SlideShare a Scribd company logo
1 of 38
Download to read offline
Vasiliy Soshnikov, Sr. Software Engineer, Mail.Ru Group
Master-Master Replication and Scaling of an
Application between each of the IoT-Devices
and the Cloud
Agenda
• General idea
• An implementation
• Result
General idea
Everything are sync
App-server
IoT-device #1
IoT-device #N
Internet
World
More
IoT-devices
User
Requirements
• The system should sync data between each IoT-
devices
• The system should getting data from IoT-devices
• The system should sync data IoT-devices and the
cloud
User / App server
App server
HTTP / HTTPS / WebSockets Internet
Internet / IoT devices
App-server
IoT-device #1
IoT-device #2
Internet
World
?
Internet / IoT devices
App-server
IoT-device #1
IoT-device #2
Internet
World
MQTT
Internet / IoT devices
App-server
IoT-device #1
IoT-device #2
Internet
World
Even HTTP(S)
Internet / IoT devices
App-server
IoT-device #1
IoT-device #2
Internet
World
Some protocols
Internet / IoT devices
App-server
IoT-device #1
IoT-device #2
Internet
World
Async replication!
Async replication
• Replication - everywhere we have the same
dataset!
• Most of databases include Replication
Few words about databases
Databases
• Sqlite - no replication, no concurrent access
• Redis - only M-S replication
• MySQL and PgSQL - they to heavy for the small
device
• Tarantool - M-M replication, M-S replication
• Or any DB with M-M replication
An implementation
Problems with Tarantool
Problems with Tarantool
• Didn’t work under the armv7
• Didn’t work under the 32-bit (only 64-bit)
Solved!
• Use toolchain files for CMake.
• Don’t use unsigned and other types with specified
sizes; the libc has concrete types, like uint32_t.
• Port auto-test, you should expect that your auto-
test may be executed under a IoT-device.
IoT-device with 6LoWPAN / LoRaWAN
6LoWPAN / LoRaWAN
IoT-device #1
IoT-device #N
World
More
IoT-devices
Getaway
Radio Waves
Gateway
• MIPS-based
• WAN-antenna on board
• 6lbr-gateway software installed
• 6lbr-gateway converts the radio-waves into the
IPv6-package and back.
6lbr
Link: cetic.github.io/6lbr/
or tty
6lbr-application
• 6lbr-application has TCP/IP stack
• 6lbr-application works with any tty
• 6lbr-application doesn’t work with MQTT. Sad!
Few words about 6lbr-application
6lbr-application
• It has complex thread model
• It has complex memory model
Main loop of an application
What is next?
• 6lbr-gateway gives a possibility to create mesh-
network
• 6lbr-gateway and Tarantool tied via MQTT-broker.
• But! Tarantool doesn’t work with MQTT!
Tarantool / MQTT
MQTT-library
• libmosquitto - simple & portable & nice code!
• mosquitto - simple & fast MQTT-broker
Link: mosquitto.org/man/libmosquitto-3.html
Looping / Tarantool Fibers
Link: github.com/tarantool/mqtt
Example
6lbr-gateway / MQTT / Async M-M Replication
Result
App-server
IoT-device #1
IoT-device #N
Internet
Async M-M replication
6lbr-gateway
MQTT over UART
MQTT over UART
User
Inside devices
Devices for prototyping
TODO the photo of GETAWAY
Gateway
Relay
Sensor
Relay
IoT-device
References
Tarantool
github.com/tarantool
6lbr
github.com/cetic/6lbr
Examples / My experiments
github.com/dedok/tarantool-on-edison
Questions & My contacts
facebook
facebook.com/vasiliy.soshnikov
e-mail
v.soshnikov@corp.mail.ru, dedok.mad@gmail.com
github
github.com/dedok



More Related Content

What's hot

OpenRestyを用いてイケイケなサービスを作る方法
OpenRestyを用いてイケイケなサービスを作る方法OpenRestyを用いてイケイケなサービスを作る方法
OpenRestyを用いてイケイケなサービスを作る方法Sho Yoshida
 
