Järvelä is a Finnish surname. Notable people with the surname include:
Arto Järvelä (born 1964), Finnish composer and fiddler Jonne Järvelä (born 1974), Finnish guitarist and singer Maija Järvelä, Finnish biathlonist Mauno Järvelä (born 1949), Finnish musician