SlideShare a Scribd company logo
Networked Game
 Traffic Analysis


                   1
Web
File Transfer
 BitTorrent
Skype Calls



                2
Understanding network traffic
is crucial to traffic engineering
      and protocol design




                                   3
What are the characteristic of
traffic generated by games?




                                 4
data rate
 packet size
UDP or TCP
   pattern



               5
Differences between
        RTS
        FPS
        RPG
          ?


                      6
Counter Strike




                 7
20,000
    servers
as of May 2002




                 8
3rd
largest source of UDP packets
 (behind DNS and RealAudio)




                                9
Centralized Architecture




                           10
32
players supported




                    11
3
minutes per round




                    12
30
minutes per map




                  13
Traffic includes

state updates
text messages
    voice
       :

                  14
How to collect packet traces?




                                15
Run own Counter Strike’s server




                                  16
Collect packets over one week




                                17
5886
different clients




                    18
500
million packets analyzed




                           19
500
million packets analyzed




                           20
21
22
542              341
     kbps             kbps
mean out-going   mean in-coming
  bandwidth        bandwidth




                                  23
24
25
26
27
28
50 ms
periodic broadcast from server




                                 29
30
31
80.3
average packet size in bytes




                               32
39.72            129.51
  average in-    average out-
coming packet    going packet
 size in bytes   size in bytes




                                 33
34
small packets
  (< 50 bytes)




                 35
periodic


           36
predictable


              37
Shen Zhou Online




                   38
39
20
hours of traces




                  40
112,369
 connections




               41
58
terra bytes of data




                      42
43
36%              52%
of packets are   of packets are

    23               27
    bytes            bytes



                                  44
45
46
7
kbps of bandwidth on average




                               47
48
49
200 ms
periodic broadcast from server




                                 50
51
52
53
“flash crowd” effects



                       54
even smaller packets


                       55
small bandwidth


                  56
periodic


           57
predictable


              58
temporal locality


                    59
spatial locality


                   60

More Related Content

What's hot

Live Streaming with Receiver-based Peer-division Multiplexing
Live Streaming with Receiver-based Peer-division Multiplexing Live Streaming with Receiver-based Peer-division Multiplexing
Live Streaming with Receiver-based Peer-division Multiplexing Vamsi IV
 
ExOR Multihop Routing in Wireless Networks
ExOR Multihop Routing in Wireless NetworksExOR Multihop Routing in Wireless Networks
ExOR Multihop Routing in Wireless NetworksYatindra shashi
 
Data transfer experiments over 100G paths
Data transfer experiments over 100G pathsData transfer experiments over 100G paths
Data transfer experiments over 100G pathsJisc
 

What's hot (8)

Live Streaming with Receiver-based Peer-division Multiplexing
Live Streaming with Receiver-based Peer-division Multiplexing Live Streaming with Receiver-based Peer-division Multiplexing
Live Streaming with Receiver-based Peer-division Multiplexing
 
Bo2004
Bo2004Bo2004
Bo2004
 
ExOR Multihop Routing in Wireless Networks
ExOR Multihop Routing in Wireless NetworksExOR Multihop Routing in Wireless Networks
ExOR Multihop Routing in Wireless Networks
 
Introduction to ns2
Introduction to ns2Introduction to ns2
Introduction to ns2
 
Wdt Test
Wdt TestWdt Test
Wdt Test
 
Data transfer experiments over 100G paths
Data transfer experiments over 100G pathsData transfer experiments over 100G paths
Data transfer experiments over 100G paths
 
A Baker's dozen of TCP
A Baker's dozen of TCPA Baker's dozen of TCP
A Baker's dozen of TCP
 
Log
LogLog
Log
 

Viewers also liked

LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC @ CSUSB
 
SF-TAP: Scalable and Flexible Traffic Analysis Platform (USENIX LISA 2015)
SF-TAP: Scalable and Flexible Traffic Analysis Platform (USENIX LISA 2015)SF-TAP: Scalable and Flexible Traffic Analysis Platform (USENIX LISA 2015)
SF-TAP: Scalable and Flexible Traffic Analysis Platform (USENIX LISA 2015)Yuuki Takano
 
