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Practical Stream Engineering with Apache Samza: Architecting, Developing, and Operating Real-Time Data Pipelines by E. Clark, William

Practical Stream Engineering with Apache Samza: Architecting, Developing, and Operating Real-Time Data Pipelines

by William E. Clark
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Book cover type: Paperback
  • ISBN13: 9798265257741
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 328
  • Original Price: GBP 29.93
  • Language: English
  • Edition: N/A
  • Item Weight: 440 grams
  • BISAC Subject(s): General

Practical Stream Engineering with Apache Samza: Architecting, Developing, and Operating Real-Time Data Pipelines is an authoritative, tightly focused resource for engineers and architects building production-grade stream processing systems. The book opens by tracing the evolution from batch to real-time processing, clarifying the design trade-offs that drive modern streaming architectures and situating Samza among contemporaries like Flink, Storm, and Kafka Streams. With clear comparisons and real-world use cases, readers gain the conceptual foundation needed to evaluate when and how Samza provides the best fit for latency-sensitive, stateful workloads.

The core of the guide dives into Samza's architecture and programming models, from its modular runtime and YARN integration to state management, message serialization, and developer-facing APIs and SQL. It offers practical, example-driven guidance on building stateful applications, achieving durability and exactly-once semantics, and optimizing for throughput and latency. Extensive chapters on deployment, monitoring, multi-tenancy, and performance engineering provide operators and DevOps teams with proven practices for running resilient, scalable Samza clusters in production.

Beyond internals, the book explores integration patterns across the data ecosystem-best practices for coupling Samza with Kafka, Hadoop, cloud storage, and event-driven architectures-while addressing security, governance, and compliance concerns important to enterprise deployments. A final set of case studies highlights applications in real-time analytics, fraud detection, IoT, and cloud-native environments, and a forward-looking conclusion examines open-source developments and future directions for stream engineering. Whether you are architecting complex pipelines, developing high-throughput jobs, or operating mission-critical systems, this book is an indispensable companion for practical stream engineering with Apache Samza.

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