Alberg is a surname. Notable people with the surname include:
- Carl Alberg (1900–1986), ship engineer and sailboat constructor
- Ifrish Alberg (born 1988), Surinamese sprinter
- Petur Alberg (1885–1940), Faroese violinist, composer, and author
- Roland Alberg (born 1990), Dutch footballer
- Tom Alberg (1940–2022), American lawyer and businessman
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