Mark Jackson

Big Data Frameworks: Architectures, Tools, and Techniques for Managing Large-Scale Data. Comprehensive review of Apache Hadoop, Spark and Flink. (eBook, ePUB)

• Format: ePub

Produktbeschreibung

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 Flink offers 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. The book covers a range of popular frameworks, including:

• Hadoop: Discover the components of the Hadoop ecosystem, including HDFS, MapReduce, and YARN, and learn how to leverage these tools for scalable data storage and processing.
• Apache Spark: Explore Spark's in-memory processing capabilities, and understand its core components such as Spark SQL, Spark Streaming, and MLlib for high-performance analytics.
• Apache Flink: Delve into Flink's stream processing and batch processing capabilities, and learn about its state management and real-time data processing features.
• Apache Kafka: Understand Kafka's role in event streaming and messaging, and explore its ecosystem components like Kafka Streams and Kafka Connect.

Beyond individual frameworks, the book addresses the integration of big data technologies with machine learning, explores cloud-based big data solutions, and emphasizes best practices for security and governance.

Each chapter is enriched with practical examples, real-world case studies, and actionable insights, making this book a valuable resource for data professionals, architects, and anyone involved in big data projects. Whether you're a beginner looking to understand the basics or an experienced practitioner seeking advanced techniques, Big Data Frameworks provides the knowledge and tools necessary to tackle the challenges of large-scale data management and analysis.

Unlock the power of big data and stay ahead in the rapidly evolving field with Big Data Frameworks: Architectures, Tools, and Techniques for Managing Large-Scale Data. Comprehensive review of Apache Hadoop, Spark and Flink.

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Produktdetails

• Verlag: MjPublishing4972
• Erscheinungstermin: 25. November 2024
• Englisch
• ISBN-13: 9798227691859
• Artikelnr.: 72264911