Yes, they will be open. I just found an article in a bavarian newssite and they mention specifically that Easter is the day when the tourist season will officially start in Rothenburg and that despite protests by the church Easter Sunday shops will be open.
Rothenburg IS an exception though. In 98% of the other German cities shops will not be open on Easter Sunday. Apart from that, shops in German cities are closed on Sundays.
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