Online Consultation: Preliminary Construction and Traffic Management Planning
Online Consultation: Preliminary Construction and Traffic Management PlanningOnline Consultation: Preliminary Construction and Traffic Management Planning
Online Consultation: Preliminary Construction and Traffic Management PlanningCrosstown TO
 
1x rtt traffic_management_part_ii
1x rtt traffic_management_part_ii1x rtt traffic_management_part_ii
1x rtt traffic_management_part_iiPhuoc Phuoc
 
Identifying MMORPG Bots: A Traffic Analysis Approach
Identifying MMORPG Bots: A Traffic Analysis ApproachIdentifying MMORPG Bots: A Traffic Analysis Approach
Identifying MMORPG Bots: A Traffic Analysis ApproachAcademia Sinica
 
A Case in Public Transport
A Case in Public TransportA Case in Public Transport
A Case in Public TransportAndrea Resmini
 
Local Highways and Climate Change Event 9th july 2013
Local Highways and Climate Change Event 9th july 2013Local Highways and Climate Change Event 9th july 2013
Local Highways and Climate Change Event 9th july 2013Sustainability East
 

Viewers also liked (7)

LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
LTC, Jack R. Widmeyer Transportation Research Conference, Going to San Bernar...
 
SF-TAP: Scalable and Flexible Traffic Analysis Platform (USENIX LISA 2015)
SF-TAP: Scalable and Flexible Traffic Analysis Platform (USENIX LISA 2015)SF-TAP: Scalable and Flexible Traffic Analysis Platform (USENIX LISA 2015)
SF-TAP: Scalable and Flexible Traffic Analysis Platform (USENIX LISA 2015)
 
Online Consultation: Preliminary Construction and Traffic Management Planning
Online Consultation: Preliminary Construction and Traffic Management PlanningOnline Consultation: Preliminary Construction and Traffic Management Planning
Online Consultation: Preliminary Construction and Traffic Management Planning
 
1x rtt traffic_management_part_ii
1x rtt traffic_management_part_ii1x rtt traffic_management_part_ii
1x rtt traffic_management_part_ii
 
Identifying MMORPG Bots: A Traffic Analysis Approach
Identifying MMORPG Bots: A Traffic Analysis ApproachIdentifying MMORPG Bots: A Traffic Analysis Approach
Identifying MMORPG Bots: A Traffic Analysis Approach
 
A Case in Public Transport
A Case in Public TransportA Case in Public Transport
A Case in Public Transport
 
Local Highways and Climate Change Event 9th july 2013
Local Highways and Climate Change Event 9th july 2013Local Highways and Climate Change Event 9th july 2013
Local Highways and Climate Change Event 9th july 2013
 

Similar to CS4344 Lecture 9: Traffic Analysis

Faster Content Distribution with Content Addressable NDN Repository
Faster Content Distribution with Content Addressable NDN RepositoryFaster Content Distribution with Content Addressable NDN Repository
Faster Content Distribution with Content Addressable NDN RepositoryShi Junxiao
 
了解网络
了解网络了解网络
了解网络Feng Yu
 
Game Traffic Analysis: An MMORPG Perspective
Game Traffic Analysis: An MMORPG PerspectiveGame Traffic Analysis: An MMORPG Perspective
Game Traffic Analysis: An MMORPG PerspectiveAcademia Sinica
 
Intel ESB2 ASF Firmware Update
Intel ESB2 ASF Firmware UpdateIntel ESB2 ASF Firmware Update
Intel ESB2 ASF Firmware Updatewebhostingguy
 
Collaborate nfs kyle_final
Collaborate nfs kyle_finalCollaborate nfs kyle_final
Collaborate nfs kyle_finalKyle Hailey
 
How to Modernize Your Database Platform to Realize Consolidation Savings
How to Modernize Your Database Platform to Realize Consolidation SavingsHow to Modernize Your Database Platform to Realize Consolidation Savings
How to Modernize Your Database Platform to Realize Consolidation SavingsIsaac Christoffersen
 
lec 3 4 Core Delays Thruput Net Arch.ppt
lec 3 4 Core Delays Thruput Net Arch.pptlec 3 4 Core Delays Thruput Net Arch.ppt
lec 3 4 Core Delays Thruput Net Arch.pptMahamKhurram4
 
Docker Multihost Networking
Docker Multihost Networking Docker Multihost Networking
Docker Multihost Networking Nicola Kabar
 
New flaws in WPA-TKIP
New flaws in WPA-TKIPNew flaws in WPA-TKIP
New flaws in WPA-TKIPvanhoefm
 
HBaseCon 2013: Scalable Network Designs for Apache HBase
HBaseCon 2013: Scalable Network Designs for Apache HBaseHBaseCon 2013: Scalable Network Designs for Apache HBase
HBaseCon 2013: Scalable Network Designs for Apache HBaseCloudera, Inc.
 
