SlideShare a Scribd company logo
Rebuilding Atlas – Advertising at
Scale at Facebook
Jason McHugh, Software Engineer | March, 2015
Outline
• Ad serving technology
• History of Atlas
• The acquisition
• Challenges
• Architecture
• Lessons learned
Advertising
Advertising
• Advertising a huge industry with massive budgets
• Digital advertising is the fastest growing advertising medium
• More time spent with digital media than TV
• Time spent on mobile exceeded TV
Source: eMarketer, 2014; Flurry, 2014
Third Party Ad Serving
How Third Party Ad Serving Works
Advertiser
How Third Party Ad Serving Works
Advertiser
Campaigns
Click-Through URLs
Atlas
Creative Concepts
Serving An Ad
Atlas
You, me, or
other random
human
Retargeting
Atlas
Retargeted Ad
Atlas
History of Atlas
• 1997 – Atlas started life as Avenue A
• 2003 – Avenue A becomes aQuantive
• 2007 – aQuantive was purchased by Microsoft for $6 billion dollars
• 2012 – Microsoft took a $6.2 billion dollar writedown
• 2013 – Facebook acquired Atlas in April
• 2014 – Atlas New publically launched at Ad Week in September
Challenges
• Ad Tech Stack
• Architecture
• Data Model and databases
• Data flows
• Deployment
Challenge: Understand the System
One Single DB Instance
Challenge: Huge Product
• Third party ad server
• Advertiser and publisher negotiations – RFP
• Search management
• Search optimization
• Email tracking
• Custom analysis and reporting
• Rich media including video
• Franchise Management
Challenge: No Lift and Shift
• Lift and Shift
• Common approach after acquisition
• Take as much as exists at the time of the purchase
• Move to your data centers and then evolve
• Not possible here
• Non-open compute hardware
• Usage of Microsoft close-source technologies
Architecture
• Holistic view of the logical architecture
• Detail a piece of the physical architecture
Logical Architecture
Logical Architecture
Logical Architecture
Logical Architecture - Focused
Physical Architecture – Ad Delivery
Physical Architecture – Data Processing Pipeline
Scribe
• Large-scale, high throughput message queue
• Not lossless but guarantees are excellent and perfect for us
• Decouples producers from consumers
• Persistent for n days
• Sharded consumption
• Checkpoint streams
Physical Architecture – Data Processing Pipeline
Detailed Look – Stream Processing
• Mini workflows
• Scalability is hard
• Message queues can be costly
• Repeatable re-execution
Physical Architecture
Physical Architecture
Physical Architecture
Physical Architecture
Physical Architecture
Physical Architecture
Lessons Learned
Mistake – Minimize the www/hack tier
Mistake – Minimize the www/hack tier
• Minimize the code in www tier to ensure a higher level of availability
• Hack and the www tier have come a long way in 2 years
• Huge improvements in availability
• API changes hit two separate systems
• Couldn’t leverage all the improvements and investments in hack
Mistake – Looking ahead
• Lesson
• Look ahead to where the industry is going
• Or look to where an organization (or group) will invest efforts
• Plan to meet them there
Questions?

More Related Content

What's hot

GIS for traffic management system
GIS for traffic management systemGIS for traffic management system
GIS for traffic management system
Sourabh Jain
 
GIS Standards and Interoperability
GIS Standards and InteroperabilityGIS Standards and Interoperability
GIS Standards and InteroperabilityNasr Khashoggi
 
Applications of GIS to Logistics and Transportation
Applications of GIS to Logistics and TransportationApplications of GIS to Logistics and Transportation
Applications of GIS to Logistics and Transportation
sorbi
 
Pan sharpening
Pan sharpeningPan sharpening
Pan sharpening
Nadia Aziz
 
Spatial Analysis and Geomatics
Spatial Analysis and GeomaticsSpatial Analysis and Geomatics
Spatial Analysis and Geomatics
Rich Heimann
 
IMAGE INTERPRETATION TECHNIQUES of survey
IMAGE INTERPRETATION TECHNIQUES of surveyIMAGE INTERPRETATION TECHNIQUES of survey
IMAGE INTERPRETATION TECHNIQUES of survey
Karan Patel
 
Presentation on gis and future trends
Presentation on gis and future trendsPresentation on gis and future trends
Presentation on gis and future trends
Hellen Wanjiku Gachoki
 
