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Building Modern Data Applications Using Databricks Lakehouse · LearnSpace
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Building Modern Data Applications Using Databricks Lakehouse

Курс от Packt
Начальный≈ 14.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In today’s data-driven world, building scalable and efficient data applications is crucial for staying ahead in business and technology. This course explores the power of Databricks Lakehouse, a unified platform for managing and analyzing large volumes of data, and guides you through essential skills to create modern data applications. Throughout the course, you’ll learn to work with Delta Live Tables for data transformation, management, and quality assurance. You will also dive deep into Databricks’ Unity Catalog for enhanced governance, data lineage, and location management. The hands-on experience with deploying and maintaining DLT pipelines using Terraform prepares you for real-world data infrastructure challenges. This course stands out by combining theoretical understanding with practical, real-world applications. You’ll gain a robust set of skills in data pipeline management, governance, and monitoring, preparing you for building production-level data applications with Databricks Lakehouse. Designed for professionals looking to deepen their expertise in modern data architecture, this course is suitable for data engineers, data scientists, and IT professionals who want to leverage Databricks to solve real-world data problems.

Навыки, которые вы освоите

Data PipelinesData GovernanceData TransformationData QualityDatabricksData SecurityData StorageTerraformData IntegrityData LakesScalabilityReal Time DataApache SparkData ManagementData ArchitectureData ValidationCloud ComputingData Infrastructure

Программа курса

10 модулей · 79 учебных материалов

01An Introduction to Delta Live Tables11 материалов

Lesson 1

Course OverviewВидеоAn Introduction to Delta Live Tables - Overview VideoВидеоIntroductionЧтениеThe Databricks LakehouseЧтение

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Packt - Course Instructors

Преподаватель курса

Building Modern Data Applications Using Databricks Lakehouse
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 14.7 ч

10 модулей

Язык: Английский

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

Часть программы вашего университета
Lakehouse Architecture and Delta Live Tables Pipeline DesignЗадание
ViewsЧтение
Unity CatalogЧтение
Supporting Concurrent Table Reads and WritesЧтение
Tracking Table Changes Using Change Data FeedЧтение
Delta Live Tables FundamentalsЗадание
Discussion: Balancing Reliability, History, and Pipeline DesignОбсуждение
02Applying Data Transformations Using Delta Live Tables9 материалов

Lesson 1

Applying Data Transformations Using Delta Live Tables - Overview VideoВидеоIntroductionЧтениеUsing Auto Loader with DLTЧтениеPublishing Datasets to Unity CatalogЧтениеData Pipeline SettingsЧтениеPractice: Configure a DLT Pipeline for Cost and ReliabilityDIALOGUEPipeline Cluster TypesЧтениеLoading External DependenciesЧтениеMastering Delta Live Tables PipelinesЗадание
03Managing Data Quality Using Delta Live Tables8 материалов

Lesson 1

Managing Data Quality Using Delta Live Tables - Overview VideoВидеоIntroductionЧтениеUsing Temporary Datasets to Validate Data ProcessingЧтениеCreating a New DLT Pipeline DefinitionЧтениеReflect: Balancing Data Quality and AvailabilityDIALOGUEActing on Failed ExpectationsЧтениеData Quality Management in Delta Live TablesЗаданиеDiscussion: Choosing the Right Response to Data Quality IssuesОбсуждение
04Scaling DLT Pipelines7 материалов

Lesson 1

Scaling DLT Pipelines - Overview VideoВидеоIntroductionЧтениеAutomated Table Maintenance TasksЧтениеMoving Compute Closer to the DataЧтениеPractice: Design a DLT Pipeline Scaling StrategyDIALOGUEDelta Lake Z-Ordering on Merge ColumnsЧтениеDLT Pipeline Optimization and ScalingЗадание
05Mastering Data Governance in the Lakehouse with Unity Catalog10 материалов

Lesson 1

Mastering Data Governance in the Lakehouse with Unity Catalog - Overview VideoВидеоIntroductionЧтениеA Problem Worth SolvingЧтениеUnity Catalog-Enabled Cluster TypesЧтениеEnabling Unity Catalog on an Existing Databricks WorkspaceЧтениеPractice: Design a Unity Catalog Governance PlanDIALOGUEData Discovery and CatalogingЧтениеObservability with System TablesЧтениеHands-on Example Data Masking Healthcare DatasetsЧтениеData Governance in the Lakehouse with Unity CatalogЗадание
06Managing Data Locations in Unity Catalog6 материалов

Lesson 1

Managing Data Locations in Unity Catalog - Overview VideoВидеоIntroductionЧтениеSaving Data to Storage Volumes in Unity CatalogЧтениеGoverning Data Storage and Access with Unity CatalogЗаданиеCreating and Managing External Storage Locations in Unity CatalogЧтениеData Management and Security in Unity CatalogЗадание
07Viewing Data Lineage Using Unity Catalog7 материалов

Lesson 1

Viewing Data Lineage Using Unity Catalog - Overview VideoВидеоIntroductionЧтениеVisualizing Upstream and Downstream TransformationsЧтениеPractice: Assess Change Impact with Data LineageDIALOGUEIdentifying Dependencies and ImpactsЧтениеExploring Data Lineage in Unity CatalogЗаданиеDiscussion: Using Data Lineage to Understand Change ImpactОбсуждение
08Deploying, Maintaining, and Administrating DLT Pipelines Using Terraform7 материалов

Lesson 1

Deploying, Maintaining, and Administrating DLT Pipelines Using Terraform - Overview VideoВидеоIntroductionЧтениеApplying Workspace ChangesЧтениеCatalogЧтениеPractice: Design a Multi-Environment Terraform StrategyDIALOGUEDefining the Terraform ResourcesЧтениеTerraform and DLT Pipeline FundamentalsЗадание
09Leveraging Databricks Asset Bundles to Streamline Data Pipeline Deployment7 материалов

Lesson 1

Leveraging Databricks Asset Bundles to Streamline Data Pipeline Deployment - Overview VideoВидеоIntroductionЧтениеDatabricks Asset Bundles in ActionЧтениеPractice: Design a Deployment Strategy with DABsDIALOGUEHands-on Exercise Deploying Your First DABЧтениеHands-on Exercise Simplifying Cross-Team Collaboration with GitHub ActionsЧтениеStreamlining Data Pipeline Deployment with DatabricksЗадание
10Monitoring Data Pipelines in Production7 материалов

Lesson 1

Monitoring Data Pipelines in Production - Overview VideoВидеоIntroductionЧтениеPipeline Health and Performance MonitoringЧтениеGenerate the Data Using dbldatagenЧтениеPractice: Design a Pipeline Monitoring StrategyDIALOGUEBest Practices for Production Failure ResolutionЧтениеMonitoring Data Pipelines in ProductionЗадание