Data Warehousing with BigQuery: Storage Design, Query Optimization, and Administration Training

Live Online & Classroom Enterprise Certification Training

The “Data Warehousing with BigQuery: Storage Design, Query Optimization, and Administration” course provides an advanced, hands-on deep-dive into managing and optimizing a data warehouse on Google BigQuery. It teaches architecture fundamentals, best practices for storage and schema designs, query tuning, workload management, cost controls, security, automation, and even model building with BigQuery ML.

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What is Data Warehousing with BigQuery: Storage Design, Query Optimization, and Administration Certification Training about?

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.

What are the objectives of Data Warehousing with BigQuery: Storage Design, Query Optimization, and Administration Certification Training ?

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.

Who is Data Warehousing with BigQuery: Storage Design, Query Optimization, and Administration Certification Training for?

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

What are the prerequisites for Data Warehousing with BigQuery: Storage Design, Query Optimization, and Administration Certification Training?

Introduction to Data Engineering

Available Training Modes

Live Online Training

3 Days

Course Outline Expand All

Expand All

Module 1: BigQuery Architecture Fundamentals

Introduction

BigQuery Core Infrastructure

BigQuery Storage

BigQuery Query Processing

BigQuery Data Shuffling

Module 2: Storage and Schema Optimizations

BigQuery Storage

Partitioning and Clustering

Nested and Repeated Fields

ARRAY and STRUCT syntax

Best Practices

Module 3: Ingesting Data

Data Ingestion Options

Batch Ingestion

Streaming Ingestion

Legacy Streaming API

BigQuery Storage Write API

Query Materialization

Query External Data Sources

Data Transfer Service

Module 4: Changing Data

Managing Change in Data Warehouses

Handling Slowly Changing Dimensions (SCD)

DML statements

DML Best Practices and Common Issues

Module 5: Improving Read Performance

BigQuery’s Cache

Materialized Views

BI Engine

High Throughput Reads

BigQuery Storage Read API

Module 6: Optimizing and Troubleshooting Queries

Simple Query Execution

SELECTs and Aggregation

JOINs and Skewed JOINs

Filtering and Ordering

Best Practices for Functions

Module 7: Workload Management and Pricing

BigQuery Slots

Pricing Models and Estimates

Slot Reservations

Controlling Costs

Module 8: Logging and Monitoring

Cloud Monitoring

BigQuery Admin Panel

Cloud Audit Logs

INFORMATION_SCHEMA

Query Path and Common Errors

Module 9: Security in BigQuery

Secure Resources with IAM

Authorized Views

Secure Data with Classification

Encryption

Data Discovery and Governance

Module 10: Automating Workloads

Scheduling Queries

Scripting

Stored Procedures

Integration with Big Data Products

Module 11: Machine Learning in BigQuery

Introduction to BigQuery ML

How to Make Predictions with BigQuery ML

How to Build and Deploy a Recommendation System with BigQuery ML

How to Build and Deploy a Demand Forecasting Solution with BigQuery ML

Time-Series Models with BigQuery ML

BigQuery ML Explainability

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Who is the instructor for this training?

The trainer for this Data Warehousing with BigQuery: Storage Design, Query Optimization, and Administration Training has extensive experience in this domain, including years of experience training & mentoring professionals.

Data Warehousing with BigQuery: Storage Design, Query Optimization, and Administration Certification Training - Certification & Exam

SpringPeople is the Authorized Training Partner of Google Cloud Platform.
The training fees is exclusive of exam cost.
For any queries, feel free to reach us at GCP@springpeople.com

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