The 27-year-old Australian models for the store.
The company made the announcement after learning she would not be available for a fashion launch on August 3 because she will still be on her honeymoon.
Kerr first met Bloom backstage at a Victoria's Secret lingerie fashion show in New York in 2006.
They began dating in late 2007 and confirmed their engagement last month.