Shrubb is a surname. Some notable people with the surname include:
- Alfred Shrubb (1879–1964), English distance runner
- Paul Shrubb (1955–2020), English footballer, coach, and scout
Notable people with the related surname Shrubbs include:
- Joyce Shrubbs (1927–2021), British military officer