Copy Artifact Plugin: Overwrite existing files in target project

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I'm using Copy Artifact Plugin as a build step to copy artifacts (*.dll) from a previously build project to the lib folder of the project I'm building. However, these files normally already exists in the code repository, but I want to overwrite them with the Copy Artifact build step. Is this possible or should I add another build step to delete the existing files first?