Image classification and land cover mapping
Image classification and land cover mappingImage classification and land cover mapping
Image classification and land cover mapping
Kabir Uddin
 
side-looking airborne radar
side-looking airborne radarside-looking airborne radar
side-looking airborne radar
Sneha Nalla
 
Contouring
ContouringContouring
Contouring
SachinGunjal7
 
Digital Soil Mapping–Capacity Building Course- Introduction
Digital Soil Mapping–Capacity Building Course- IntroductionDigital Soil Mapping–Capacity Building Course- Introduction
Digital Soil Mapping–Capacity Building Course- Introduction
FAO
 
Differentiation between Global and Local Datum from Different aspect
Differentiation between Global and Local Datum from Different aspect Differentiation between Global and Local Datum from Different aspect
Differentiation between Global and Local Datum from Different aspect
Nzar Braim
 
Network analysis in gis , part 1 introduction
Network analysis in gis , part 1 introductionNetwork analysis in gis , part 1 introduction
Network analysis in gis , part 1 introduction
Department of Applied Geology
 
Photographic survey
Photographic survey Photographic survey
Photographic survey
PrajwalDeshmukh11
 
Application of Remote Sensing and GIS in Urban Planning
Application of Remote Sensing and GIS in Urban PlanningApplication of Remote Sensing and GIS in Urban Planning
Application of Remote Sensing and GIS in Urban Planning
KARTHICK KRISHNA
 
Cadastral mapping akshay galav
Cadastral mapping  akshay galavCadastral mapping  akshay galav
Cadastral mapping akshay galav
Akshay Galav
 
Terrestrial laser scanning
Terrestrial laser scanningTerrestrial laser scanning
Terrestrial laser scanning
Iris Kramer
 
Gis training ppt
Gis training pptGis training ppt
Gis training ppt
globalp7
 
Photographic surveying
Photographic surveyingPhotographic surveying
Photographic surveying
HUSSAINGHAZI1
 

What's hot (20)

GIS for traffic management system
GIS for traffic management systemGIS for traffic management system
GIS for traffic management system
 
GIS Standards and Interoperability
GIS Standards and InteroperabilityGIS Standards and Interoperability
GIS Standards and Interoperability
 
Applications of GIS to Logistics and Transportation
Applications of GIS to Logistics and TransportationApplications of GIS to Logistics and Transportation
Applications of GIS to Logistics and Transportation
 
Pan sharpening
Pan sharpeningPan sharpening
Pan sharpening
 
Spatial Analysis and Geomatics
Spatial Analysis and GeomaticsSpatial Analysis and Geomatics
Spatial Analysis and Geomatics
 
GPS & Geo-Fencing
GPS & Geo-FencingGPS & Geo-Fencing
GPS & Geo-Fencing
 
IMAGE INTERPRETATION TECHNIQUES of survey
IMAGE INTERPRETATION TECHNIQUES of surveyIMAGE INTERPRETATION TECHNIQUES of survey
IMAGE INTERPRETATION TECHNIQUES of survey
 
Presentation on gis and future trends
Presentation on gis and future trendsPresentation on gis and future trends
Presentation on gis and future trends
 
Image classification and land cover mapping
Image classification and land cover mappingImage classification and land cover mapping
Image classification and land cover mapping
 
side-looking airborne radar
side-looking airborne radarside-looking airborne radar
side-looking airborne radar
 
Contouring
ContouringContouring
Contouring
 
Digital Soil Mapping–Capacity Building Course- Introduction
Digital Soil Mapping–Capacity Building Course- IntroductionDigital Soil Mapping–Capacity Building Course- Introduction
Digital Soil Mapping–Capacity Building Course- Introduction
 
Differentiation between Global and Local Datum from Different aspect
Differentiation between Global and Local Datum from Different aspect Differentiation between Global and Local Datum from Different aspect
Differentiation between Global and Local Datum from Different aspect
 
Network analysis in gis , part 1 introduction
Network analysis in gis , part 1 introductionNetwork analysis in gis , part 1 introduction
Network analysis in gis , part 1 introduction
 
