Data streams are constantly flowing, presenting a unique problem for data analysis. Traditional techniques often struggle to manage the volume and speed of incoming data. To effectively analyze data streams, we need advanced solutions. These tools must be able to capture data in real time, carry out computations on the fly, and deliver actionable f