SOCHI, Russia—At long last, Morgan Simms thought. Inside the Olympic curling center Tuesday afternoon, the 25-year-old Canadian spotted a welcome sign—Beer.

"I got excited," he said. But like most beer sold inside the Olympic Park, these cans of Russian brew Baltika were nonalcoholic. "They're just playing games with my heart," he said.

Russia,...