Photographic survey
Photographic survey Photographic survey
Photographic survey
 
Application of Remote Sensing and GIS in Urban Planning
Application of Remote Sensing and GIS in Urban PlanningApplication of Remote Sensing and GIS in Urban Planning
Application of Remote Sensing and GIS in Urban Planning
 
Cadastral mapping akshay galav
Cadastral mapping  akshay galavCadastral mapping  akshay galav
Cadastral mapping akshay galav
 
Terrestrial laser scanning
Terrestrial laser scanningTerrestrial laser scanning
Terrestrial laser scanning
 
Gis training ppt
Gis training pptGis training ppt
Gis training ppt
 
Photographic surveying
Photographic surveyingPhotographic surveying
Photographic surveying
 

Viewers also liked

The Promise of Location Based Marketing - Mobile Media Academy 2013 - YOOSE
The Promise of Location Based Marketing - Mobile Media Academy 2013 - YOOSEThe Promise of Location Based Marketing - Mobile Media Academy 2013 - YOOSE
The Promise of Location Based Marketing - Mobile Media Academy 2013 - YOOSE
YOOSE
 
How did you know this ad would be relevant for me?
How did you know this ad would be relevant for me?How did you know this ad would be relevant for me?
How did you know this ad would be relevant for me?DataWorks Summit
 
How geofences enable better mobile ad targeting
How geofences enable better mobile ad targetingHow geofences enable better mobile ad targeting
How geofences enable better mobile ad targeting
Maponics
 
Digital Marketing - SEO Introduction
Digital Marketing - SEO IntroductionDigital Marketing - SEO Introduction
Digital Marketing - SEO Introduction
Jeff Kingston
 
Geofencing for mobile applications
Geofencing for mobile applicationsGeofencing for mobile applications
Geofencing for mobile applications
Rajith Rajan
 
Location based targeting technologies for mobile advertisement ppt
Location based targeting technologies for mobile advertisement pptLocation based targeting technologies for mobile advertisement ppt
Location based targeting technologies for mobile advertisement ppt
Yiwei Chen
 

Viewers also liked (6)

The Promise of Location Based Marketing - Mobile Media Academy 2013 - YOOSE
The Promise of Location Based Marketing - Mobile Media Academy 2013 - YOOSEThe Promise of Location Based Marketing - Mobile Media Academy 2013 - YOOSE
The Promise of Location Based Marketing - Mobile Media Academy 2013 - YOOSE
 
How did you know this ad would be relevant for me?
How did you know this ad would be relevant for me?How did you know this ad would be relevant for me?
How did you know this ad would be relevant for me?
 
How geofences enable better mobile ad targeting
How geofences enable better mobile ad targetingHow geofences enable better mobile ad targeting
How geofences enable better mobile ad targeting
 
Digital Marketing - SEO Introduction
Digital Marketing - SEO IntroductionDigital Marketing - SEO Introduction
Digital Marketing - SEO Introduction
 
Geofencing for mobile applications
Geofencing for mobile applicationsGeofencing for mobile applications
Geofencing for mobile applications
 
Location based targeting technologies for mobile advertisement ppt
Location based targeting technologies for mobile advertisement pptLocation based targeting technologies for mobile advertisement ppt
Location based targeting technologies for mobile advertisement ppt
 

Similar to Atlas Ad-Serving Server - Advertising at scale at Facebook

Overcoming Obstacles to Success with Microservices
Overcoming Obstacles to Success with MicroservicesOvercoming Obstacles to Success with Microservices
Overcoming Obstacles to Success with Microservices
Perficient, Inc.
 
Comparing Legacy and Modern e-commerce solutions
Comparing Legacy and Modern e-commerce solutionsComparing Legacy and Modern e-commerce solutions
Comparing Legacy and Modern e-commerce solutions
Mike Ensor
 
Migrating Legacy Applications to AWS Cloud: Strategies and Challenges
Migrating Legacy Applications to AWS Cloud: Strategies and ChallengesMigrating Legacy Applications to AWS Cloud: Strategies and Challenges
Migrating Legacy Applications to AWS Cloud: Strategies and Challenges
OSSCube
 
Re-Platforming Applications for the Cloud
Re-Platforming Applications for the CloudRe-Platforming Applications for the Cloud
Re-Platforming Applications for the Cloud
Carter Wickstrom
 
