicate interactable elements (icons or links that are part of the UI are in the same solid color) that will be greyed out when there are layer above it (e.g. via action sheet).
Most of these are not in the iCloud website, however. And I'm still not sure I like the new visual style.