Born in Saint-Rémi, Canada East (present-day Quebec), Cayer immigrated to the United States, where he was known by the nickname "Frenchy".
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He eventually settled in Salinas, where he was a foreman at Spence Ranch (later owned by Spreckels Sugar Company) and operated a cigar store.