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I applied for a position a week ago and didn't get any feedback. Should I worry or is it normal that it take a time before getting a reply?

Its becoming common now-a-days for recruiter to not to get back to you with one line - "Thank you for sending in your application".

There is no exception. I doubt even if they read application before clicking on "Delete" button.