SlideShare a Scribd company logo
GLOBAL SCALE
ANOMALY DETECTION FOR
DIRECTOR, DATA ENGINEERING & ANALYTICS
PAUL ELLWOOD
1
INTERNATIONAL
EXPANSION
Anomaly Detection for Global Scale at Netflix
2
FINITE ANALYST
CAPACITY
UNREALISTIC EXPECTATIONS
TEST ANALYSIS DASHBOARD
▸ One test
▸ One report (of the five)
▸ Ignoring multi-select combinations
▸ Ignoring date range selections
16,821,043,200
UNIQUE VIEWS
3
ANOMALY
DETECTION
Anomaly Detection for Global Scale at Netflix
Anomaly Detection for Global Scale at Netflix
SMARTER ANALYTIC
PRODUCTS
SMARTER ANALYTIC PRODUCTS
▸ Statistical Anomalies
▸ Personalized
▸ Filtered & Ranked by Impact
▸ Usable
▸ Ability to Dig Deeper
CASE STUDY
PAYMENT PROCESSING
▸ Multiple dimensions
▸ High cardinality dimensions
▸ Hundreds of thousands of time series
▸ Increasing volumes
▸ High business impact
Anomaly Detection for Global Scale at Netflix
Anomaly Detection for Global Scale at Netflix
QUESTIONS?
DIRECTOR, DATA ENGINEERING & ANALYTICS
PAUL ELLWOOD
@pellwood
https://www.linkedin.com/in/pellwood

More Related Content

PPT
06 overview of_ra1
PPT
Estimationpechakucha
PDF
Sas 07 Costing
PPTX
Real time analytics @ netflix
PPTX
Anomaly Detection for Real-World Systems
PDF
Bring the Noise
PDF
Soa Contract Versioning
PPTX
Web Service Versioning
06 overview of_ra1
Estimationpechakucha
Sas 07 Costing
Real time analytics @ netflix
Anomaly Detection for Real-World Systems
Bring the Noise
Soa Contract Versioning
Web Service Versioning

Viewers also liked (20)

PDF
Building ZingMe News Feed System
PPTX
WebRTC
PDF
Python, WebRTC and You
PPTX
The Dark of Building an Production Incident Syste
PPTX
Anomaly Detection for Security
PPTX
Traffic anomaly detection and attack
PPTX
Where is Data Going? - RMDC Keynote
PDF
Parallel Programming in Python: Speeding up your analysis
PPTX
Monitoring large scale Docker production environments
PPTX
Monitoring without alerts
PPTX
The Dark Art of Production Alerting
PPTX
Can a monitoring tool pass the turing test
PPTX
PyGotham 2016
PPTX
Netflix y-su-impacto-en-la-sociedad
PPTX
The definition of normal - An introduction and guide to anomaly detection.
PDF
Cloud Tech III: Actionable Metrics
PDF
SSL Certificate Expiration and Howler Monkey's Inception
PDF
Python Through the Back Door: Netflix Presentation at CodeMash 2014
PPTX
Monitoring Docker Application in Production
PPTX
Ruxit - How we launched a global monitoring platform on AWS in 80 days.
Building ZingMe News Feed System
WebRTC
Python, WebRTC and You
The Dark of Building an Production Incident Syste
Anomaly Detection for Security
Traffic anomaly detection and attack
Where is Data Going? - RMDC Keynote
Parallel Programming in Python: Speeding up your analysis
Monitoring large scale Docker production environments
Monitoring without alerts
The Dark Art of Production Alerting
Can a monitoring tool pass the turing test
PyGotham 2016
Netflix y-su-impacto-en-la-sociedad
The definition of normal - An introduction and guide to anomaly detection.
Cloud Tech III: Actionable Metrics
SSL Certificate Expiration and Howler Monkey's Inception
Python Through the Back Door: Netflix Presentation at CodeMash 2014
Monitoring Docker Application in Production
Ruxit - How we launched a global monitoring platform on AWS in 80 days.
Ad

More from Extract Data Conference (17)

