Along the Pearl River Delta manufacturing belt, abandoned factories and “for lease” signs bear testimony to rising labor costs as companies seek cheaper workers in places like Thailand and Vietnam.

Fearing more job losses, Beijing has urged local authorities to be “steady and cautious” about approving wage increases. Guangdong province responded with a two-year freeze on minimum wage increases in February.

Yet...