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You are referring to a specific website ( www.kuttyweb.com ) and a specific category of content on that site (Malayalam album songs). Even though the website name is a proper noun, we use "the" when referring to the site as a definite source or when the full URL/title implies a known entity in context.
For the search query , the most appropriate article is:
