RIYADH—Saudi Arabia’s leadership has taken up the challenge of weaning the kingdom from its dependence on oil. Ahmed Ameen is just trying to keep his mobile-phone store open.

Mr. Ameen hired a foreign worker to operate the shop in Saudi Arabia’s capital four months ago, but the worker left the kingdom after learning that a key part of the government’s economic strategy is to replace foreign workers with Saudis.

“My...