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From Data to Insights with Google Cloud Platform
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From Data to Insights with Google Cloud Platform
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From Data to Insights with Google Cloud Platform
1.
Cut Video Course 1:
Exploring and Preparing your Data with BigQuery Module 1: Introduction Lesson Title: Introduction Format: Talking head with slides Video Name: xxx
2.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. From Data to Insights with Google Cloud Platform 2 v1.0
3.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Facilities 3 Facilities Food Parking
4.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Course etiquette 4 Recording this class is prohibited Ask questions interactively or via chat (online) Please silence your phone and take calls outside
5.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Agenda 5 1- Introduction to Data on the Google Cloud Platform 2 - Big Data Tools 3 - Exploring your Data with SQL in BigQuery 4 - Pricing
6.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Agenda 6 5 - Cleaning and Transforming Data 6 - Storing and Exporting Data 7 - Ingesting New Datasets 8 - Visualization Basics with Data Studio
7.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Agenda 7 9 - Joining and Merging Datasets 10 - Advanced Clauses and Functions 11 - Schema Design and Nested Data Structures 12 - Advanced Visualization with Google Data Studio
8.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Agenda 8 13 - Optimizing for Performance 14 - Advanced Insights with Cloud Datalab 15 - Data Access
9.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Audience and Prerequisites 9 Target Audiences 1. Data Analysts, Business Analysts, Business Intelligence professionals 2. Data Engineers who will be partnering with Data Analysts to build scalable data solutions on Google Cloud Platform Prerequisites 1. Basic Knowledge of SQL
10.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Introductions Your instructor • Organization • Background • Course goals You • Name • Organization • Job role • Course goals 10
11.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Pay special attention to slides with key messages or pitfalls 11
12.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 12 Module 1 Introduction to Data on the Google Cloud Platform In this module we will: • Highlight Analytics Challenges Faced by Data Analysts • Compare Big Data On-Premise vs on the Cloud • Learn from Real-World Use Cases of Companies Transformed through Analytics on the Cloud • Navigate Google Cloud Platform Project Basics
13.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Data analysts face query, infrastructure, and storage challenges “We can only afford to store a subset of the data our business generates” “My queries are taking way too long to run and is stalling my analysis.” “We’re a data department, not an infrastructure department. Maintaining and upgrading our own servers is unsustainable.” “My on premise clusters aren’t scaling with my analysis” “We don’t have a central data analytics warehouse or set of tools” “I have no easy way to combine and query all the data I’ve collected”
14.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 14 Module 1 Introduction to Data on the Google Cloud Platform In this module we will: • Highlight Analytics Challenges Faced by Data Analysts • Compare Big Data On-Premise vs on the Cloud • Learn from Real-World Use Cases of Companies Transformed through Analytics on the Cloud • Navigate Google Cloud Platform Project Basics
15.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Reasons why Google Cloud Platform is used for Data Analysis ● Storage is Cheap ● Focus on Queries, not Infrastructure ● Massive Scalability 15 © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated.
16.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. The cost of 1GB of storage has dropped dramatically 16 Cost of 1 GB from 1980 to 2017 drops exponentially Cost per 1 GB
17.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 17 1 4 3 2 Traditional big data platforms require an investment in infrastructure
18.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Time to Understanding Typical Big Data Processing Insights Resource provisioning Performance tuning Monitoring Reliability Deployment & configuration Handling growing scale Utilization improvements
19.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Time to Understanding Big Data with Google: Focus on insights, not infrastructure. Writing code Insights
20.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Source: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Duis non erat sem Proprietary + Confidential Training and Certification 20
21.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 21 “[Google's] ability to build, organize, and operate a huge network of servers and fiber-optic cables with an efficiency and speed that rocks physics on its heels. This is what makes Google Google: its physical network, its thousands of fiber miles, and those many thousands of servers that, in aggregate, add up to the mother of all clouds.” - Wired
22.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 22 3 4 2 1 Edge locations in 30+ countries Software- defined networking (why this matters) Global data centers Global network Google Cloud Platform opens Google-scale big data analysis
23.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. You Manage Hardware On Premise Your kit, someone else’s building. Yours to manage. Assembly required True On-Demand Cloud After Storage Processing Memory Network Ad Hoc Querying and Scalable Storage In the Cloud An actual, global elastic cloud Invest your time in query writing, not infrastructure 23 Before
24.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Google Cloud Platform enables on-demand scalability 24 Query Processing Time Query Processing Time (10s, 120 Machines) = 1 Cloud Virtual Machine On-Premise Underprovisioned (demand > capacity) Query Processing Time (120s, 1 Machine) Overprovisioned (demand < capacity) Google Cloud Platform
