In modern data engineering, the integration of open-source technologies plays a critical role in building scalable, reliable, and high-performance systems. Apache, as a leading open-source foundation, provides a suite of tools that address diverse challenges in data processing, storage, and real-time analytics. This article explores key Apache technologies, their features, use cases, and best practices for designing robust applications.