I think the scummy feelings might come from knowing that the tools you are using were trained on the work of other people without getting permission, offering compensation, or even providing acknowledgement.
I find that viewpoint rather myopic. Once information is generally available, it's unreasonable to expect that you can retain control of how that information is used.