Docker summit : Docker Networking Control-plane & Data-Plane
Docker summit : Docker Networking Control-plane & Data-PlaneDocker summit : Docker Networking Control-plane & Data-Plane
Docker summit : Docker Networking Control-plane & Data-PlaneMadhu Venugopal
 
Docker Networking: Control plane and Data plane
Docker Networking: Control plane and Data planeDocker Networking: Control plane and Data plane
Docker Networking: Control plane and Data planeDocker, Inc.
 
New idc architecture
New idc architectureNew idc architecture
New idc architectureMason Mei
 
Networking Fundamentals: Transport Protocols (TCP and UDP)
Networking Fundamentals: Transport Protocols (TCP and UDP)Networking Fundamentals: Transport Protocols (TCP and UDP)
Networking Fundamentals: Transport Protocols (TCP and UDP)Andriy Berestovskyy
 

Similar to CS4344 Lecture 9: Traffic Analysis (20)

Faster Content Distribution with Content Addressable NDN Repository
Faster Content Distribution with Content Addressable NDN RepositoryFaster Content Distribution with Content Addressable NDN Repository
Faster Content Distribution with Content Addressable NDN Repository
 
Polyraptor
PolyraptorPolyraptor
Polyraptor
 
了解网络
了解网络了解网络
了解网络
 
Game Traffic Analysis: An MMORPG Perspective
Game Traffic Analysis: An MMORPG PerspectiveGame Traffic Analysis: An MMORPG Perspective
Game Traffic Analysis: An MMORPG Perspective
 
9 ipv6-routing
9 ipv6-routing9 ipv6-routing
9 ipv6-routing
 
Intel ESB2 ASF Firmware Update
Intel ESB2 ASF Firmware UpdateIntel ESB2 ASF Firmware Update
Intel ESB2 ASF Firmware Update
 
Tcp ip
Tcp ipTcp ip
Tcp ip
 
Collaborate nfs kyle_final
Collaborate nfs kyle_finalCollaborate nfs kyle_final
Collaborate nfs kyle_final
 
Polyraptor
PolyraptorPolyraptor
Polyraptor
 
How to Modernize Your Database Platform to Realize Consolidation Savings
How to Modernize Your Database Platform to Realize Consolidation SavingsHow to Modernize Your Database Platform to Realize Consolidation Savings
How to Modernize Your Database Platform to Realize Consolidation Savings
 
lec 3 4 Core Delays Thruput Net Arch.ppt
lec 3 4 Core Delays Thruput Net Arch.pptlec 3 4 Core Delays Thruput Net Arch.ppt
lec 3 4 Core Delays Thruput Net Arch.ppt
 
Userspace networking
Userspace networkingUserspace networking
Userspace networking
 
Docker Multihost Networking
Docker Multihost Networking Docker Multihost Networking
Docker Multihost Networking
 
New flaws in WPA-TKIP
New flaws in WPA-TKIPNew flaws in WPA-TKIP
New flaws in WPA-TKIP
 
HBaseCon 2013: Scalable Network Designs for Apache HBase
HBaseCon 2013: Scalable Network Designs for Apache HBaseHBaseCon 2013: Scalable Network Designs for Apache HBase
HBaseCon 2013: Scalable Network Designs for Apache HBase
 
Docker summit : Docker Networking Control-plane & Data-Plane
Docker summit : Docker Networking Control-plane & Data-PlaneDocker summit : Docker Networking Control-plane & Data-Plane
Docker summit : Docker Networking Control-plane & Data-Plane
 
Docker Networking: Control plane and Data plane
Docker Networking: Control plane and Data planeDocker Networking: Control plane and Data plane
Docker Networking: Control plane and Data plane
 
TCP Issues in DataCenter Networks
TCP Issues in DataCenter NetworksTCP Issues in DataCenter Networks
TCP Issues in DataCenter Networks
 
