Grove is an English, Scottish, and Anglo-Norman surname, which came from the Norman French Le Groux, a name for someone who lived by a grove or thicket. Notable people with the surname include:

• Alex Grove (born 1987), Scottish rugby union player
• Amanda Grove, American Court TV personality
• Andrew Grove (1936–2016), Hungarian-born American engineer and businessman; former CEO of Intel
• Archibald Grove (1855–1920), British magazine editor
• Betty Ann Grove, American actress
• Charles Clayton Grove, American mathematician
• Charlotte Grove (1773–1860), British diarist
• David Grove (1935–2023), American archaeologist, academic and Mesoamericanist scholar
• Dick Grove (1927-1998), American musician, composer and educator
• Edwin Wiley Grove, American druggist and millionaire
• Eleanor Grove (1826-1905), British educationist
• Elliot Grove, Canadian-born film producer
• Emily Grove (athlete) (born 1993), American pole vaulter
• Emily Grove (singer) (born 1991), American singer
• Eric Grove (1948–2021), British naval historian and defence analyst
• Frederick Philip Grove alias Felix Paul Greve, German-Canadian author
• George Grove (1820–1900), British engineer and writer on music, known for Grove's Dictionary of Music and Musicians
• Jake Grove, American football offensive lineman
• John L. Grove, American industrialist
• Joseph Grove (1699–1764), English biographer
• Joseph T. Grove (1845–1927), American politician from Maryland
• Justin Grove (born 1988), American soccer player
• Kathy Grove (born 1948), American photographer
• Kendall Grove, American mixed martial arts fighter
• Kenneth Grove (born 1953), Australian driver
• Lefty Grove (1900–1975), American baseball pitcher
• Logan Grove (born 1998), American actor
• Marmaduke Grove (1878–1954), Chilean air force officer and politician, founder of the Socialist Party of Chile
• Marilyn Judith Grove (1941–1997), New Zealand cartoonist better known as Kim Casali
• Michael Grove (born 1996), American baseball player
• Neil Grove (born 1971), South African-English mixed martial artist
• Noah Grove (born 1999), American ice sled hockey player
• Patrick Grove (born 1975), Australian internet and media entrepreneur in Asia
• Rupert Grove (1906–1982), Australian solicitor
• Shannon Grove (born 1965), American politician from California
• Steven Eugene Grove "Euge Groove" (born 1962), American saxophonist
• William Barry Grove (1764–1818), U.S. Congressman
• William Bywater Grove (1848–1938), English biologist
• William Robert Grove (1811–1896), Welsh judge and physical scientist