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It is certainly possible to buy these both in the country, and from overseas.
However, as the information changes regularly, I'm going to link to the Prepaid Wiki for Germany.
Telekom has the best available coverage and speed, but o2+e-plus will be the cheapest.
Weekly rates are harder to find, you either go for daily or monthly packages.