Monitoring NGINX (plus): key metrics and how-to
Monitoring NGINX (plus): key metrics and how-toMonitoring NGINX (plus): key metrics and how-to
Monitoring NGINX (plus): key metrics and how-toDatadog
 
Docker Security
Docker SecurityDocker Security
Docker Securityantitree
 
Icinga 2 and puppet: automate monitoring
Icinga 2 and puppet: automate monitoringIcinga 2 and puppet: automate monitoring
Icinga 2 and puppet: automate monitoringOlinData
 
Code lifecycle on the Acquia Cloud Platform
Code lifecycle on the Acquia Cloud PlatformCode lifecycle on the Acquia Cloud Platform
Code lifecycle on the Acquia Cloud PlatformTimothy Hilliard
 
Demystifying Software Defined Networking (SDN)
Demystifying Software Defined Networking (SDN)Demystifying Software Defined Networking (SDN)
Demystifying Software Defined Networking (SDN)Matt Bynum
 
2600 av evasion_deuce
2600 av evasion_deuce2600 av evasion_deuce
2600 av evasion_deuceDb Cooper
 
MITM Attacks with Ettercap : TTU CyberEagles Club
MITM Attacks with Ettercap : TTU CyberEagles ClubMITM Attacks with Ettercap : TTU CyberEagles Club
MITM Attacks with Ettercap : TTU CyberEagles ClubShritesh Bhattarai
 
Network Test Automation - Net Ops Coding 2015
Network Test Automation - Net Ops Coding 2015Network Test Automation - Net Ops Coding 2015
Network Test Automation - Net Ops Coding 2015Hiroshi Ota
 
Nsa and vpn
Nsa and vpnNsa and vpn
Nsa and vpnantitree
 
OSDC 2015: Bernd Erk | Why favour Icinga over Nagios
OSDC 2015: Bernd Erk | Why favour Icinga over NagiosOSDC 2015: Bernd Erk | Why favour Icinga over Nagios
OSDC 2015: Bernd Erk | Why favour Icinga over NagiosNETWAYS
 
Automated Deployment Using Jenkins Across Clusters
Automated Deployment Using Jenkins Across ClustersAutomated Deployment Using Jenkins Across Clusters
Automated Deployment Using Jenkins Across ClustersNaveen S.R
 
The rsyslog v8 engine (developer's view)
The rsyslog v8 engine (developer's view)The rsyslog v8 engine (developer's view)
The rsyslog v8 engine (developer's view)Rainer Gerhards
 
What is new in icinga2
What is new in icinga2What is new in icinga2
What is new in icinga2Icinga
 
Kickstart your Kafka with Faker Data | Francesco Tisiot, Aiven.io
Kickstart your Kafka with Faker Data | Francesco Tisiot, Aiven.ioKickstart your Kafka with Faker Data | Francesco Tisiot, Aiven.io
Kickstart your Kafka with Faker Data | Francesco Tisiot, Aiven.ioHostedbyConfluent
 
Laverna vs etherpad
Laverna vs etherpadLaverna vs etherpad
Laverna vs etherpadantitree
 
Puppet Camp Paris 2015: Continuous Integration of Puppet Code (Intermediate)
Puppet Camp Paris 2015: Continuous Integration of Puppet Code (Intermediate) Puppet Camp Paris 2015: Continuous Integration of Puppet Code (Intermediate)
Puppet Camp Paris 2015: Continuous Integration of Puppet Code (Intermediate) Puppet
 

What's hot (20)

OpenRestyを用いてイケイケなサービスを作る方法
OpenRestyを用いてイケイケなサービスを作る方法OpenRestyを用いてイケイケなサービスを作る方法
OpenRestyを用いてイケイケなサービスを作る方法
 
Monitoring NGINX (plus): key metrics and how-to
Monitoring NGINX (plus): key metrics and how-toMonitoring NGINX (plus): key metrics and how-to
Monitoring NGINX (plus): key metrics and how-to
 