Brendon Foxen (Channel 4) - Speeding up Software Delivery at Channel 4
Brendon Foxen (Channel 4) - Speeding up Software Delivery at Channel 4Brendon Foxen (Channel 4) - Speeding up Software Delivery at Channel 4
Brendon Foxen (Channel 4) - Speeding up Software Delivery at Channel 4
Outlyer
 
Neo4j + Process Tempo present Plan Your Cloud Migration with Confidence
Neo4j + Process Tempo present Plan Your Cloud Migration with ConfidenceNeo4j + Process Tempo present Plan Your Cloud Migration with Confidence
Neo4j + Process Tempo present Plan Your Cloud Migration with Confidence
Neo4j
 
ARC202:real world real time analytics
ARC202:real world real time analyticsARC202:real world real time analytics
ARC202:real world real time analytics
Sebastian Montini
 
Microsoft cloud continuum
Microsoft cloud continuumMicrosoft cloud continuum
Microsoft cloud continuum
Mathews Job
 
Productionising Machine Learning Models
Productionising Machine Learning ModelsProductionising Machine Learning Models
Productionising Machine Learning Models
Tash Bickley
 
Cloud migration
Cloud migrationCloud migration
Cloud migration
christen gumbi
 
Disruptive Trends in Application Development
Disruptive Trends in Application DevelopmentDisruptive Trends in Application Development
Disruptive Trends in Application Development
WaveMaker, Inc.
 
Softchoice Discovery Series: Cloud Cost Governance
Softchoice Discovery Series: Cloud Cost GovernanceSoftchoice Discovery Series: Cloud Cost Governance
Softchoice Discovery Series: Cloud Cost Governance
Softchoice Corporation
 
Cloud technologies
Cloud technologiesCloud technologies
Cloud technologies
Uma Rangaraj
 
Agile DevOps Transformation Strategy
Agile DevOps Transformation StrategyAgile DevOps Transformation Strategy
Agile DevOps Transformation Strategy
Satish Nath
 
Out With the Old, in With the Open-source: Brainshark's Complete CMS Migration
Out With the Old, in With the Open-source: Brainshark's Complete CMS MigrationOut With the Old, in With the Open-source: Brainshark's Complete CMS Migration
Out With the Old, in With the Open-source: Brainshark's Complete CMS Migration
Acquia
 
The Container Evolution of a Global Fortune 500 Company with Docker EE
The Container Evolution of a Global Fortune 500 Company with Docker EEThe Container Evolution of a Global Fortune 500 Company with Docker EE
The Container Evolution of a Global Fortune 500 Company with Docker EE
Docker, Inc.
 
Business model innovation in the cloud v1
Business model innovation in the cloud v1Business model innovation in the cloud v1
Business model innovation in the cloud v1
Michael Netzley, Ph.D.
 
API’s and Micro Services 0.5
API’s and Micro Services 0.5API’s and Micro Services 0.5
API’s and Micro Services 0.5Richard Hudson
 
Discover - Innovating With Speed and Agility
Discover - Innovating With Speed and AgilityDiscover - Innovating With Speed and Agility
Discover - Innovating With Speed and Agility
LaurenWendler
 
Scaling on Atlassian: Avoiding The Top 5 Pitfalls When Migrating From a Legac...
Scaling on Atlassian: Avoiding The Top 5 Pitfalls When Migrating From a Legac...Scaling on Atlassian: Avoiding The Top 5 Pitfalls When Migrating From a Legac...
Scaling on Atlassian: Avoiding The Top 5 Pitfalls When Migrating From a Legac...
Cprime
 

Similar to Atlas Ad-Serving Server - Advertising at scale at Facebook (20)

Overcoming Obstacles to Success with Microservices
Overcoming Obstacles to Success with MicroservicesOvercoming Obstacles to Success with Microservices
Overcoming Obstacles to Success with Microservices
 
Comparing Legacy and Modern e-commerce solutions
Comparing Legacy and Modern e-commerce solutionsComparing Legacy and Modern e-commerce solutions
Comparing Legacy and Modern e-commerce solutions
 
Migrating Legacy Applications to AWS Cloud: Strategies and Challenges
Migrating Legacy Applications to AWS Cloud: Strategies and ChallengesMigrating Legacy Applications to AWS Cloud: Strategies and Challenges
Migrating Legacy Applications to AWS Cloud: Strategies and Challenges
 
