I plan to go Shenzhen during May Day holidays at the end of April to the start of May.

We can't guarantee what's the weather will be like in future. So maybe it's better that you check the weather report just one week or some days before your trip. I live in the city now. From my experience, it won't rain too much in early May if there's no typhoon. The weather will be more like the second case you described.