China is reversing course on a major effort to tackle its hefty local government debt problem, marking a setback for a priority reform aimed at getting its financial house in order.

The move could provide the economy with some short-term help. But it restores a backdoor way that enabled local governments to load up on debt in recent years, providing a drag on growth at a time when Beijing is looking for ways to rekindle it.

According...