If you like sherry - definitely hit La Venencia bar on Calle de Echegaray - they only serve sherry and from wooden casks, and also serve little snacks with each sherry.
For some little gifts / sweets, stop by La Violeta, an old school, tiny little shop.
For tapas nearby the Prado, Garcia de la...