Keep in mind that the radar penetration of weather, as displayed, is dependent on the frequency band of the equipment.
The standard systems are subject to lots of attenuation and, while the experienced pilot is aware of this and makes conservative allowance, the situation can arise where a cell hidden behind something closer suddenly pops up on the screen to cause a problem ....