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Automate ETL Pipelines · LearnSpace
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courseraIT и технологии

Automate ETL Pipelines

Курс от Coursera
Начальный≈ 2.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Keeping location data up to date is critical, but manually updating databases every night does not scale. In this beginner-to-intermediate course (Python and SQL basics required), you will learn how to build, automate, and monitor a real-world geospatial ETL pipeline from start to finish. Through three progressive lessons, working through the practical scenario of nightly address updates, you will convert raw CSV data into spatial records using PostGIS, schedule reliable pipelines with Airflow, and analyze failures using logs and monitoring tools. Through short videos, hands-on learning, Coach-guided reflections, and scenario-based decision making, you will move beyond theory into applied data engineering. You are required to have basic Python skills, familiarity with CSV files, and introductory knowledge of databases and SQL. By the end of the course, you will have the confidence and skills to build production-ready geospatial pipelines that run automatically, recover from failures, and alert you when intervention is needed.

Навыки, которые вы освоите

Geospatial Information and TechnologyExtract, Transform, LoadApache AirflowContinuous MonitoringPython ProgrammingData PipelinesSpatial Data AnalysisSystem MonitoringGIS SoftwareGeographic Information SystemsData TransformationPostgreSQL

Программа курса

3 модулей · 18 учебных материалов

01From CSV to Spatial Data6 материалов
Introduction and WelcomeВидеоThinking Like an ETL EngineerDIALOGUEWhat is ETL for Spatial DataЧтениеETL for Humans: Extract, Transform, Load ExplainedВидео

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Automate ETL Pipelines
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Обучение на Coursera

≈ 2.3 ч

3 модулей

Язык: Английский

Часть программы вашего университета
Walkthrough - Load Nightly Addresses into PostGISЧтение
Hands-on Learning: Load Nightly Addresses into PostGISЗадание
02Automating Nightly Runs with Airflow5 материалов
Automation Mindset CheckpointDIALOGUEHow Airflow Scheduling WorksЧтениеFrom Manual Runs to Scheduled DAGsВидеоWalkthrough - Schedule a Nightly Address PipelineЧтениеHands-on Learning: Schedule a Nightly Address PipelineЗадание
03Monitoring, Logging, and Failure Handling7 материалов
From Panic to ProcessDIALOGUEWhat Airflow Knows When a Pipeline FailsЧтениеReading Logs and Signals in AirflowВидеоWalkthrough - Trace a Failed Nightly RunЧтениеHands-on Learning: Trace a Failed Nightly RunЗаданиеCongratulations and Continuous LearningВидеоGraded Assessment: Automate ETL PipelinesЗадание