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Lakehouse Architecture and Delta Lake with Databricks · LearnSpace
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courseraIT и технологии

Lakehouse Architecture and Delta Lake with Databricks

Курс от Edureka
Средний≈ 12.2 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Design and implement production ready Lakehouse architectures using Delta Lake and Databricks. By the end of this course, you will be able to build multi layer Medallion pipelines including Bronze, Silver, and Gold layers, manage ACID transactions, enforce and evolve schemas, implement Change Data Capture, and optimize Delta tables for performance using data skipping, compaction, and Liquid Clustering. You will also learn to unify batch and streaming workloads while ensuring reliability, scalability, and recoverability in enterprise environments. This course stands out by going beyond Delta Lake syntax and focusing on end to end Lakehouse engineering, from architectural design patterns to production optimization and concurrency control. Through structured modules and hands on implementation, you will gain practical experience designing scalable data platforms that support both BI analytics and machine learning workloads. If you are a data engineer, analytics engineer, or platform architect looking to modernize legacy data warehouses or data lakes, this course provides the applied skills required to build efficient, cost effective, and future ready data infrastructure on Databricks. This is primarily aimed at first- and second-year undergraduates interested in engineering or science, along with high school students and professionals with an interest in programming.

Навыки, которые вы освоите

Data ArchitectureData PipelinesTransaction ProcessingData LakesReal Time DataApache SparkDatabricksData Storage TechnologiesPerformance TuningData QualityScalabilitySQLBig DataData WarehousingData IntegrationData ManagementData InfrastructureData Processing

Программа курса

4 модулей · 86 учебных материалов

01Modern Data Architecture Fundamentals25 материалов

Modern Data Architecture Evolution

Course IntroductionВидеоCourse SyllabusЧтениеWarehouses to Lakehouse Data ArchitectureВидеоLimitations of Traditional Data Warehouses and Data LakesВидео

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Edureka

Преподаватель курса

Lakehouse Architecture and Delta Lake with Databricks
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 12.2 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
Introduction to DatabricksВидео
Demonstration: Exploring Databricks ArchitectureВидео
Evolution of Analytics Workloads and Data Consumption PatternsЧтение
Practice Knowledge Check: Modern Data Architecture FundamentalsЗадание

Lakehouse Architecture Fundamentals

What is Lakehouse Architecture and Why It MattersВидеоPrinciples of Lakehouse ArchitectureВидеоData Lake vs. Data Warehouse vs. LakehouseВидеоDemonstration: Databricks Workspace and Lakehouse Components OverviewВидеоOrganizational Transition from Data Lakes to Lakehouse ArchitecturesЧтениеPractice Knowledge Check: Lakehouse Architecture FundamentalsЗадание

Apache Spark, Delta Lake, and Environment Setup

Introduction to Delta Lake on DatabricksВидеоDelta Lake Architecture and Core ComponentsВидеоACID Transactions in Delta LakeВидеоDemonstration: Apache Spark OverviewВидеоOpen Table Formats: Delta Lake, Iceberg, and HudiЧтениеDemonstration: Creating and Querying First Delta Table on DatabricksВидеоDemonstration: Understanding the Delta Transaction LogВидеоPractice Knowledge Check: Apache Spark, Delta Lake, and Environment SetupЗадание

Module Wrap-Up and Assessment

Module Summary: Modern Data Architecture FundamentalsЧтениеKnowledge Check: Modern Data Architecture FundamentalsЗаданиеModern Data Architecture FundamentalsDIALOGUE
02Core Delta Lake Concepts and Operations21 материалов

Delta Lake Storage, Metadata, and Schema Management

Introduction to Metadata in Delta LakeВидеоSchema Enforcement vs. Schema EvolutionВидеоDemonstration: Inspecting Delta Table Versions and HistoryВидеоDemonstration: Enforcing and Evolving Schema in Delta TablesВидеоReading: Practical Usage of Delta Lake in Production EnvironmentsЧтениеPractice Assignment: Delta Lake Storage, Metadata, and Schema ManagementЗадание

