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Stream & Optimize Real-Time Data Flows · LearnSpace
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Stream & Optimize Real-Time Data Flows

Курс от Coursera
Средний≈ 5.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Master the design, implementation, and optimization of production-ready streaming data pipelines using Apache Kafka and Flink. This intermediate-level course teaches you to evaluate log configurations against governance requirements (PCI-DSS, GDPR, SOC2) and cost constraints, design stream processing topologies that join and aggregate data in real time with exactly-once semantics, and optimize pipelines through partition tuning, compression, and cost modeling. You'll work through hands-on labs that mirror real-world scenarios at DoorDash, Netflix, and Robinhood: comparing retention policies against compliance rules, building a Kafka Streams application that joins orders and payments to calculate 5-minute revenue totals, and diagnosing performance bottlenecks to meet SLAs within budget. Intermediate data engineers and platform engineers who build or operate real-time streaming systems and want to master Kafka/Flink governance, joins, windowing, and cost-optimized scaling. Understanding of distributed systems, basic Apache Kafka knowledge, familiarity with SQL and streaming concepts, Python or Java programming experience. By the end, you'll design and optimize a multi-tenant streaming platform with governance controls—skills directly applicable to streaming data engineer, real-time platform engineer, and data infrastructure roles.

Навыки, которые вы освоите

Real Time DataPayment Card Industry (PCI) Data Security StandardsApache KafkaCompliance ManagementGovernanceData GovernanceData StorageData ArchitecturePerformance Stress TestingSystem ConfigurationScalabilityApacheMulti-Tenant Cloud EnvironmentsPerformance TuningData PipelinesCost ManagementComputer Architecture

Программа курса

3 модулей · 23 учебных материалов

01Evaluate Log Configurations for Governance and Cost 8 материалов
Evaluate Retention Policies for Fintech ComplianceDIALOGUEWelcome to the Course: Course OverviewЧтениеStream & Optimize Real-Time Data Flows: Course OverviewВидеоEvent Taxonomy and Log Level StrategiesВидео

Учитесь у экспертов

Starweaver

Global Leaders in Professional & Technology Education

Ritesh Vajariya

Advisor | Leader | Speaker |Author

Stream & Optimize Real-Time Data Flows
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Обучение на Coursera

≈ 5.1 ч

3 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский

Часть программы вашего университета
Governance Requirements and Storage TiersВидео
Evaluating Log Configurations and Modeling CostsВидео
Hands-On-Learning: Evaluate Kafka Topic Retention Against Compliance RequirementsВзаимная проверка
Databricks Guide to Scalable Logging and GovernanceЧтение
02Design Stream Processing Topologies6 материалов
Design Event Topology for Real-Time Revenue AnalyticsDIALOGUEStream Processing Patterns and Join TypesВидеоKafka Streams Deep Dive - Architecture and Topology DesignЧтениеWindowing and State Management in Stream Processing ВидеоBuilding a Kafka Streams Join Topology with Windowed Aggregation ВидеоHands-On-Learning: Design and Implement Order-Payment Join with Windowed AggregationВзаимная проверка
03Optimize Real-Time Data Flows9 материалов
Optimize Streaming Pipeline Under Budget ConstraintsDIALOGUEThroughput Bottlenecks and Partition StrategiesВидеоMonitoring, Compression, and Cost OptimizationВидеоFinOps for Kafka - Complete Cost Optimization GuideЧтениеPerformance Testing and Optimization with Kafka MetricsВидеоHands-On-Learning: Analyze Performance Bottlenecks and Optimize Kafka PipelineВзаимная проверкаIntegrating Governance and Optimization in Production PipelinesВидеоProject: Design and Optimize Multi-Tenant Streaming Platform with Governance ControlsВзаимная проверкаStream & Optimize Real-Time Data Flows Задание