• The alumni talk on "Content Analysis and Data Engineering" was an insightful session that connected theoretical knowledge with real-world industry applications. • The talk highlighted how effective data processing and analytical techniques can significantly enhance the accuracy and efficiency of modern content-driven systems. • B. Soniya, an alumni student of Computer Science and Engineering from the 2024 batch. • She is currently working as a Content Analysis Engineer at Virtusa, Hyderabad—a leading global IT services company known for providing digital engineering, cloud transformation, and data-driven business solutions to clients across various industries.