Re-Platforming Applications for the Cloud
Re-Platforming Applications for the CloudRe-Platforming Applications for the Cloud
Re-Platforming Applications for the Cloud
 
Brendon Foxen (Channel 4) - Speeding up Software Delivery at Channel 4
Brendon Foxen (Channel 4) - Speeding up Software Delivery at Channel 4Brendon Foxen (Channel 4) - Speeding up Software Delivery at Channel 4
Brendon Foxen (Channel 4) - Speeding up Software Delivery at Channel 4
 
Neo4j + Process Tempo present Plan Your Cloud Migration with Confidence
Neo4j + Process Tempo present Plan Your Cloud Migration with ConfidenceNeo4j + Process Tempo present Plan Your Cloud Migration with Confidence
Neo4j + Process Tempo present Plan Your Cloud Migration with Confidence
 
ARC202:real world real time analytics
ARC202:real world real time analyticsARC202:real world real time analytics
ARC202:real world real time analytics
 
Microsoft cloud continuum
Microsoft cloud continuumMicrosoft cloud continuum
Microsoft cloud continuum
 
Productionising Machine Learning Models
Productionising Machine Learning ModelsProductionising Machine Learning Models
Productionising Machine Learning Models
 
Cloud migration
Cloud migrationCloud migration
Cloud migration
 
Disruptive Trends in Application Development
Disruptive Trends in Application DevelopmentDisruptive Trends in Application Development
Disruptive Trends in Application Development
 
Softchoice Discovery Series: Cloud Cost Governance
Softchoice Discovery Series: Cloud Cost GovernanceSoftchoice Discovery Series: Cloud Cost Governance
Softchoice Discovery Series: Cloud Cost Governance
 
Cloud technologies
Cloud technologiesCloud technologies
Cloud technologies
 
Agile DevOps Transformation Strategy
Agile DevOps Transformation StrategyAgile DevOps Transformation Strategy
Agile DevOps Transformation Strategy
 
Out With the Old, in With the Open-source: Brainshark's Complete CMS Migration
Out With the Old, in With the Open-source: Brainshark's Complete CMS MigrationOut With the Old, in With the Open-source: Brainshark's Complete CMS Migration
Out With the Old, in With the Open-source: Brainshark's Complete CMS Migration
 
The Container Evolution of a Global Fortune 500 Company with Docker EE
The Container Evolution of a Global Fortune 500 Company with Docker EEThe Container Evolution of a Global Fortune 500 Company with Docker EE
The Container Evolution of a Global Fortune 500 Company with Docker EE
 
Business model innovation in the cloud v1
Business model innovation in the cloud v1Business model innovation in the cloud v1
Business model innovation in the cloud v1
 
API’s and Micro Services 0.5
API’s and Micro Services 0.5API’s and Micro Services 0.5
API’s and Micro Services 0.5
 
Discover - Innovating With Speed and Agility
Discover - Innovating With Speed and AgilityDiscover - Innovating With Speed and Agility
Discover - Innovating With Speed and Agility
 
Scaling on Atlassian: Avoiding The Top 5 Pitfalls When Migrating From a Legac...
Scaling on Atlassian: Avoiding The Top 5 Pitfalls When Migrating From a Legac...Scaling on Atlassian: Avoiding The Top 5 Pitfalls When Migrating From a Legac...
Scaling on Atlassian: Avoiding The Top 5 Pitfalls When Migrating From a Legac...
 

More from Trieu Nguyen

Building Your Customer Data Platform with LEO CDP in Travel Industry.pdf
Building Your Customer Data Platform with LEO CDP in Travel Industry.pdfBuilding Your Customer Data Platform with LEO CDP in Travel Industry.pdf
Building Your Customer Data Platform with LEO CDP in Travel Industry.pdf
Trieu Nguyen
 
Building Your Customer Data Platform with LEO CDP - Spa and Hotel Business
Building Your Customer Data Platform with LEO CDP - Spa and Hotel BusinessBuilding Your Customer Data Platform with LEO CDP - Spa and Hotel Business
Building Your Customer Data Platform with LEO CDP - Spa and Hotel Business
Trieu Nguyen
 
Building Your Customer Data Platform with LEO CDP
Building Your Customer Data Platform with LEO CDP Building Your Customer Data Platform with LEO CDP
Building Your Customer Data Platform with LEO CDP
Trieu Nguyen
 
