Rochelle is the surname of:
- Alexandra Rochelle (born 1983), French former volleyball player
- Claire Rochelle (1908–1981), American actress
- Fred Rochelle (c. 1885–1901), African-American teenage lynching victim
- June Rochelle, American soul singer
- Kara Rochelle (born 1983), American politician
- Karyn Rochelle, American country music singer/songwriter
- Kathleen Rochelle (fl. 1926–1932), American politician
- Michael Rochelle (born 1950), retired United States Army lieutenant general
- Robert Rochelle (born 1945), American lawyer and former politician
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