New idc architecture
New idc architectureNew idc architecture
New idc architecture
 
Networking Fundamentals: Transport Protocols (TCP and UDP)
Networking Fundamentals: Transport Protocols (TCP and UDP)Networking Fundamentals: Transport Protocols (TCP and UDP)
Networking Fundamentals: Transport Protocols (TCP and UDP)
 

More from Wei Tsang Ooi

SIGMM Education Effort Presentation at Business Meeting
SIGMM Education Effort Presentation at Business MeetingSIGMM Education Effort Presentation at Business Meeting
SIGMM Education Effort Presentation at Business MeetingWei Tsang Ooi
 
The Computer Science behind YouTube
The Computer Science behind YouTubeThe Computer Science behind YouTube
The Computer Science behind YouTubeWei Tsang Ooi
 
CS4344 09/10 Lecture 8: Hybrid Architecture
CS4344 09/10 Lecture 8: Hybrid ArchitectureCS4344 09/10 Lecture 8: Hybrid Architecture
CS4344 09/10 Lecture 8: Hybrid ArchitectureWei Tsang Ooi
 
CS4344 09/10 Lecture 7: P2P Interest Management
CS4344 09/10 Lecture 7: P2P Interest ManagementCS4344 09/10 Lecture 7: P2P Interest Management
CS4344 09/10 Lecture 7: P2P Interest ManagementWei Tsang Ooi
 
CS4344 09/10 Lecture 6: P2P Synchronization
CS4344 09/10 Lecture 6: P2P SynchronizationCS4344 09/10 Lecture 6: P2P Synchronization
CS4344 09/10 Lecture 6: P2P SynchronizationWei Tsang Ooi
 
Cs4344 09/10 Lecture 5: Interest Management
Cs4344 09/10 Lecture 5: Interest ManagementCs4344 09/10 Lecture 5: Interest Management
Cs4344 09/10 Lecture 5: Interest ManagementWei Tsang Ooi
 
CS4344 09/10 Lecture 3: Dead Reckoning and Local Perception Filter
CS4344 09/10 Lecture 3: Dead Reckoning and Local Perception FilterCS4344 09/10 Lecture 3: Dead Reckoning and Local Perception Filter
CS4344 09/10 Lecture 3: Dead Reckoning and Local Perception FilterWei Tsang Ooi
 
CS4344 09/10 Lecture 2: Consistency
CS4344 09/10 Lecture 2: ConsistencyCS4344 09/10 Lecture 2: Consistency
CS4344 09/10 Lecture 2: ConsistencyWei Tsang Ooi
 
CS4344 09/10 Lecture 1: Introduction
CS4344 09/10 Lecture 1: IntroductionCS4344 09/10 Lecture 1: Introduction
CS4344 09/10 Lecture 1: IntroductionWei Tsang Ooi
 
CS5229 09/10 Lecture 11: DNS
CS5229 09/10 Lecture 11: DNSCS5229 09/10 Lecture 11: DNS
CS5229 09/10 Lecture 11: DNSWei Tsang Ooi
 
CS5229 09/10 Lecture 10: Internet Routing
CS5229 09/10 Lecture 10: Internet RoutingCS5229 09/10 Lecture 10: Internet Routing
CS5229 09/10 Lecture 10: Internet RoutingWei Tsang Ooi
 
CS5229 09/10 Lecture 9: Internet Packet Dynamics
CS5229 09/10 Lecture 9: Internet Packet DynamicsCS5229 09/10 Lecture 9: Internet Packet Dynamics
CS5229 09/10 Lecture 9: Internet Packet DynamicsWei Tsang Ooi
 
CS5229 09/10 Lecture 6: Simulation
CS5229 09/10 Lecture 6: SimulationCS5229 09/10 Lecture 6: Simulation
CS5229 09/10 Lecture 6: SimulationWei Tsang Ooi
 
Lecture 4: TCP and TFRC
Lecture 4: TCP and TFRCLecture 4: TCP and TFRC
Lecture 4: TCP and TFRCWei Tsang Ooi
 
Lecture 2: Congestion Control and Avoidance
Lecture 2: Congestion Control and AvoidanceLecture 2: Congestion Control and Avoidance
Lecture 2: Congestion Control and AvoidanceWei Tsang Ooi
 
