Umsindo ohlukanisiwe

“Let’s connect all stages with a simple example: Data is collected from website users Stored in a database Cleaned and processed Analyzed to understand user behavior Visualized in dashboards Used to improve user experience This is how companies use the lifecycle in real-world scenarios.”