Understanding of funnel, how do they see the data and KPIs, technical understanding about the ML algo of all the main platforms, thought of experiments....
for exercises, usually any big running account with some problem statement and also how do they plan to launch something new completely. Logics behind estimating the main metrics along with revenue.