PPTX
Andrew Ng, Chief Scientist at Baidu
PDF
Utilizing social data to connect brands to celebrities
PPTX
The Death of The Unpaid Internship
PPTX
Search Secrets Revealed: What Ranks in Google and Why
PDF
Search Inside Your Data
PPTX
Lessons from 2MM machine learning models
PDF
Grand Explorers: What We Can Learn From Data Innovators
PDF
Fashematics: The Science of Colour
PPTX
Visualising Flux: Storytelling with Time, Space & Torque
PPTX
Martins Vaivers, inforgr.am: "Data Beauty and Democracy"
PPTX
Stephen Follows, Founder of Catsnake Films: "Big Screen Data"
PPTX
Paul joyce, Founder & CEO at Geckoboard: "Brain Hacking: Designing Data for R...
PPTX
Ben Rush, CEO of AudioLock: "Fighting Content with Data Privacy"
PDF
Andrew Fogg, Founder & CDO at import.io: "Sex, Drugs & Data: UK GDP Redux"
PDF
Eric Williams, Data Scientist at Omada Health: "Data vs Donuts: Inspiring Hea...
PPTX
Software is Eating the World, And You're For Lunch"
PPTX
Alyson Murphy, Senior Data Analyst at Moz: "The Human Side of Business Analy...
Andrew Ng, Chief Scientist at Baidu
Utilizing social data to connect brands to celebrities
The Death of The Unpaid Internship
Search Secrets Revealed: What Ranks in Google and Why
Search Inside Your Data
Lessons from 2MM machine learning models
Grand Explorers: What We Can Learn From Data Innovators
Fashematics: The Science of Colour
Visualising Flux: Storytelling with Time, Space & Torque
Martins Vaivers, inforgr.am: "Data Beauty and Democracy"
Stephen Follows, Founder of Catsnake Films: "Big Screen Data"
Paul joyce, Founder & CEO at Geckoboard: "Brain Hacking: Designing Data for R...
Ben Rush, CEO of AudioLock: "Fighting Content with Data Privacy"
Andrew Fogg, Founder & CDO at import.io: "Sex, Drugs & Data: UK GDP Redux"
Eric Williams, Data Scientist at Omada Health: "Data vs Donuts: Inspiring Hea...
Software is Eating the World, And You're For Lunch"
Alyson Murphy, Senior Data Analyst at Moz: "The Human Side of Business Analy...
Ad

Recently uploaded (20)

PDF
168300704-gasification-ppt.pdfhghhhsjsjhsuxush
PDF
Recruitment and Placement PPT.pdfbjfibjdfbjfobj
PPTX
Introduction-to-Cloud-ComputingFinal.pptx
PPTX
ALIMENTARY AND BILIARY CONDITIONS 3-1.pptx
PPTX
Moving the Public Sector (Government) to a Digital Adoption
PPTX
DISORDERS OF THE LIVER, GALLBLADDER AND PANCREASE (1).pptx
PDF
Introduction to Business Data Analytics.
PDF
Fluorescence-microscope_Botany_detailed content
PDF
Galatica Smart Energy Infrastructure Startup Pitch Deck
PPTX
IB Computer Science - Internal Assessment.pptx
PPT
Chapter 3 METAL JOINING.pptnnnnnnnnnnnnn
PPTX
iec ppt-1 pptx icmr ppt on rehabilitation.pptx
PDF
Foundation of Data Science unit number two notes
PPTX
Database Infoormation System (DBIS).pptx
PDF
TRAFFIC-MANAGEMENT-AND-ACCIDENT-INVESTIGATION-WITH-DRIVING-PDF-FILE.pdf
PPTX
Major-Components-ofNKJNNKNKNKNKronment.pptx
PPTX
advance b rammar.pptxfdgdfgdfsgdfgsdgfdfgdfgsdfgdfgdfg
PPTX
The THESIS FINAL-DEFENSE-PRESENTATION.pptx
PDF
“Getting Started with Data Analytics Using R – Concepts, Tools & Case Studies”
168300704-gasification-ppt.pdfhghhhsjsjhsuxush
Recruitment and Placement PPT.pdfbjfibjdfbjfobj
Introduction-to-Cloud-ComputingFinal.pptx
ALIMENTARY AND BILIARY CONDITIONS 3-1.pptx
Moving the Public Sector (Government) to a Digital Adoption
DISORDERS OF THE LIVER, GALLBLADDER AND PANCREASE (1).pptx
Introduction to Business Data Analytics.
Fluorescence-microscope_Botany_detailed content
Galatica Smart Energy Infrastructure Startup Pitch Deck
IB Computer Science - Internal Assessment.pptx
Chapter 3 METAL JOINING.pptnnnnnnnnnnnnn
iec ppt-1 pptx icmr ppt on rehabilitation.pptx
Foundation of Data Science unit number two notes
Database Infoormation System (DBIS).pptx
TRAFFIC-MANAGEMENT-AND-ACCIDENT-INVESTIGATION-WITH-DRIVING-PDF-FILE.pdf
Major-Components-ofNKJNNKNKNKNKronment.pptx
advance b rammar.pptxfdgdfgdfsgdfgsdgfdfgdfgsdfgdfgdfg
The THESIS FINAL-DEFENSE-PRESENTATION.pptx
“Getting Started with Data Analytics Using R – Concepts, Tools & Case Studies”

Anomaly Detection for Global Scale at Netflix