Kolkata, a city deeply rooted in culture and history, is undergoing a modern transformation through the Smart Cities Mission. As part of this evolution, data analytics has emerged as a cornerstone of innovation—guiding urban planning, improving civic services, and enhancing overall quality of life. In this dynamic setting, the integration of data science is not just a technical advancement; it’s a fundamental shift in how the city is managed and experienced.