In the era of data-driven decision-making, managing and analyzing large-scale datasets has become a critical challenge for organizations across industries.Big Data Frameworks: Architectures, Tools, and Techniques for Managing Large-Scale Data.Comprehensive review of Apache Hadoop, Spark and Flinkoffers a comprehensive exploration of the essential frameworks and tools that enable effective big data management and analysis.This book provides a deep dive into the architectures and technologies that power modern big data solutions. Beginning with foundational concepts, readers will gain an understanding of data lifecycle management and the core principles of big data ecosystems.