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⏱ 2 oras 36 min📚 26 aralin
Stream Processing with Apache Flink: DataStream API, State, and SQL
Build scalable, real-time data streaming pipelines using Apache Flink's DataStream API, stateful processing, and SQL, starting from the absolute basics.
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Tungkol sa kursong ito
In today's fast-paced digital world, processing data as it arrives is crucial for making timely decisions. Apache Flink is the industry standard for stateful, high-throughput, and low-latency stream processing. This text-based course guides you from the core principles of stream processing to deploying robust, fault-tolerant Flink applications. You will gain the confidence to design, write, and tune real-time data pipelines that handle millions of events per second with exactly-once guarantees.
What you'll learn:
- Understand the fundamental architecture of Apache Flink, including time semantics, windowing, and state management.
- Build robust stream processing applications using the DataStream API and Flink SQL.
- Configure fault tolerance with checkpoints, savepoints, and exactly-once processing guarantees.
- Apply Complex Event Processing (CEP) patterns to detect sequences of events in real-time.
- Optimize and tune Flink applications for performance, resource utilization, and operational stability.
- Deploy and manage Flink applications using modern containerized environments and cloud-native practices.
The course starts with essential stream processing concepts and Flink's architecture before guiding you through written code examples and architectural breakdowns. You will progress from basic data transformations to complex stateful operations, Flink SQL integration, and operational troubleshooting.
This course is designed for software engineers, data engineers, and analysts who want to learn stream processing from scratch. No prior experience with Apache Flink is required, though a basic understanding of programming concepts is helpful.
Start reading today to master real-time stream processing with Apache Flink.
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Stream Processing with Apache Flink: DataStream API, State, and SQL