Seeking Advice: Dubai Tourism Planning Question

Hey everyone, I'm currently in the process of planning a trip to Dubai and I could really use some advice. I've been doing some research, but I wanted to reach out to the community here for some firsthand insights on dubai tourism planning. My main question is regarding the best time to visit Dubai considering weather, crowds, and overall experience. I've heard mixed opinions about the peak tourist season versus the shoulder seasons, so I'm a bit confused. Additionally, any recommendations on must-visit attractions, hidden gems, or local experiences would be greatly appreciated. Thanks in advance for your help and suggestions!