SlideShare a Scribd company logo
1 of 47
Download to read offline
Loading and Analyzing Behavioral
Data in Amazon Redshift
PresentedbySegment,AWS&XOGroup Inc.
March3,2015
JonHawkins
Dir.ofAnalytics&SEO
XOGroupInc.
ScottWard
SolutionsArchitect
AWS
PeterReinhardt
CEO
Segment
Today’s Speakers
Today’s agenda
•  AmazonRedshiftArchitecture
•  SegmentSQLQuickDemo
•  XOGroup’sStory
Amazon Redshift
Fast,simple,petabyte-scaledatawarehousingforlessthan$1,000/TB/Year
Amazon Redshift is Easy to Use
•  Provisioninminutes
•  Monitorqueryperformance
•  Pointandclickresize
•  Builtinsecurity
•  Automaticbackups
Amazon Redshift Architecture
•  LeaderNode
–  SQLendpoint
–  Storesmetadata
–  Coordinatesqueryexecution
•  ComputeNodes
–  Local,columnarstorage
–  Executequeriesinparallel
–  Load,backup,restoreviaAmazonS3
–  ParallelloadfromAmazonDynamoDB,Amazon
EMR,AmazonS3,HDFS/SSH
•  Twohardwareplatforms
–  Optimizedfordataprocessing
–  DW1:HDD;scalefrom2TBto1.6PB
–  DW2:SSD;scalefrom160GBto256TB
10 GigE
(HPC)
Ingestion
Backup
Restore
SQL Clients/BI Tools
128GB RAM
16TB disk
16 cores
Amazon S3
JDBC/ODBC
128GB RAM
16TB disk
16 coresCompute
Node
128GB RAM
16TB disk
16 coresCompute
Node
128GB RAM
16TB disk
16 coresCompute
Node
Leader
Node
•  Columnstorage
•  Datacompression
•  Zonemaps
•  Direct-attachedstorage •  Withrowstorageyoudo
unnecessaryI/O
•  Togettotalamount,youhavetoread
everything
ID Age State Amount
123 20 CA 500
345 25 WA 250
678 40 FL 125
957 37 WA 375
Amazon Redshift Dramatically Reduces I/O
•  Withcolumnstorage,youonly
readthedatayouneed
ID Age State Amount
123 20 CA 500
345 25 WA 250
678 40 FL 125
957 37 WA 375
•  Columnstorage
•  Datacompression
•  Zonemaps
•  Direct-attachedstorage
Amazon Redshift Dramatically Reduces I/O
analyze compression listing;
Table | Column | Encoding
---------+----------------+----------
listing | listid | delta
listing | sellerid | delta32k
listing | eventid | delta32k
listing | dateid | bytedict
listing | numtickets | bytedict
listing | priceperticket | delta32k
listing | totalprice | mostly32
listing | listtime | raw
•  Columnstorage
•  Datacompression
•  Zonemaps
•  Direct-attachedstorage
•  COPYcompressesautomatically
•  Youcananalyzeandoverride
•  Moreperformance,lesscost
Amazon Redshift Dramatically Reduces I/O
•  Columnstorage
•  Datacompression
•  Zonemaps
•  Direct-attachedstorage
10 | 13 | 14 | 26 |…
… | 100 | 245 | 324
375 | 393 | 417…
… 512 | 549 | 623
637 | 712 | 809 …
… | 834 | 921 | 959
10
324
375
623
637
959
•  Tracktheminimumandmaximum
valueforeachblock
•  Skipoverblocksthatdon’tcontain
relevantdata
Amazon Redshift Dramatically Reduces I/O
•  Columnstorage
•  Datacompression
•  Zonemaps
•  Direct-attachedstorage
128 GB RAM
16 cores
16 TB disk
DW.HS1.8XL:
•  >2GB/sscanrate
•  Optimizedfordataprocessing
•  Highdiskdensity
16 GB RAM
2 cores
2 TB disk
DW.HS1.XL:
Amazon Redshift Dramatically Reduces I/O
•  Query
•  Load
•  Backup/Restore
•  Resize
Amazon Redshift Parallelizes and Distributes Everything
Amazon S3/DynamoDB
128GB RAM
16TB disk
16 coresCompute
Node
128GB RAM
16TB disk
16 coresCompute
Node
128GB RAM
16TB disk
16 coresCompute
Node
•  Query
•  Load
•  Backup/Restore
•  Resize
•  ParallelloadfromAmazonDynamoDB,AmazonEMR,
AmazonS3,HDFS/SSH
•  Kinesisintegration
•  Dataautomaticallydistributedandsortedaccordingto
DDL
•  Scaleslinearlywithnumber
ofnodes
Amazon Redshift Parallelizes and Distributes Everything
Amazon S3
128GB RAM
16TB disk
16 coresCompute
Node
128GB RAM
16TB disk
16 coresCompute
Node
128GB RAM
16TB disk
16 coresCompute
Node
•  Query
•  Load
•  Backup/Restore
•  Resize
•  BackupstoAmazonS3areautomatic,continuous
andincremental
•  Backupyourclustertoasecondregion
•  Configurablesystemsnapshotretentionperiod;take
usersnapshotson-demand
•  Streamingrestoresenableyoutoresumequerying
faster
