404 (Not found) page or a custom page?

Search engines (Google, Bing, Yahoo) love 404 (Not found) page. They do not like a custom page since They would like to drive visitors to the qualified web pages when visitors use their search engines. For a non qualified custom page:

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It’s like a giraffe wearing a name tag that says “dog.”

For more information about this. Please read Google information here