Docker Security
Docker SecurityDocker Security
Docker Security
 
Icinga 2 and puppet: automate monitoring
Icinga 2 and puppet: automate monitoringIcinga 2 and puppet: automate monitoring
Icinga 2 and puppet: automate monitoring
 
Code lifecycle on the Acquia Cloud Platform
Code lifecycle on the Acquia Cloud PlatformCode lifecycle on the Acquia Cloud Platform
Code lifecycle on the Acquia Cloud Platform
 
Demystifying Software Defined Networking (SDN)
Demystifying Software Defined Networking (SDN)Demystifying Software Defined Networking (SDN)
Demystifying Software Defined Networking (SDN)
 
2600 av evasion_deuce
2600 av evasion_deuce2600 av evasion_deuce
2600 av evasion_deuce
 
MITM Attacks with Ettercap : TTU CyberEagles Club
MITM Attacks with Ettercap : TTU CyberEagles ClubMITM Attacks with Ettercap : TTU CyberEagles Club
MITM Attacks with Ettercap : TTU CyberEagles Club
 
Bettercap
BettercapBettercap
Bettercap
 
Network Test Automation - Net Ops Coding 2015
Network Test Automation - Net Ops Coding 2015Network Test Automation - Net Ops Coding 2015
Network Test Automation - Net Ops Coding 2015
 
Cloud Native SDN
Cloud Native SDNCloud Native SDN
Cloud Native SDN
 
Nsa and vpn
Nsa and vpnNsa and vpn
Nsa and vpn
 
OSDC 2015: Bernd Erk | Why favour Icinga over Nagios
OSDC 2015: Bernd Erk | Why favour Icinga over NagiosOSDC 2015: Bernd Erk | Why favour Icinga over Nagios
OSDC 2015: Bernd Erk | Why favour Icinga over Nagios
 
Automated Deployment Using Jenkins Across Clusters
Automated Deployment Using Jenkins Across ClustersAutomated Deployment Using Jenkins Across Clusters
Automated Deployment Using Jenkins Across Clusters
 
The rsyslog v8 engine (developer's view)
The rsyslog v8 engine (developer's view)The rsyslog v8 engine (developer's view)
The rsyslog v8 engine (developer's view)
 
What is new in icinga2
What is new in icinga2What is new in icinga2
What is new in icinga2
 
Kickstart your Kafka with Faker Data | Francesco Tisiot, Aiven.io
Kickstart your Kafka with Faker Data | Francesco Tisiot, Aiven.ioKickstart your Kafka with Faker Data | Francesco Tisiot, Aiven.io
Kickstart your Kafka with Faker Data | Francesco Tisiot, Aiven.io
 
Laverna vs etherpad
Laverna vs etherpadLaverna vs etherpad
Laverna vs etherpad
 
Nikto
NiktoNikto
Nikto
 
Puppet Camp Paris 2015: Continuous Integration of Puppet Code (Intermediate)
Puppet Camp Paris 2015: Continuous Integration of Puppet Code (Intermediate) Puppet Camp Paris 2015: Continuous Integration of Puppet Code (Intermediate)
Puppet Camp Paris 2015: Continuous Integration of Puppet Code (Intermediate)
 

Viewers also liked

Data Driven SEO 3 - Николай Чудинов
Data Driven SEO 3 - Николай ЧудиновData Driven SEO 3 - Николай Чудинов
Data Driven SEO 3 - Николай ЧудиновChudinov Nikolay
 
Хранение данных на виниле / Константин Осипов (tarantool.org)
Хранение данных на виниле / Константин Осипов (tarantool.org)Хранение данных на виниле / Константин Осипов (tarantool.org)
Хранение данных на виниле / Константин Осипов (tarantool.org)Ontico
 
NoSQL — неспроста ли это "ЖЖЖ"?
NoSQL — неспроста ли это "ЖЖЖ"?NoSQL — неспроста ли это "ЖЖЖ"?
NoSQL — неспроста ли это "ЖЖЖ"?Daniel Podolsky
 
