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Data Engineering with Delta Lake on Databricks · LearnSpace
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Data Engineering with Delta Lake on Databricks

Курс от Pragmatic AI Labs
Начальный≈ 3.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Build production-ready data pipelines using Delta Live Tables and the Medallion Architecture on Databricks. This hands-on course teaches you to design, implement, and monitor ETL workflows that transform raw data into reliable, business-ready datasets through a structured bronze-silver-gold layering pattern. This course is primarily aimed at first- and second-year undergraduates interested in engineering or science, along with professionals with an interest in programming. You will start by mastering DLT fundamentals — declarative pipeline syntax in both SQL and Python, streaming ingestion with Auto Loader, and schema evolution strategies. Next, you will implement each Medallion Architecture layer: bronze for raw ingestion with lineage tracking, silver for data cleaning with expectations-based quality gates, and gold for business aggregations optimized with Z-ordering and partitioning. The course culminates in a capstone project where you build a complete inventory management system using Change Data Capture with `apply_changes()`, multi-source ingestion, and end-to-end pipeline orchestration. Every concept is reinforced through labs on Databricks Community Edition — no paid account required. Whether you are transitioning from batch ETL to streaming or building your first lakehouse pipeline, this course gives you the practical skills employers demand in modern data engineering roles.

Навыки, которые вы освоите

Data ArchitectureData PipelinesExtract, Transform, LoadData GovernanceData LakesData ScienceData ProcessingSQLLive StreamingData MiningData SecurityDatabricksData StorageData IntegrityData PresentationData EthicsData ManagementData WranglingData StrategyApache

Программа курса

3 модулей · 63 учебных материалов

01DLT Fundamentals24 материалов

Course Introduction

Course IntroductionВидеоIntroductionВидеоIntroduction to Delta Live TablesВидеоDLT Syntax with Python and SQLВидеоCreating Your First DLT PipelineВидео

Учитесь у экспертов

Noah Gift

Преподаватель курса

Alfredo Deza

Преподаватель курса

Data Engineering with Delta Lake on Databricks
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в новой вкладке

Обучение на Coursera

≈ 3.8 ч

3 модулей

Язык: Английский

Часть программы вашего университета
SummaryВидео
About This CourseЧтение
Key TermsЧтение
ReflectionЧтение

Expectations

Introduction to Data Quality ExpectationsВидеоUnderstanding DLT ExpectationsВидеоImplementing Expectations in PipelinesВидеоSummary: Applying Expectations to DataВидеоKey TermsЧтениеReflectionЧтение

Streaming

Introduction to Incremental Data ProcessingВидеоCreating Streaming TablesВидеоWorking with Streaming TablesВидеоAutomatic Schemas and Streaming ChallengesВидеоSummary: Incremental Processing and StreamingВидеоKey TermsЧтениеReflectionЧтение

Critical Thinking Assessment

DLT FundamentalsDIALOGUEQuiz: DLT FundamentalsЗадание
02Medallion Architecture24 материалов

Bronze Layer

Key TermsЧтениеIntroduction to the Bronze LayerВидеоIntroduction to Medallion ArchitectureВидеоBronze Layer Design PatternsВидеоIngesting Data to Raw Delta TablesВидеоSummary: Normalizing and Cleaning DataВидеоReflectionЧтениеDatabricks Free EditionЧтение

Silver Layer

Key TermsЧтениеIntroduction to the Silver LayerВидеоExploratory Analysis on Raw Data ВидеоData Quality and Cleaning StrategiesВидеоReviewing Silver Layer ResultsВидеоSummary: Normalizing and Cleaning DataВидео

Gold Layer

Key TermsЧтение Introduction to the Gold LayerВидео Applying Business Logic to Clean DataВидеоIncremental and Recompute Strategies in PipelinesВидеоOptimizations for Gold TablesВидеоSummary: Business Logic and Gold Layer OutputsВидео

Critical Thinking Assessment

Medallion ArchitectureDIALOGUEQuiz: Medallion ArchitectureЗадание
03Capstone Project15 материалов

End-to-End Application

Key TermsЧтениеIntroduction to the Logistics ApplicationВидеоOverview of Inventory OrchestrationВидеоReal-World Medallion ArchitectureВидеоInventory Management Pipeline OverviewВидеоSummary: End-to-End Application ReviewВидеоReflectionЧтение

Challenges and Course Summary

Introduction to Challenges and Next StepsВидеоChallenges and Next Steps in Data EngineeringВидеоCourse Summary: Data Engineering with DatabricksВидеоCoach: Designing a Production Pipeline DIALOGUEBefore You GoЧтениеFinal Graded QuizЗадание
ReflectionЧтение
ReflectionЧтение
Capstone ProjectDIALOGUE
Next StepsЧтение