The Algarve is one of the places in Europe with the most sun hours per year.
Already from March can be pleasant outdoor temperatures, and July and August can be very hot.
Normaly the good weather keeps until late october.
See here for the next 10 day weather: Next 10 days
Look at the weather during the year: Year