AI IMAGE GENERATED BY GEMINI Hadoop has long been a fundamental tool for big data processing, but evolving technology has created a demand for newer, more efficient solutions. As companies face challenges related to speed, scalability, and ease of use, a range of alternatives has emerged to meet these needs. The most effective Hadoop alternatives offer improved performance, simplified management, and better integration with modern cloud and real-time data environments. These