Data Warehousing with BigQuery: Storage Design, Query Optimization, and Administration (DWBQ-SDQA)

 

Course Overview

In this course, you learn about the internals of BigQuery and best practices for designing, optimizing, and administering your data warehouse. Through a combination of lectures, demos, and labs, you learn about BigQuery architecture and how to design optimal storage and schemas for data ingestion and changes. Next, you learn techniques to improve read performance, optimize queries, manage workloads, and use logging and monitoring tools. You also learn about the different pricing models. Finally, you learn various methods to secure data, automate workloads, and build machine learning models with BigQuery ML.

Quem deve participar

Data analysts, data scientists, data engineers, and developers who perform work on a scale that requires advanced BigQuery internals knowledge to optimize performance.

Pré- requisitos

Big Data and Machine Learning Fundamentals

Objetivos do Curso

  • Describe BigQuery architecture fundamentals.
  • Implement storage and schema design patterns to improve performance.
  • Use DML and schedule data transfers to ingest data.
  • Apply best practices to improve read efficiency and optimize query performance.
  • Manage capacity and automate workloads.
  • Understand patterns versus anti-patterns to optimize queries and improve read performance.
  • Use logging and monitoring tools to understand and optimize usage patterns.
  • Apply security best practices to govern data and resources.
  • Build and deploy several categories of machine learning models with BigQuery ML.

Conteúdo do curso

  • BigQuery Architecture Fundamentals
  • Storage and Schema Optimizations
  • Ingesting Data
  • Changing Data
  • Improving Read Performance
  • Optimizing and Troubleshooting Queries
  • Workload Management and Pricing
  • Logging and Monitoring
  • Security in BigQuery
  • Automating Workloads
  • Machine Learning in BigQuery

Preços & Delivery methods

Treinamento online

Duração
3 dias

Preço
  • Solicitar orçamento
Classroom training

Duração
3 dias

Preço
  • Solicitar orçamento

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Instructor-led Online Training:   Este é um curso Instructor-Led Online

Costa Rica

Treinamento online Fuso horário: America/Costa_Rica Inscrever
Treinamento online Fuso horário: America/Costa_Rica Inscrever