25.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Separation of storage and computing power enables efficient resource allocation 25 Pay for ability to use processing power even when no queries running On-Premise Google Cloud Platform Pay for only the resources you are using and no more
26.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. BigQuery scales automatically and you only pay for what you use 26 Query Processing Time Fully-Managed Infrastructure Scales to Process Faster .. and you only pay for bytes processed + storage $
27.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 27 Module 1 Introduction to Data on the Google Cloud Platform In this module we will: • Highlight Analytics Challenges Faced by Data Analysts • Compare Big Data On-Premise vs on the Cloud • Learn from Real-World Use Cases of Companies Transformed through Analytics on the Cloud • Navigate Google Cloud Platform Project Basics
28.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. “[Our mission is] to make our data so intelligent it has the answer before the question is even asked. It was a stretch goal but essentially one that means we have to capture all the data we produce - both now and in the future.” Dan Nelson - Head of Data Ocado 28 © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Store Petabytes of Data
29.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. “The less time that we can spend solving problems that are already solved, like scaling,... the more time and energy we can spend on turning our data into value” Nicholas Harteau - VP Infrastructure Spotify 29 © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Focus on your Business, not Hardware
30.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 30 Module 1 Introduction to Data on the Google Cloud Platform In this module we will: • Highlight Analytics Challenges Faced by Data Analysts • Compare Big Data On-Premise vs on the Cloud • Learn from Real-World Use Cases of Companies Transformed through Analytics on the Cloud • Navigate Google Cloud Platform Project Basics
31.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Navigate the Google Cloud Platform using the dashboard 1. Projects 2. Resources 3. Billing 31
32.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 32 1. Projects organize and govern your activities in the cloud ● Navigate and launch cloud tools for your project by exploring the Products and Services menu ● Work collaboratively by adding project users through IAM (Identity and Access Management) ● Authorize Tools and Apps through the API manager
33.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 33 2. Resources are what you are using in the cloud Commonly used by data analysts: ● Storage in Google Cloud Storage ○ Example: You use a Bucket for uploading large CSV files to ingest later for analysis ● Datasets in Google BigQuery ○ Example: You perform analysis on raw data and create a brand new dataset
34.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 34 2. The Cloud Storage Bucket is your goto for scalable storage ● Buckets are scalable containers that hold your data. ● You can create and upload files to your buckets within your Cloud Console
35.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 35 3. You are billed for the resources you use After this course, try exporting BigQuery logs using this tutorial to recreate the above Data Studio billing dashboard Commonly used by data analysts: ● Storage in Google Cloud Storage ○ Billed for Bucket Storage ● Datasets in Google BigQuery ○ Billed for Query processing ○ Billed for Table Storage
36.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 36 Manage and monitor your project resources in one place Efficiently scale your compute and storage needs Overcome query speed, infrastructure, and cost challenges Summary: GCP offers you the ability to: Module Summary: Scale with the Google Cloud Platform Evangelize data analysis in your organization
37.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Lab 0 Getting Started with Google Cloud Platform and Qwiklabs 37
38.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Getting started with Google Cloud Platform and Qwiklabs ● Open an incognito window ● Navigate to: googlecloud.qwiklabs.com ● Create a new account with the email address you used when you registered for this course
39.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. What you get 39 For each lab, Qwiklabs offers: • A free set of resources for a fixed amount of time • A clean environment with permissions
40.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Qwiklabs sign-in process 40 Open an incognito browser From the incognito browser, sign in to Qwiklabs Select the lab and click Start Lab Sign in to the GCP console using the provided credentials
41.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Open Qwiklabs 41 Open an incognito window (or private/anonymous window). Go to the Qwiklabs URL your instructor provides. Username Password Sign in and launch the course (with credentials you used to register for the course). 1 2 3
42.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. View your labs 42 Lab completed Active lab Not yet available
43.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Select a lab 43 You cannot pause and restart
44.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. 1. Click 2. Note the following 3. Click and sign in 4. Accept terms and note the project Run a lab
45.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. End a lab 45 Some labs may require you to NOT end the lab; the instructor will inform you. ● When done, click to free your resources.
46.
© 2017 Google
Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated. Course materials: End of class 46 Click Materials on the top navigation bar. Select the class from the Course Materials list. 2 1 From Data to Insights on Google Cloud Platform
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