From Wiktionary, the free dictionary
beat the crowd (third-person singular simple present beats the crowd, present participle beating the crowd, simple past beat the crowd, past participle beaten the crowd or (colloquial) beat the crowd)
- (informal, idiomatic) To arrive at a location or complete a task before a large group of people do so.
2007, Shunna Pillay, Shadow People, page 134:Dhava beat the crowd to the sweets counter and was back within minutes with two boxes of Black Magic chocolates, which he handed to Sharda.