How to track and improve Customer Experience with LEO CDP
How to track and improve Customer Experience with LEO CDPHow to track and improve Customer Experience with LEO CDP
How to track and improve Customer Experience with LEO CDP
Trieu Nguyen
 
[Notes] Customer 360 Analytics with LEO CDP
[Notes] Customer 360 Analytics with LEO CDP[Notes] Customer 360 Analytics with LEO CDP
[Notes] Customer 360 Analytics with LEO CDP
Trieu Nguyen
 
Leo CDP - Pitch Deck
Leo CDP - Pitch DeckLeo CDP - Pitch Deck
Leo CDP - Pitch Deck
Trieu Nguyen
 
LEO CDP - What's new in 2022
LEO CDP  - What's new in 2022LEO CDP  - What's new in 2022
LEO CDP - What's new in 2022
Trieu Nguyen
 
Lộ trình triển khai LEO CDP cho ngành bất động sản
Lộ trình triển khai LEO CDP cho ngành bất động sảnLộ trình triển khai LEO CDP cho ngành bất động sản
Lộ trình triển khai LEO CDP cho ngành bất động sản
Trieu Nguyen
 
Why is LEO CDP important for digital business ?
Why is LEO CDP important for digital business ?Why is LEO CDP important for digital business ?
Why is LEO CDP important for digital business ?
Trieu Nguyen
 
From Dataism to Customer Data Platform
From Dataism to Customer Data PlatformFrom Dataism to Customer Data Platform
From Dataism to Customer Data Platform
Trieu Nguyen
 
Data collection, processing & organization with USPA framework
Data collection, processing & organization with USPA frameworkData collection, processing & organization with USPA framework
Data collection, processing & organization with USPA framework
Trieu Nguyen
 
Part 1: Introduction to digital marketing technology
Part 1: Introduction to digital marketing technologyPart 1: Introduction to digital marketing technology
Part 1: Introduction to digital marketing technology
Trieu Nguyen
 
Why is Customer Data Platform (CDP) ?
Why is Customer Data Platform (CDP) ?Why is Customer Data Platform (CDP) ?
Why is Customer Data Platform (CDP) ?
Trieu Nguyen
 
How to build a Personalized News Recommendation Platform
How to build a Personalized News Recommendation PlatformHow to build a Personalized News Recommendation Platform
How to build a Personalized News Recommendation Platform
Trieu Nguyen
 
How to grow your business in the age of digital marketing 4.0
How to grow your business  in the age of digital marketing 4.0How to grow your business  in the age of digital marketing 4.0
How to grow your business in the age of digital marketing 4.0
Trieu Nguyen
 
Video Ecosystem and some ideas about video big data
Video Ecosystem and some ideas about video big dataVideo Ecosystem and some ideas about video big data
Video Ecosystem and some ideas about video big data
Trieu Nguyen
 
Concepts, use cases and principles to build big data systems (1)
Concepts, use cases and principles to build big data systems (1)Concepts, use cases and principles to build big data systems (1)
Concepts, use cases and principles to build big data systems (1)
Trieu Nguyen
 
Open OTT - Video Content Platform
Open OTT - Video Content PlatformOpen OTT - Video Content Platform
Open OTT - Video Content Platform
Trieu Nguyen
 
Apache Hadoop and Spark: Introduction and Use Cases for Data Analysis
Apache Hadoop and Spark: Introduction and Use Cases for Data AnalysisApache Hadoop and Spark: Introduction and Use Cases for Data Analysis
Apache Hadoop and Spark: Introduction and Use Cases for Data Analysis
Trieu Nguyen
 
Introduction to Recommendation Systems (Vietnam Web Submit)
Introduction to Recommendation Systems (Vietnam Web Submit)Introduction to Recommendation Systems (Vietnam Web Submit)
Introduction to Recommendation Systems (Vietnam Web Submit)
Trieu Nguyen
 

More from Trieu Nguyen (20)

Building Your Customer Data Platform with LEO CDP in Travel Industry.pdf
Building Your Customer Data Platform with LEO CDP in Travel Industry.pdfBuilding Your Customer Data Platform with LEO CDP in Travel Industry.pdf
Building Your Customer Data Platform with LEO CDP in Travel Industry.pdf
 
