Housing prices increasing because of slow zoning and regulations has been debunked already. Typical argument used by property developers.
The reality is that building houses for investment is more profitable for developers so they keep building it. As opposed to affordable housing actually used for living. The result is a glut of luxury investment apartments and lack of affordable nonluxury housing.