Vaishali, as we have only limited time apart, can you briefly explain the expertise projects you are currently working on?

Sure, I'd be happy to share. Currently, I am leading a cross‑functional team developing a real‑time analytics platform for an e‑commerce client. The project involves building a data ingestion pipeline using Apache Kafka, processing streams with Spark Structured Streaming, and visualizing results in a custom dashboard built with React and D3. My role focuses on designing the architecture, ensuring horizontal scalability, and integrating with existing microservices via gRPC. Additionally, I am working on a machine‑learning model to predict customer churn, using Python, scikit‑learn, and TensorFlow, deployed in Docker containers orchestrated by Kubernetes. This model has improved retention by 12% in pilot tests. I also contribute to an open‑source library for data validation that is used by several internal teams. These projects demonstrate my expertise in distributed systems, data engineering, and applied machine learning, and they have directly impacted business metrics such as conversion rate and operational efficiency.