in Gingerbread and later, HttpURLConnection is the way to go. consider Apache HttpClient deprecated. (also note that Android doesn't use HttpClient 4.1, mentioned in another comment.)
if you have a case where Apache HttpClient is faster, report it as a bug here: http://code.google.com/p/android/issues/list
