Average Weather in February in Myrtle Beach South Carolina, United States. In Myrtle Beach, the month of February is characterized by rising daily high temperatures, with daily highs increasing by 5°F, from 56°F to 61°F over the course of the month, and rarely exceeding 71°F or dropping below 44°F.