Использование Tarantool в качестве платформы виртуализации данных / Константи...
Использование Tarantool в качестве платформы виртуализации данных / Константи...Использование Tarantool в качестве платформы виртуализации данных / Константи...
Использование Tarantool в качестве платформы виртуализации данных / Константи...Ontico
 
За счет чего Tarantool такой оптимальный / Денис Аникин (Mail.Ru)
За счет чего Tarantool такой оптимальный / Денис Аникин (Mail.Ru)За счет чего Tarantool такой оптимальный / Денис Аникин (Mail.Ru)
За счет чего Tarantool такой оптимальный / Денис Аникин (Mail.Ru)Ontico
 
Стратегия и тактика улучшения производительности BSS систем оператора мобильн...
Стратегия и тактика улучшения производительности BSS систем оператора мобильн...Стратегия и тактика улучшения производительности BSS систем оператора мобильн...
Стратегия и тактика улучшения производительности BSS систем оператора мобильн...Ontico
 
Dennis Anikin - Tarantool Case Studies in Mail.Ru Group
Dennis Anikin - Tarantool Case Studies in Mail.Ru GroupDennis Anikin - Tarantool Case Studies in Mail.Ru Group
Dennis Anikin - Tarantool Case Studies in Mail.Ru GroupMail.ru Group
 
РИФ 2016, Tarantool – кейсы использования
РИФ 2016, Tarantool – кейсы использованияРИФ 2016, Tarantool – кейсы использования
РИФ 2016, Tarantool – кейсы использованияТарасов Константин
 

Viewers also liked (9)

Data Driven SEO 3 - Николай Чудинов
Data Driven SEO 3 - Николай ЧудиновData Driven SEO 3 - Николай Чудинов
Data Driven SEO 3 - Николай Чудинов
 
Хранение данных на виниле / Константин Осипов (tarantool.org)
Хранение данных на виниле / Константин Осипов (tarantool.org)Хранение данных на виниле / Константин Осипов (tarantool.org)
Хранение данных на виниле / Константин Осипов (tarantool.org)
 
NoSQL — неспроста ли это "ЖЖЖ"?
NoSQL — неспроста ли это "ЖЖЖ"?NoSQL — неспроста ли это "ЖЖЖ"?
NoSQL — неспроста ли это "ЖЖЖ"?
 
Использование Tarantool в качестве платформы виртуализации данных / Константи...
Использование Tarantool в качестве платформы виртуализации данных / Константи...Использование Tarantool в качестве платформы виртуализации данных / Константи...
Использование Tarantool в качестве платформы виртуализации данных / Константи...
 
За счет чего Tarantool такой оптимальный / Денис Аникин (Mail.Ru)
За счет чего Tarantool такой оптимальный / Денис Аникин (Mail.Ru)За счет чего Tarantool такой оптимальный / Денис Аникин (Mail.Ru)
За счет чего Tarantool такой оптимальный / Денис Аникин (Mail.Ru)
 
Стратегия и тактика улучшения производительности BSS систем оператора мобильн...
Стратегия и тактика улучшения производительности BSS систем оператора мобильн...Стратегия и тактика улучшения производительности BSS систем оператора мобильн...
Стратегия и тактика улучшения производительности BSS систем оператора мобильн...
 
Dennis Anikin - Tarantool Case Studies in Mail.Ru Group
Dennis Anikin - Tarantool Case Studies in Mail.Ru GroupDennis Anikin - Tarantool Case Studies in Mail.Ru Group
Dennis Anikin - Tarantool Case Studies in Mail.Ru Group
 
"Обзор Tarantool DB"
"Обзор Tarantool DB""Обзор Tarantool DB"
"Обзор Tarantool DB"
 
РИФ 2016, Tarantool – кейсы использования
РИФ 2016, Tarantool – кейсы использованияРИФ 2016, Tarantool – кейсы использования
РИФ 2016, Tarantool – кейсы использования
 

