Witnessing snowfall in Shimla towards the end of May is highly unlikely. By this time, the winter season has passed, and temperatures start to rise. Snowfall in Shimla primarily occurs between December and February. However, you may still find patches of snow at higher altitudes or shaded areas, but it is not common in late May.