Depending on their recommended USDA Zones, you can grow some exotic flowers in cold weather climates. Usually, this means growing them indoors or in a greenhouse. Most exotic flowers need warm, humid conditions to thrive. However, some can be surprisingly tolerant of cool temperatures.