Amazon Redshift Parallelizes and Distributes Everything
SQL Clients/BI Tools
128GB RAM
48TB disk
16 cores
Comput
e Node
128GB RAM
48TB disk
16 cores
Comput
e Node
128GB RAM
48TB disk
16 cores
Comput
e Node
128GB RAM
48TB disk
16 cores
Leader
Node
128GB RAM
48TB disk
16 cores
Comput
e Node
128GB RAM
48TB disk
16 cores
Comput
e Node
128GB RAM
48TB disk
16 cores
Comput
e Node
128GB RAM
48TB disk
16 cores
Comput
e Node
128GB RAM
48TB disk
16 cores
Leader
Node
•  Query
•  Load
•  Backup/Restore
•  Resize
•  Add/removenodesorchangenodetypewhile
remainingonline
•  Provisionanewclusterandcopydatainparallelfrom
nodetonode
•  OnlychargedforsourceclusteruntilSQLendpoint
hasautomaticallybeenswitchedoverviaDNS
Amazon Redshift Parallelizes and Distributes Everything
•  SSLtosecuredataintransit
•  Encryptiontosecuredataatrest
–  AES-256;hardwareaccelerated
–  AllblocksondisksandinAmazonS3
encrypted
–  HSM/CloudHSM
•  Nodirectaccesstocomputenodes
•  AmazonVPCsupport
10 GigE
(HPC)
Ingestion
Backup
Restore
SQL Clients/BI Tools
128GB RAM
16TB disk
16 cores
128GB RAM
16TB disk
16 cores
128GB RAM
16TB disk
16 cores
128GB RAM
16TB disk
16 cores
Amazon S3 / Amazon DynamoDB
Customer VPC
Internal
Security
Group
JDBC/ODBC
Leader
Node
Compute
Node
Compute
Node
Compute
Node
Amazon Redshift Has Security Built In
Segment SQL
Asinglehubtostore,transform,andsendyourcustomerdata.
Allthesetoolsrunon
threetypesofdata.
IDENTIFY
Whoareyourusers?
TRACK
Whataretheydoing?
PAGE
Wherearethey?
analytics.track({ 'Added Product' , {
name: 'Monopoly: 3rd Edition',
price: 18.99,
quantity: 3
});
1
2
3
4
5
ReplaceallyourtagsandtrackingwithasingleAPI.
Asinglehubtostore,transform,andsendyourcustomerdata.
Thatsamedatacanfloweffortlessly(foryou)into
apetabytescaledatawarehouse.
Segment SQL
Allofyourdatainahosted,schematizedAmazonRedshiftinstance.
Segment SQL
Queryuser,page,andeventtables.
Segment SQL Partners
XO Group Inc.
XO Group Inc.
Our Analytics Journey
XO Group Inc. + Segment
Individualproductteams
wantedisolatedaccessto
theirownanalytics.
Segment+Mixpanel+
Customer.io+Optimizely+
Uservoice
XO Group Inc. + Segment
Stillneededasolutionto
connectSegmentdatafrom
multipleproductsand
platformsintoasingleview.
SegmentSQL+
ModeAnalytics
Version
support.
Sharing
functionality.
Membership
analysis.
3 Case Studies
Membership Analysis
Existingdatabasedidn’tgiveany
contextintohowauserbecamea
memberintheapp.
Couldn’tanalyzewhichfeatures
weredrivingmembership
upgrades,marketingattribution,
orcross-productpollination.
SELECT userID,
source,
reason
FROM xogrp.signed_up
1
2
3
4
Isolated Views
Membership Analysis
App A App B
Membership Analysis
Adesiretosaveourcontent
drivesourmembership.
Experiencingcertainappsbefore
downloadingasecond
significantlyimprovedLTV.
Wemadeiteasiertosaveand
organizeourcontent.
Weoptimizedpromotion
strategytoadvertisethe
stickiestappsfirsttocurrent
members.
Share Functionality
Facebook&Twitterdrovethe
mostinboundtraffic.
So,weguessedthey’dalsobethe
mostpopularsharingoptions.
SELECT title,
shareOption,
quantity
FROM xogrp.shared_article
1
2
3
4
Share Functionality
More considerate “Share” options
SMSadressfrom
desktopormobileweb
browser.
Oneclickemailyourselfthe
detailsofavenue.
Version Support
Couldn’tanswervery
simplequestionabout
whichrollupbrowser
versions,devices,and
operatingsystems
customerswereusing.
Causedalotofdebate
overwhichversionsto
support,whichtest
devicestobuy.
Version Support
Chrome40+
Chrome40+
Chrome40=
No,justno!
Version Support
Nowwecaneasilyseewhatbrowser
versionsandOS’saremostpopular.
Productandengineeringteamscanmake
data-drivendecisionsonwhichversions
tosupport.
Setupyourtrackingandanalyticsdatabasetoansweranyquestion.
Save valuableengineeringtimewithprebuiltsoftware.
Listentoeachteam’sneedsandcreatetheanalyticsviewtheywant.
Takeaways
Thank you!
Scheduleademo today.
segment.com/contact/sql

