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Transform, Analyze, and Optimize Your Data · LearnSpace
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Transform, Analyze, and Optimize Your Data

Курс от Coursera
Продвинутый≈ 4.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Ready to unlock the true potential of your enterprise data infrastructure? This comprehensive course transforms you into a data optimization expert who can tackle the most challenging data engineering scenarios at scale. This Short Course was created to help data management and engineering professionals accomplish systematic data transformation, intelligent performance optimization, and strategic architecture migration decisions. By completing this course, you'll master the critical skills to convert massive volumes of semi-structured JSON data into queryable formats, analyze complex workload patterns to recommend optimal partitioning and clustering strategies, and conduct rigorous performance evaluations that guide million-dollar migration decisions. You'll emerge with the expertise to transform raw data chaos into streamlined, high-performance systems that power enterprise analytics. By the end of this course, you will be able to: Apply batch processing techniques to transform semi-structured JSON data into typed, queryable fields at enterprise scale Analyze workload patterns systematically to propose data partitioning and clustering keys that dramatically improve query performance Evaluate columnar and row-store processing performance comprehensively to recommend data-driven migration strategies This course is unique because it bridges the gap between theoretical database concepts and real-world enterprise implementation challenges, providing hands-on experience with the exact scenarios data engineers face when optimizing production systems. To be successful in this project, you should have experience with SQL, database concepts, and basic understanding of data architectures and performance monitoring tools.

Навыки, которые вы освоите

Apache CassandraDatabase DesignAzure Synapse AnalyticsData WranglingAmazon RedshiftData ArchitectureDatabase ManagementData TransformationDatabase TheoryApache Hive

Программа курса

3 модулей · 23 учебных материалов

01Module 1: Batch Processing Data Transformation7 материалов
Why JSON Transformation Drives Enterprise Analytics SuccessВидеоJSON Structure Analysis and Transformation PlanningВидеоEnterprise JSON Processing Frameworks and ToolsЧтениеImplementing JSON Schema Discovery and Field ExtractionВидео

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Professionals in the Industry

Преподаватель курса

Transform, Analyze, and Optimize Your Data
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Обучение на Coursera

≈ 4.1 ч

3 модулей

Язык: Английский

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

Часть программы вашего университета
Developing Enterprise JSON Transformation StrategiesDIALOGUE
Transform Semi-Structured JSON Data into Queryable Enterprise SchemaЛабораторная
JSON Transformation Concepts and TechniquesЗадание
02Module 2: Workload Pattern Analysis and Optimization7 материалов
Why Workload Analysis Transforms Database PerformanceВидеоQuery Pattern Analysis and Performance MetricsВидеоAdvanced Partitioning and Clustering StrategiesЧтениеImplementing Workload Analysis and Partitioning Strategy DesignВидеоDatabase Optimization Strategy PlanningDIALOGUEDatabase Workload Analysis and Optimization Strategy DevelopmentЗаданиеWorkload Analysis and Partitioning Strategy PrinciplesЗадание
03Module 3: Performance Evaluation and Migration Strategy9 материалов
Why Performance-Driven Migration Decisions Transform Enterprise Data StrategyВидеоColumnar vs Row-Store Architecture Performance CharacteristicsВидеоMigration Strategy Development and Risk AssessmentЧтениеArchitecture Migration Decision FrameworkDIALOGUEPerformance Benchmarking and Comparison AnalysisЧтениеStrategic Migration Decision FrameworkDIALOGUEComprehensive Database Architecture Migration AnalysisЗаданиеDatabase Migration Strategy and Performance EvaluationЗаданиеStrategic Database Architecture Migration AnalysisЗадание