Does the Armenian cucumber have both male and female flowers on it? If it has only male flowers, be patient as the plant is too young to set fruit. If there are male and female flowers, time for a little hand pollination.
How big and thick are your pots? If the pots are only about 5 gallons and thin-walled (like a bucket), you may need to insulate them to keep your plants alive during the summer. Hot roots = unhappy plants.