wiktionary
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drum + -er
drum(“house”) + -er
etymonline
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drummer (n.)
"one who plays the drum," 1570s, agent noun from drum (v.). Slightly earlier in the same sense was drumslade (1520s). Middle English had tabourer, taborner (fem. tabornester, tabourester) "drummer."