Similar to Master-Master Replication and Scaling of IoT Data Between Devices and Cloud

Using Java Script and COMPOSE to build cool IoT applications, SenZations 2015
Using Java Script and COMPOSE to build cool IoT applications, SenZations 2015Using Java Script and COMPOSE to build cool IoT applications, SenZations 2015
Using Java Script and COMPOSE to build cool IoT applications, SenZations 2015SenZations Summer School
 
Building the Internet of Things with Thingsquare and Contiki - day 1, part 3
Building the Internet of Things with Thingsquare and Contiki - day 1, part 3Building the Internet of Things with Thingsquare and Contiki - day 1, part 3
Building the Internet of Things with Thingsquare and Contiki - day 1, part 3Adam Dunkels
 
Inria Tech Talk : RIOT, l'OS libre pour vos objets connectés #IoT
Inria Tech Talk : RIOT, l'OS libre pour vos objets connectés #IoTInria Tech Talk : RIOT, l'OS libre pour vos objets connectés #IoT
Inria Tech Talk : RIOT, l'OS libre pour vos objets connectés #IoTStéphanie Roger
 
ch5-Fog Networks and Cloud Computing
ch5-Fog Networks and Cloud Computingch5-Fog Networks and Cloud Computing
ch5-Fog Networks and Cloud Computingssuser06ea42
 
Advanced Internet of Things firmware engineering with Thingsquare and Contiki...
Advanced Internet of Things firmware engineering with Thingsquare and Contiki...Advanced Internet of Things firmware engineering with Thingsquare and Contiki...
Advanced Internet of Things firmware engineering with Thingsquare and Contiki...Adam Dunkels
 
Null mumbai-iot-workshop
Null mumbai-iot-workshopNull mumbai-iot-workshop
Null mumbai-iot-workshopNitesh Malviya
 
End-to-end IoT solutions with Java and Eclipse IoT
End-to-end IoT solutions with Java and Eclipse IoTEnd-to-end IoT solutions with Java and Eclipse IoT
End-to-end IoT solutions with Java and Eclipse IoTBenjamin Cabé
 
KKBOX WWDC17 Security - Antony
KKBOX WWDC17 Security - AntonyKKBOX WWDC17 Security - Antony
KKBOX WWDC17 Security - AntonyLiyao Chen
 
Key Open Standards for inter-operable IoT systems
Key Open Standards for inter-operable IoT systemsKey Open Standards for inter-operable IoT systems
Key Open Standards for inter-operable IoT systemsPratul Sharma
 
Introduction to Internet of Things.pdf
Introduction to Internet of Things.pdfIntroduction to Internet of Things.pdf
Introduction to Internet of Things.pdfGVNSK Sravya
 
Building the Internet of Things with Thingsquare and Contiki - day 1, part 2
Building the Internet of Things with Thingsquare and Contiki - day 1, part 2Building the Internet of Things with Thingsquare and Contiki - day 1, part 2
Building the Internet of Things with Thingsquare and Contiki - day 1, part 2Adam Dunkels
 
Developers’ mDay u Banjoj Luci - Janko Isidorović, Mainflux – Unified IoT Pl...
Developers’ mDay u Banjoj Luci - Janko Isidorović, Mainflux –  Unified IoT Pl...Developers’ mDay u Banjoj Luci - Janko Isidorović, Mainflux –  Unified IoT Pl...
Developers’ mDay u Banjoj Luci - Janko Isidorović, Mainflux – Unified IoT Pl...mCloud
 
Global Azure boot camp 2015 - Microsoft IoT Solutions with Azure
Global Azure boot camp 2015 - Microsoft IoT Solutions with AzureGlobal Azure boot camp 2015 - Microsoft IoT Solutions with Azure
Global Azure boot camp 2015 - Microsoft IoT Solutions with AzureVinoth Rajagopalan
 
