Data streams are constantly flowing, presenting a unique challenge for data analysis. Traditional techniques often struggle to keep up the volume and rate of incoming data. To effectively process data streams, we need advanced solutions. These tools must be able to capture data in real time, perform computations on the fly, and deliver actionable f