Lecture 0: Introduction to CS5229
Lecture 0: Introduction to CS5229Lecture 0: Introduction to CS5229
Lecture 0: Introduction to CS5229Wei Tsang Ooi
 
Lecture 1: Design Principles of the Internet
Lecture 1: Design Principles of the InternetLecture 1: Design Principles of the Internet
Lecture 1: Design Principles of the InternetWei Tsang Ooi
 
CS4344 Lecture 8: Hybrid Architecture
CS4344 Lecture 8: Hybrid ArchitectureCS4344 Lecture 8: Hybrid Architecture
CS4344 Lecture 8: Hybrid ArchitectureWei Tsang Ooi
 

More from Wei Tsang Ooi (20)

SIGMM Education Effort Presentation at Business Meeting
SIGMM Education Effort Presentation at Business MeetingSIGMM Education Effort Presentation at Business Meeting
SIGMM Education Effort Presentation at Business Meeting
 
CS2106 Tutorial 2
CS2106 Tutorial 2CS2106 Tutorial 2
CS2106 Tutorial 2
 
The Computer Science behind YouTube
The Computer Science behind YouTubeThe Computer Science behind YouTube
The Computer Science behind YouTube
 
CS4344 09/10 Lecture 8: Hybrid Architecture
CS4344 09/10 Lecture 8: Hybrid ArchitectureCS4344 09/10 Lecture 8: Hybrid Architecture
CS4344 09/10 Lecture 8: Hybrid Architecture
 
CS4344 09/10 Lecture 7: P2P Interest Management
CS4344 09/10 Lecture 7: P2P Interest ManagementCS4344 09/10 Lecture 7: P2P Interest Management
CS4344 09/10 Lecture 7: P2P Interest Management
 
CS4344 09/10 Lecture 6: P2P Synchronization
CS4344 09/10 Lecture 6: P2P SynchronizationCS4344 09/10 Lecture 6: P2P Synchronization
CS4344 09/10 Lecture 6: P2P Synchronization
 
Cs4344 09/10 Lecture 5: Interest Management
Cs4344 09/10 Lecture 5: Interest ManagementCs4344 09/10 Lecture 5: Interest Management
Cs4344 09/10 Lecture 5: Interest Management
 
CS4344 09/10 Lecture 3: Dead Reckoning and Local Perception Filter
CS4344 09/10 Lecture 3: Dead Reckoning and Local Perception FilterCS4344 09/10 Lecture 3: Dead Reckoning and Local Perception Filter
CS4344 09/10 Lecture 3: Dead Reckoning and Local Perception Filter
 
CS4344 09/10 Lecture 2: Consistency
CS4344 09/10 Lecture 2: ConsistencyCS4344 09/10 Lecture 2: Consistency
CS4344 09/10 Lecture 2: Consistency
 
CS4344 09/10 Lecture 1: Introduction
CS4344 09/10 Lecture 1: IntroductionCS4344 09/10 Lecture 1: Introduction
CS4344 09/10 Lecture 1: Introduction
 
CS5229 09/10 Lecture 11: DNS
CS5229 09/10 Lecture 11: DNSCS5229 09/10 Lecture 11: DNS
CS5229 09/10 Lecture 11: DNS
 
CS5229 09/10 Lecture 10: Internet Routing
CS5229 09/10 Lecture 10: Internet RoutingCS5229 09/10 Lecture 10: Internet Routing
CS5229 09/10 Lecture 10: Internet Routing
 
CS5229 09/10 Lecture 9: Internet Packet Dynamics
CS5229 09/10 Lecture 9: Internet Packet DynamicsCS5229 09/10 Lecture 9: Internet Packet Dynamics
CS5229 09/10 Lecture 9: Internet Packet Dynamics
 
CS5229 09/10 Lecture 6: Simulation
CS5229 09/10 Lecture 6: SimulationCS5229 09/10 Lecture 6: Simulation
CS5229 09/10 Lecture 6: Simulation
 
Lecture 5: RED
Lecture 5: REDLecture 5: RED
Lecture 5: RED
 
Lecture 4: TCP and TFRC
Lecture 4: TCP and TFRCLecture 4: TCP and TFRC
Lecture 4: TCP and TFRC
 
