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Orchestrate & Recover Real-Time Data Pipelines · LearnSpace
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courseraIT и технологии

Orchestrate & Recover Real-Time Data Pipelines

Курс от Coursera
Средний≈ 5.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Building a data pipeline is easy. Building one that automatically recovers from failures, maintains data integrity during outages, and runs reliably in production—that's what separates junior engineers from platform architects. This course teaches you to design self-healing pipelines with automated recovery, fault tolerance, and disaster recovery built in from day one. You'll learn to build and schedule streaming workflows using modern orchestrators like Airflow and Prefect, implement reliability patterns including idempotence, checkpointing, and dead-letter queues for exactly-once-ish processing, and design multi-region recovery strategies that keep data flowing during regional failures. Through hands-on labs and real-world examples from Airbnb, LinkedIn, Netflix, and Uber, you'll master the orchestration and recovery techniques that turn fragile scripts into production-grade infrastructure. Learn to handle automated retries, run safe backfills, implement checkpoint-based recovery, and execute disaster recovery playbooks that restore pipelines after outages. Engineers who build or maintain real-time data pipelines and need stronger orchestration, reliability, and recovery skills. Basics of Python & SQL, Linux CLI, and Kafka fundamentals. Cloud account helpful but optional. By the end of the course, learners will be able to design, orchestrate, and recover real-time data pipelines that run reliably at production scale.

Навыки, которые вы освоите

Real Time DataApache SparkApache KafkaApache AirflowDisaster RecoverySite Reliability EngineeringData InfrastructureDataflowData ProcessingWorkflow ManagementData IntegrityData Pipelines

Программа курса

3 модулей · 24 учебных материалов

01Foundations of Orchestrating Real-Time Pipelines8 материалов
Orchestrate & Recover Real-Time Data PipelinesDIALOGUEWelcome to the Course: Course OverviewЧтениеWhy Orchestration Matters: From Cron to DAGsВидеоBuild Your First DAG (Airflow)Видео

Учитесь у экспертов

Starweaver

Global Leaders in Professional & Technology Education

Luca Berton

Ansible Automation Expert, Published Author & Creator of the Ansible Pilot Project

Orchestrate & Recover Real-Time Data Pipelines
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 5.1 ч

3 модулей

Язык: Английский

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

Часть программы вашего университета
Flows the Pythonic Way (Prefect)Видео
Demo: Scheduling, Retries, and Alerting End-to-EndВидео
Hands-On-Learning: Ship a Minimal Reliable DAG/FlowВзаимная проверка
Choosing an Orchestrator: Airflow vs. PrefectЧтение
02Reliability Patterns for Streaming: Idempotence, Checkpoints, and DLQs6 материалов
Exactly-Once:Checkpoints & Error HandlingDIALOGUEExactly-Once with Kafka: What You Really GetВидеоCheckpoints & WAL in Structured StreamingЧтениеCheckpointing & State: Replaying Without DuplicatesВидеоDLQs in Practice: From Error Handling to TriagingВидеоHands-On-Learning: Make a Stream Bulletproof: Checkpoints, DLQ, IdempotenceВзаимная проверка
03Recovery & DR: Backfills, Time Travel, and Cross-Region Replication10 материалов
Region Recovery: Replication, Failover & DR PlaybooksDIALOGUEBackfills & Reprocessing Without Breaking SLAsВидеоTime Travel & Audits with Delta TablesВидеоChoosing a Replication Strategy: MM2 vs. uReplicatorЧтениеCross-Region Kafka Replication (MM2/uReplicator)ВидеоHands-On-Learning: DR Fire Drill: Cross-Region Failover & Targeted BackfillВзаимная проверкаYour Recovery Posture, SummarizedВидеоProject: Orchestrate & Recover a Real-Time PipelineВзаимная проверкаOrchestrate & Recover Real-Time Data PipelinesЗаданиеAdditional ResourceЧтение