Big data is transforming banking by enabling deep customer insight and hyper-personalized services. By analyzing transaction histories, demographics, and digital behavior with machine learning, banks can predict churn, improve engagement, and tailor offerings. Research shows personalization boosts satisfaction, reduces churn by half, and is becoming essential for competitive, customer-centric banking.