Lecture 2: Congestion Control and Avoidance
Lecture 2: Congestion Control and AvoidanceLecture 2: Congestion Control and Avoidance
Lecture 2: Congestion Control and Avoidance
 
Lecture 0: Introduction to CS5229
Lecture 0: Introduction to CS5229Lecture 0: Introduction to CS5229
Lecture 0: Introduction to CS5229
 
Lecture 1: Design Principles of the Internet
Lecture 1: Design Principles of the InternetLecture 1: Design Principles of the Internet
Lecture 1: Design Principles of the Internet
 
CS4344 Lecture 8: Hybrid Architecture
CS4344 Lecture 8: Hybrid ArchitectureCS4344 Lecture 8: Hybrid Architecture
CS4344 Lecture 8: Hybrid Architecture
 

Recently uploaded

The architecture of Generative AI for enterprises.pdf
The architecture of Generative AI for enterprises.pdfThe architecture of Generative AI for enterprises.pdf
The architecture of Generative AI for enterprises.pdfalexjohnson7307
 
Speed Wins: From Kafka to APIs in Minutes
Speed Wins: From Kafka to APIs in MinutesSpeed Wins: From Kafka to APIs in Minutes
Speed Wins: From Kafka to APIs in Minutesconfluent
 
Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........Alison B. Lowndes
 
WSO2CONMay2024OpenSourceConferenceDebrief.pptx
WSO2CONMay2024OpenSourceConferenceDebrief.pptxWSO2CONMay2024OpenSourceConferenceDebrief.pptx
WSO2CONMay2024OpenSourceConferenceDebrief.pptxJennifer Lim
 
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMsTo Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMsPaul Groth
 
In-Depth Performance Testing Guide for IT Professionals
In-Depth Performance Testing Guide for IT ProfessionalsIn-Depth Performance Testing Guide for IT Professionals
In-Depth Performance Testing Guide for IT ProfessionalsExpeed Software
 
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Thierry Lestable
 
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualitySoftware Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualityInflectra
 
10 Differences between Sales Cloud and CPQ, Blanka Doktorová
10 Differences between Sales Cloud and CPQ, Blanka Doktorová10 Differences between Sales Cloud and CPQ, Blanka Doktorová
10 Differences between Sales Cloud and CPQ, Blanka DoktorováCzechDreamin
 
Salesforce Adoption – Metrics, Methods, and Motivation, Antone Kom
Salesforce Adoption – Metrics, Methods, and Motivation, Antone KomSalesforce Adoption – Metrics, Methods, and Motivation, Antone Kom
Salesforce Adoption – Metrics, Methods, and Motivation, Antone KomCzechDreamin
 
IESVE for Early Stage Design and Planning
IESVE for Early Stage Design and PlanningIESVE for Early Stage Design and Planning
IESVE for Early Stage Design and PlanningIES VE
 
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias Schneck
 
Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)
Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)
Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)Julian Hyde
 
Custom Approval Process: A New Perspective, Pavel Hrbacek & Anindya Halder
Custom Approval Process: A New Perspective, Pavel Hrbacek & Anindya HalderCustom Approval Process: A New Perspective, Pavel Hrbacek & Anindya Halder
Custom Approval Process: A New Perspective, Pavel Hrbacek & Anindya HalderCzechDreamin
 
Integrating Telephony Systems with Salesforce: Insights and Considerations, B...
Integrating Telephony Systems with Salesforce: Insights and Considerations, B...Integrating Telephony Systems with Salesforce: Insights and Considerations, B...
Integrating Telephony Systems with Salesforce: Insights and Considerations, B...CzechDreamin
 
Search and Society: Reimagining Information Access for Radical Futures
Search and Society: Reimagining Information Access for Radical FuturesSearch and Society: Reimagining Information Access for Radical Futures
Search and Society: Reimagining Information Access for Radical FuturesBhaskar Mitra
 
How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...Product School
 
PLAI - Acceleration Program for Generative A.I. Startups
PLAI - Acceleration Program for Generative A.I. StartupsPLAI - Acceleration Program for Generative A.I. Startups
PLAI - Acceleration Program for Generative A.I. StartupsStefano
 
ODC, Data Fabric and Architecture User Group
ODC, Data Fabric and Architecture User GroupODC, Data Fabric and Architecture User Group
ODC, Data Fabric and Architecture User GroupCatarinaPereira64715
 