Distributed Data Flow for the Web of Things: Distributed Node-RED
Distributed Data Flow for the Web of Things: Distributed Node-REDDistributed Data Flow for the Web of Things: Distributed Node-RED
Distributed Data Flow for the Web of Things: Distributed Node-REDMichael Blackstock
 
ONUG Tutorial: Bridges and Tunnels Drive Through OpenStack Networking
ONUG Tutorial: Bridges and Tunnels Drive Through OpenStack NetworkingONUG Tutorial: Bridges and Tunnels Drive Through OpenStack Networking
ONUG Tutorial: Bridges and Tunnels Drive Through OpenStack Networkingmarkmcclain
 
Wifi direct p2p app
Wifi direct p2p appWifi direct p2p app
Wifi direct p2p appgeniushkg
 
Defining the stack for service delivery models and interoperability in the in...
Defining the stack for service delivery models and interoperability in the in...Defining the stack for service delivery models and interoperability in the in...
Defining the stack for service delivery models and interoperability in the in...ieeepondy
 
[Draft] Fast Prototyping with DPDK and eBPF in Containernet
[Draft] Fast Prototyping with DPDK and eBPF in Containernet[Draft] Fast Prototyping with DPDK and eBPF in Containernet
[Draft] Fast Prototyping with DPDK and eBPF in ContainernetAndrew Wang
 
Basic Foundation For Cybersecurity
Basic Foundation For CybersecurityBasic Foundation For Cybersecurity
Basic Foundation For CybersecurityMohammed Adam
 

Similar to Master-Master Replication and Scaling of IoT Data Between Devices and Cloud (20)

Using Java Script and COMPOSE to build cool IoT applications, SenZations 2015
Using Java Script and COMPOSE to build cool IoT applications, SenZations 2015Using Java Script and COMPOSE to build cool IoT applications, SenZations 2015
Using Java Script and COMPOSE to build cool IoT applications, SenZations 2015
 
Building the Internet of Things with Thingsquare and Contiki - day 1, part 3
Building the Internet of Things with Thingsquare and Contiki - day 1, part 3Building the Internet of Things with Thingsquare and Contiki - day 1, part 3
Building the Internet of Things with Thingsquare and Contiki - day 1, part 3
 
Inria Tech Talk : RIOT, l'OS libre pour vos objets connectés #IoT
Inria Tech Talk : RIOT, l'OS libre pour vos objets connectés #IoTInria Tech Talk : RIOT, l'OS libre pour vos objets connectés #IoT
Inria Tech Talk : RIOT, l'OS libre pour vos objets connectés #IoT
 
ch5-Fog Networks and Cloud Computing
ch5-Fog Networks and Cloud Computingch5-Fog Networks and Cloud Computing
ch5-Fog Networks and Cloud Computing
 
Advanced Internet of Things firmware engineering with Thingsquare and Contiki...
Advanced Internet of Things firmware engineering with Thingsquare and Contiki...Advanced Internet of Things firmware engineering with Thingsquare and Contiki...
Advanced Internet of Things firmware engineering with Thingsquare and Contiki...
 
Null mumbai-iot-workshop
Null mumbai-iot-workshopNull mumbai-iot-workshop
Null mumbai-iot-workshop
 
End-to-end IoT solutions with Java and Eclipse IoT
End-to-end IoT solutions with Java and Eclipse IoTEnd-to-end IoT solutions with Java and Eclipse IoT
End-to-end IoT solutions with Java and Eclipse IoT
 
KKBOX WWDC17 Security - Antony
KKBOX WWDC17 Security - AntonyKKBOX WWDC17 Security - Antony
KKBOX WWDC17 Security - Antony
 
Key Open Standards for inter-operable IoT systems
Key Open Standards for inter-operable IoT systemsKey Open Standards for inter-operable IoT systems
Key Open Standards for inter-operable IoT systems
 
Introduction to Internet of Things.pdf
Introduction to Internet of Things.pdfIntroduction to Internet of Things.pdf
Introduction to Internet of Things.pdf
 
