I have opened multiple outlets for my venture (same company and same PAN). Do I need to apply separately for GST registration for each store?

If the additional places of business are in the same state then you do not need to apply for registration separately. These can be shown as additional places of business while applying for registration. However, if the additional places of business are in different states then you need to apply for registrations separately for each state