Serverless Data Analysis with Google BigQuery and Cloud Dataflow
Through a combination of instructor-led presentations, demonstrations and hands-on labs, you'll learn how to carry out no-ops data warehousing and pipeline processing.
What you'll learn
This 1-week, accelerated on-demand course builds upon Google Cloud Platfrom Big Data and Machine Learning Fundamentals. Through a combination of instructor-led presentations, demonstrations and hands-on labs, students learn how to carry out no-ops data warehousing and pipeline processing.
Table of contents
BigQuery
132mins
- Course Introduction 7m
- What is BigQuery? 6m
- BigQuery Demonstration 4m
- BigQuery Benefits 8m
- BigQuery In a Reference Architecture 9m
- BigQuery Queries and Functions 8m
- BigQuery Subqueries and Multiple Tables 3m
- Getting Started With GCP And Qwiklabs 4m
- Serverless Data Analysis with BigQuery - Lab 1 : Build a BigQuery Query v1.3 0m
- Lab demo and review - Building a BigQuery query 9m
- BigQuery Load and Export Data 2m
- Serverless Data Analysis with BigQuery - Lab 2 : Loading and Exporting Data v1.3 0m
- Lab demo and review - Load and Export 14m
- Advanced Capabilities in BigQuery 8m
- BigQuery Arrays and Structures 6m
- BigQuery - Join Condition and Window Functions 7m
- BigQuery - User Defined Functions 3m
- Serverless Data Analysis with BigQuery - Lab 3 : Advanced SQL Queries v1.3 0m
- Lab demo and review - BigQuery Advanced Capabilities 14m
- BigQuery Performance and Pricing 7m
- BigQuery Wildcard Tables and Partitioning 8m
- BigQuery Plans and Categories 5m
Autoscaling Data Processing Pipelines with Dataflow
98mins
- Dataflow - Autoscaling Data Processing Pipelines 7m
- Write Data Pipelines in Java and Python 10m
- Dataflow - Input Output and Run 7m
- Serverless Data Analysis with Dataflow - Lab 1 : A Simple Dataflow Pipeline (Python) v1.3 0m
- Serverless Data Analysis with Dataflow - Lab 1 : A Simple Dataflow Pipeline (Java) v1.3 0m
- Lab demo and review - A Simple Dataflow pipeline 19m
- MapReduce and Parallel Processing in Dataflow 11m
- Dataflow GroupBy and Combine 8m
- Dataflow Combine versus GroupBy 8m
- Serverless Data Analysis with Dataflow - Lab 2 : MapReduce in Dataflow (Python) v1.3 0m
- Serverless Data Analysis with Dataflow - Lab 2 : MapReduce in Dataflow (Java) v1.3 0m
- Lab demo and review - MapReduce in Dataflow 6m
- Dataflow Side Inputs 8m
- Serverless Data Analysis with Dataflow - Lab 3 : Side Inputs (Python) v1.3 0m
- Serverless Data Analysis with Dataflow - Lab 3 : Side Inputs (Java) v1.3 0m
- Lab demo and review - Dataflow Side Inputs 10m
- Dataflow Templates and Dataprep 4m