We were on Melbourne Beach a few weeks ago (about 35 miles south of Cocoa Beach) and we were the only ones on it. Done Cocoa beach as well a few years ago and it was almost empty as well (Was October and mid week).
Watch out for the flags on the beach as they can have problems with Rip currents.
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