AI for Every Business: Unlocking Your Product's Universal Potential by VP of ...
AI for Every Business: Unlocking Your Product's Universal Potential by VP of ...AI for Every Business: Unlocking Your Product's Universal Potential by VP of ...
AI for Every Business: Unlocking Your Product's Universal Potential by VP of ...Product School
 

Recently uploaded (20)

The architecture of Generative AI for enterprises.pdf
The architecture of Generative AI for enterprises.pdfThe architecture of Generative AI for enterprises.pdf
The architecture of Generative AI for enterprises.pdf
 
Speed Wins: From Kafka to APIs in Minutes
Speed Wins: From Kafka to APIs in MinutesSpeed Wins: From Kafka to APIs in Minutes
Speed Wins: From Kafka to APIs in Minutes
 
Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........Bits & Pixels using AI for Good.........
Bits & Pixels using AI for Good.........
 
WSO2CONMay2024OpenSourceConferenceDebrief.pptx
WSO2CONMay2024OpenSourceConferenceDebrief.pptxWSO2CONMay2024OpenSourceConferenceDebrief.pptx
WSO2CONMay2024OpenSourceConferenceDebrief.pptx
 
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMsTo Graph or Not to Graph Knowledge Graph Architectures and LLMs
To Graph or Not to Graph Knowledge Graph Architectures and LLMs
 
In-Depth Performance Testing Guide for IT Professionals
In-Depth Performance Testing Guide for IT ProfessionalsIn-Depth Performance Testing Guide for IT Professionals
In-Depth Performance Testing Guide for IT Professionals
 
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
 
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualitySoftware Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality
 
10 Differences between Sales Cloud and CPQ, Blanka Doktorová
10 Differences between Sales Cloud and CPQ, Blanka Doktorová10 Differences between Sales Cloud and CPQ, Blanka Doktorová
10 Differences between Sales Cloud and CPQ, Blanka Doktorová
 
Salesforce Adoption – Metrics, Methods, and Motivation, Antone Kom
Salesforce Adoption – Metrics, Methods, and Motivation, Antone KomSalesforce Adoption – Metrics, Methods, and Motivation, Antone Kom
Salesforce Adoption – Metrics, Methods, and Motivation, Antone Kom
 
IESVE for Early Stage Design and Planning
IESVE for Early Stage Design and PlanningIESVE for Early Stage Design and Planning
IESVE for Early Stage Design and Planning
 
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
 
Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)
Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)
Measures in SQL (a talk at SF Distributed Systems meetup, 2024-05-22)
 
Custom Approval Process: A New Perspective, Pavel Hrbacek & Anindya Halder
Custom Approval Process: A New Perspective, Pavel Hrbacek & Anindya HalderCustom Approval Process: A New Perspective, Pavel Hrbacek & Anindya Halder
Custom Approval Process: A New Perspective, Pavel Hrbacek & Anindya Halder
 
Integrating Telephony Systems with Salesforce: Insights and Considerations, B...
Integrating Telephony Systems with Salesforce: Insights and Considerations, B...Integrating Telephony Systems with Salesforce: Insights and Considerations, B...
Integrating Telephony Systems with Salesforce: Insights and Considerations, B...
 
Search and Society: Reimagining Information Access for Radical Futures
Search and Society: Reimagining Information Access for Radical FuturesSearch and Society: Reimagining Information Access for Radical Futures
Search and Society: Reimagining Information Access for Radical Futures
 
How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...
 
PLAI - Acceleration Program for Generative A.I. Startups
PLAI - Acceleration Program for Generative A.I. StartupsPLAI - Acceleration Program for Generative A.I. Startups
PLAI - Acceleration Program for Generative A.I. Startups
 
ODC, Data Fabric and Architecture User Group
ODC, Data Fabric and Architecture User GroupODC, Data Fabric and Architecture User Group
ODC, Data Fabric and Architecture User Group
 
AI for Every Business: Unlocking Your Product's Universal Potential by VP of ...
AI for Every Business: Unlocking Your Product's Universal Potential by VP of ...AI for Every Business: Unlocking Your Product's Universal Potential by VP of ...
AI for Every Business: Unlocking Your Product's Universal Potential by VP of ...
 

CS4344 Lecture 9: Traffic Analysis