In this talk, we will explore the exciting field of video analysis and examine the use of computer vision and data processing techniques. Through real-life examples and case studies, we will showcase the latest algorithms used in this area and discuss their potential applications. In addition, we will provide an in-depth look at a recent project developed by the data team at Noumena. This innovative project centers on traffic monitoring using video and artificial intelligence in the vibrant city of Barcelona.