Qeparo has cultivated olives for centuries, as mentioned in early 19th century in the work of François Pouqueville, Napoleon Bonaparte's general consul at the court of Ali Pasha in Ioannina.
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According to 19th century topographer William Martin Leake, the original name of the village was Kiepero or Kiparos, which derives from the Greek word kipos, meaning garden.