Building the Internet of Things with Thingsquare and Contiki - day 1, part 2
Building the Internet of Things with Thingsquare and Contiki - day 1, part 2Building the Internet of Things with Thingsquare and Contiki - day 1, part 2
Building the Internet of Things with Thingsquare and Contiki - day 1, part 2
 
Developers’ mDay u Banjoj Luci - Janko Isidorović, Mainflux – Unified IoT Pl...
Developers’ mDay u Banjoj Luci - Janko Isidorović, Mainflux –  Unified IoT Pl...Developers’ mDay u Banjoj Luci - Janko Isidorović, Mainflux –  Unified IoT Pl...
Developers’ mDay u Banjoj Luci - Janko Isidorović, Mainflux – Unified IoT Pl...
 
Global Azure boot camp 2015 - Microsoft IoT Solutions with Azure
Global Azure boot camp 2015 - Microsoft IoT Solutions with AzureGlobal Azure boot camp 2015 - Microsoft IoT Solutions with Azure
Global Azure boot camp 2015 - Microsoft IoT Solutions with Azure
 
Distributed Data Flow for the Web of Things: Distributed Node-RED
Distributed Data Flow for the Web of Things: Distributed Node-REDDistributed Data Flow for the Web of Things: Distributed Node-RED
Distributed Data Flow for the Web of Things: Distributed Node-RED
 
ONUG Tutorial: Bridges and Tunnels Drive Through OpenStack Networking
ONUG Tutorial: Bridges and Tunnels Drive Through OpenStack NetworkingONUG Tutorial: Bridges and Tunnels Drive Through OpenStack Networking
ONUG Tutorial: Bridges and Tunnels Drive Through OpenStack Networking
 
Wifi direct p2p app
Wifi direct p2p appWifi direct p2p app
Wifi direct p2p app
 
Workshop slides
Workshop slidesWorkshop slides
Workshop slides
 
Defining the stack for service delivery models and interoperability in the in...
Defining the stack for service delivery models and interoperability in the in...Defining the stack for service delivery models and interoperability in the in...
Defining the stack for service delivery models and interoperability in the in...
 
[Draft] Fast Prototyping with DPDK and eBPF in Containernet
[Draft] Fast Prototyping with DPDK and eBPF in Containernet[Draft] Fast Prototyping with DPDK and eBPF in Containernet
[Draft] Fast Prototyping with DPDK and eBPF in Containernet
 
Basic Foundation For Cybersecurity
Basic Foundation For CybersecurityBasic Foundation For Cybersecurity
Basic Foundation For Cybersecurity
 

Recently uploaded

MYjobs Presentation Django-based project
MYjobs Presentation Django-based projectMYjobs Presentation Django-based project
MYjobs Presentation Django-based projectAnoyGreter
 
SuccessFactors 1H 2024 Release - Sneak-Peek by Deloitte Germany
SuccessFactors 1H 2024 Release - Sneak-Peek by Deloitte GermanySuccessFactors 1H 2024 Release - Sneak-Peek by Deloitte Germany
SuccessFactors 1H 2024 Release - Sneak-Peek by Deloitte GermanyChristoph Pohl
 
Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)OPEN KNOWLEDGE GmbH
 
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024StefanoLambiase
 
What are the key points to focus on before starting to learn ETL Development....
What are the key points to focus on before starting to learn ETL Development....What are the key points to focus on before starting to learn ETL Development....
What are the key points to focus on before starting to learn ETL Development....kzayra69
 
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEBATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEOrtus Solutions, Corp
 
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdf
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdfGOING AOT WITH GRAALVM – DEVOXX GREECE.pdf
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdfAlina Yurenko
 
The Evolution of Karaoke From Analog to App.pdf
The Evolution of Karaoke From Analog to App.pdfThe Evolution of Karaoke From Analog to App.pdf
The Evolution of Karaoke From Analog to App.pdfPower Karaoke
 
ODSC - Batch to Stream workshop - integration of Apache Spark, Cassandra, