Street Photography Abroad

Was in Sorrento, Italy for a nice little weekend break.  For some unknown reason, it felt a little strange to snap away at strangers in a foreign country.  I have no qualms about doing it in London.  Is it because we're unsure about the customs?  Is it familiarity?  Definitely something that I need to work on...