Building Your Customer Data Platform with LEO CDP - Spa and Hotel Business
Building Your Customer Data Platform with LEO CDP - Spa and Hotel BusinessBuilding Your Customer Data Platform with LEO CDP - Spa and Hotel Business
Building Your Customer Data Platform with LEO CDP - Spa and Hotel Business
 
Building Your Customer Data Platform with LEO CDP
Building Your Customer Data Platform with LEO CDP Building Your Customer Data Platform with LEO CDP
Building Your Customer Data Platform with LEO CDP
 
How to track and improve Customer Experience with LEO CDP
How to track and improve Customer Experience with LEO CDPHow to track and improve Customer Experience with LEO CDP
How to track and improve Customer Experience with LEO CDP
 
[Notes] Customer 360 Analytics with LEO CDP
[Notes] Customer 360 Analytics with LEO CDP[Notes] Customer 360 Analytics with LEO CDP
[Notes] Customer 360 Analytics with LEO CDP
 
Leo CDP - Pitch Deck
Leo CDP - Pitch DeckLeo CDP - Pitch Deck
Leo CDP - Pitch Deck
 
LEO CDP - What's new in 2022
LEO CDP  - What's new in 2022LEO CDP  - What's new in 2022
LEO CDP - What's new in 2022
 
Lộ trình triển khai LEO CDP cho ngành bất động sản
Lộ trình triển khai LEO CDP cho ngành bất động sảnLộ trình triển khai LEO CDP cho ngành bất động sản
Lộ trình triển khai LEO CDP cho ngành bất động sản
 
Why is LEO CDP important for digital business ?
Why is LEO CDP important for digital business ?Why is LEO CDP important for digital business ?
Why is LEO CDP important for digital business ?
 
From Dataism to Customer Data Platform
From Dataism to Customer Data PlatformFrom Dataism to Customer Data Platform
From Dataism to Customer Data Platform
 
Data collection, processing & organization with USPA framework
Data collection, processing & organization with USPA frameworkData collection, processing & organization with USPA framework
Data collection, processing & organization with USPA framework
 
Part 1: Introduction to digital marketing technology
Part 1: Introduction to digital marketing technologyPart 1: Introduction to digital marketing technology
Part 1: Introduction to digital marketing technology
 
Why is Customer Data Platform (CDP) ?
Why is Customer Data Platform (CDP) ?Why is Customer Data Platform (CDP) ?
Why is Customer Data Platform (CDP) ?
 
How to build a Personalized News Recommendation Platform
How to build a Personalized News Recommendation PlatformHow to build a Personalized News Recommendation Platform
How to build a Personalized News Recommendation Platform
 
How to grow your business in the age of digital marketing 4.0
How to grow your business  in the age of digital marketing 4.0How to grow your business  in the age of digital marketing 4.0
How to grow your business in the age of digital marketing 4.0
 
Video Ecosystem and some ideas about video big data
Video Ecosystem and some ideas about video big dataVideo Ecosystem and some ideas about video big data
Video Ecosystem and some ideas about video big data
 
Concepts, use cases and principles to build big data systems (1)
Concepts, use cases and principles to build big data systems (1)Concepts, use cases and principles to build big data systems (1)
Concepts, use cases and principles to build big data systems (1)
 
Open OTT - Video Content Platform
Open OTT - Video Content PlatformOpen OTT - Video Content Platform
Open OTT - Video Content Platform
 
Apache Hadoop and Spark: Introduction and Use Cases for Data Analysis
Apache Hadoop and Spark: Introduction and Use Cases for Data AnalysisApache Hadoop and Spark: Introduction and Use Cases for Data Analysis
Apache Hadoop and Spark: Introduction and Use Cases for Data Analysis
 
Introduction to Recommendation Systems (Vietnam Web Submit)
Introduction to Recommendation Systems (Vietnam Web Submit)Introduction to Recommendation Systems (Vietnam Web Submit)
Introduction to Recommendation Systems (Vietnam Web Submit)
 

Recently uploaded

Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
Criminal IP
 
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project PresentationPredicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Boston Institute of Analytics
 
Q1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year ReboundQ1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year Rebound
Oppotus
 
Empowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptxEmpowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptx
benishzehra469
 
