Guadalupe was last seen in the company of her 3-year-old daughter on November 26, 2001, when the two left to go shopping with an adult male companion. When they were last seen, Guadalupe was pregnant and may have since given birth. The vehicle in which they were traveling was later found abandoned in California. Her daughter has since been located but Guadalupe is still missing.