More Related Content

Recently uploaded

Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessPixlogix Infotech
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEarley Information Science
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 

Recently uploaded (20)

Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptxEIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
EIS-Webinar-Prompt-Knowledge-Eng-2024-04-08.pptx
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 

Featured

PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024Neil Kimberley
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)contently
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsKurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summarySpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentLily Ray
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best PracticesVit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project managementMindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...RachelPearson36
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Applitools
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at WorkGetSmarter
 
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...DevGAMM Conference
 
Barbie - Brand Strategy Presentation
Barbie - Brand Strategy PresentationBarbie - Brand Strategy Presentation
Barbie - Brand Strategy PresentationErica Santiago
 

Featured (20)

PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...
 
12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work12 Ways to Increase Your Influence at Work
12 Ways to Increase Your Influence at Work
 
ChatGPT webinar slides
ChatGPT webinar slidesChatGPT webinar slides
ChatGPT webinar slides
 
More than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike RoutesMore than Just Lines on a Map: Best Practices for U.S Bike Routes
More than Just Lines on a Map: Best Practices for U.S Bike Routes
 
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...
 
Barbie - Brand Strategy Presentation
Barbie - Brand Strategy PresentationBarbie - Brand Strategy Presentation
Barbie - Brand Strategy Presentation
 

Loading and Analyzing Behavioral Data in Amazon Redshift