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
nscud
 
standardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghhstandardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghh
ArpitMalhotra16
 
Tabula.io Cheatsheet: automate your data workflows
Tabula.io Cheatsheet: automate your data workflowsTabula.io Cheatsheet: automate your data workflows
Tabula.io Cheatsheet: automate your data workflows
alex933524
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
ukgaet
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
ewymefz
 
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
vcaxypu
 
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Subhajit Sahu
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
Subhajit Sahu
 
一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单
ocavb
 
The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...
jerlynmaetalle
 
Business update Q1 2024 Lar España Real Estate SOCIMI
Business update Q1 2024 Lar España Real Estate SOCIMIBusiness update Q1 2024 Lar España Real Estate SOCIMI
Business update Q1 2024 Lar España Real Estate SOCIMI
AlejandraGmez176757
 
Jpolillo Amazon PPC - Bid Optimization Sample
Jpolillo Amazon PPC - Bid Optimization SampleJpolillo Amazon PPC - Bid Optimization Sample
Jpolillo Amazon PPC - Bid Optimization Sample
James Polillo
 
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
Tiktokethiodaily
 
Opendatabay - Open Data Marketplace.pptx
Opendatabay - Open Data Marketplace.pptxOpendatabay - Open Data Marketplace.pptx
Opendatabay - Open Data Marketplace.pptx
Opendatabay
 
SOCRadar Germany 2024 Threat Landscape Report
SOCRadar Germany 2024 Threat Landscape ReportSOCRadar Germany 2024 Threat Landscape Report
SOCRadar Germany 2024 Threat Landscape Report
SOCRadar
 
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
correoyaya
 

Recently uploaded (20)

Criminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdfCriminal IP - Threat Hunting Webinar.pdf
Criminal IP - Threat Hunting Webinar.pdf
 
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project PresentationPredicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
 
Q1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year ReboundQ1’2024 Update: MYCI’s Leap Year Rebound
Q1’2024 Update: MYCI’s Leap Year Rebound
 
Empowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptxEmpowering Data Analytics Ecosystem.pptx
Empowering Data Analytics Ecosystem.pptx
 
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
一比一原版(CBU毕业证)不列颠海角大学毕业证成绩单
 
standardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghhstandardisation of garbhpala offhgfffghh
standardisation of garbhpala offhgfffghh
 
Tabula.io Cheatsheet: automate your data workflows
Tabula.io Cheatsheet: automate your data workflowsTabula.io Cheatsheet: automate your data workflows
Tabula.io Cheatsheet: automate your data workflows
 
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
一比一原版(UVic毕业证)维多利亚大学毕业证成绩单
 
一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单一比一原版(NYU毕业证)纽约大学毕业证成绩单
一比一原版(NYU毕业证)纽约大学毕业证成绩单
 
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
一比一原版(ArtEZ毕业证)ArtEZ艺术学院毕业证成绩单
 
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
 
一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单一比一原版(TWU毕业证)西三一大学毕业证成绩单
一比一原版(TWU毕业证)西三一大学毕业证成绩单
 
The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...
 
Business update Q1 2024 Lar España Real Estate SOCIMI
Business update Q1 2024 Lar España Real Estate SOCIMIBusiness update Q1 2024 Lar España Real Estate SOCIMI
Business update Q1 2024 Lar España Real Estate SOCIMI
 
Jpolillo Amazon PPC - Bid Optimization Sample
Jpolillo Amazon PPC - Bid Optimization SampleJpolillo Amazon PPC - Bid Optimization Sample
Jpolillo Amazon PPC - Bid Optimization Sample
 
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
1.Seydhcuxhxyxhccuuxuxyxyxmisolids 2019.pptx
 
Opendatabay - Open Data Marketplace.pptx
Opendatabay - Open Data Marketplace.pptxOpendatabay - Open Data Marketplace.pptx
Opendatabay - Open Data Marketplace.pptx
 
SOCRadar Germany 2024 Threat Landscape Report
SOCRadar Germany 2024 Threat Landscape ReportSOCRadar Germany 2024 Threat Landscape Report
SOCRadar Germany 2024 Threat Landscape Report
 
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
Innovative Methods in Media and Communication Research by Sebastian Kubitschk...
 

Atlas Ad-Serving Server - Advertising at scale at Facebook