Delta Table Types and Data Modification

Transactional Data Operations in Delta LakeВидеоDemonstration: Creating Managed and External Delta TablesВидеоDemonstration: Performing CRUD Operations on Delta TablesВидеоDemonstration: Implementing MERGE for Incremental LoadsВидеоDesigning Incremental Data Pipelines for Large-Scale SystemsЧтениеPractice Knowlede Check: Delta Table Types and Data ModificationЗадание

Time Travel and Streaming with Delta Lake

Time Travel and Versioned Data AccessВидеоStreaming and Batch Unification in Delta LakeВидеоDemonstration: Data Auditing and Recovery Using Time TravelВидеоDemonstration: Streaming Reads and Writes with Delta LakeВидеоData Lineage, Auditing, and ObservabilityЧтениеTime Travel and Streaming with Delta LakeЗадание

Module Wrap-Up and Assessment

Module Summary: Core Delta Lake Concepts and OperationsЧтениеKnowledge Check: Core Delta Lake Concepts and OperationsЗаданиеCore Delta Lake Concepts and OperationsDIALOGUE
03Lakehouse Architecture and Performance Optimization23 материалов

Lakehouse Design Patterns

Introduction to Medallion Architecture in the LakehouseВидеоLayered Data Refinement Using Medallion ArchitectureВидеоLakehouse Pipeline Architecture DesignВидеоDemonstration: Building Bronze to Silver Pipelines using Medallion ArchitectureВидеоDemonstration: Transforming Data into Gold TablesВидеоPipeline Orchestration and Dependency ManagementЧтениеLakeflow Connect on DatabricksЧтениеPractice Assignment: Lakehouse Design PatternsЗадание

Delta Lake Performance Optimization Techniques

Data Skipping, Statistics, and File PruningВидеоDelta Table Performance OptimizationВидеоDemonstration: File Compaction and Storage Optimization using OPTIMIZEВидеоLiquid Clustering OverviewВидеоDemonstration: Validating the impact of Delta Lake optimizationsВидеоBalancing Cost, Latency, and ScalabilityЧтение

Storage Efficiency and Interoperability

Delta Lake Interoperability with BI ToolsВидеоUsing Delta Lake for Machine Learning WorkloadsВидеоDemonstration: Diagnosing the Small File ProblemВидеоChoosing Storage Layouts for Analytics, BI, and MLЧтениеPractice Knowledge Check: Storage Efficiency and InteroperabilityЗадание

Module Wrap-Up and Assessment

Module Summary: Lakehouse Architecture and Performance OptimizationЧтениеLakehouse Architecture and Performance OptimizationDIALOGUEKnowledge Check: Lakehouse Architecture and Performance OptimizationЗадание
04Advanced Delta Lake and Production Readiness17 материалов

Advanced Delta Lake Internals and Reliability

Concurrency Control and Optimistic TransactionsВидеоIsolation Levels in Delta LakeВидеоData Quality, Constraints, and ExpectationsВидеоDemonstration: Simulating Concurrent Writes in Delta LakeВидеоDemonstration: Applying Constraints and Validating Data in Delta LakeВидеоFailure Modes and Recovery in Distributed Data SystemsЧтениеPractice Knowledge Check: Advanced Delta Lake Internals and ReliabilityЗадание

Change Data Capture with Delta Lake

Introduction to Change Data CaptureВидеоDemonstration: Using Delta Change Data Feed in Delta LakeВидеоDemonstration: Building Incremental CDC Pipelines using Delta LakeВидеоEvent-Driven Architectures and Incremental ProcessingЧтениеPractice Knowledge Check: Change Data Capture with Delta LakeЗадание

Course Wrap-Up and Assessment

Reflecting on Lakehouse Architecture and Delta Lake EngineeringDIALOGUEPractice Project: Building an End-to-End Lakehouse on Databricks with Delta LakeЧтениеEnd Course Knowledge Check: Lakehouse Architecture and Delta Lake with DatabricksЗаданиеDesigning a Production-Ready Enterprise Lakehouse Modernization StrategyЗаданиеCourse SummaryВидео
Practice Knowledge Check: Delta Lake Performance Optimization TechniquesЗадание