BERLIN—Berlin barred a German company from completing a military training center in Russia, in a decision politicians said was aimed at sending a signal to France to suspend a planned warship delivery to Moscow.

The German Economics Ministry said Monday it had revoked permission for defense equipment supplier Rheinmetall AG to build a Russian military training center. The move goes beyond the demands of last week's European Union sanctions on Russia's defense sector, which excluded deals already signed.

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