DreaMoving is a controllable video generation framework based on diffusion models, designed to generate high-quality, customized human dance videos. By providing a target identity and a sequence of poses, DreaMoving can generate a video of the target identity dancing the pose sequence anywhere. To achieve this, we propose a video control network for motion control and a content guide for retaining identity information. The model is easy to use and can be adapted to most stylized diffusion models to generate diverse results.