Nagata is a Japanese surname. Notable people with the surname include:
- Nagata Hideo (1885–1949), Japanese author
- Nagata Mikihiko (1887–1964), Japanese author
- Linda Nagata (born 1960), American science fiction author
- Masayoshi Nagata (1927–2008), Japanese mathematician
- Takeshi Nagata (1913–1991), Japanese geophysicist
- Tetsuzan Nagata (1884–1935), Japanese soldier and politician
- Yuji Nagata (born 1968), Japanese professional wrestler
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