Board Thread:General Discussion/@comment-27724978-20190430013837/@comment-4651179-20190502000148

The Russos have clarified that Steve effectively created a new timeline when he returned to Peggy, which means in the prime timeline, Peggy's husband is still the unnamed WWII veteran (source)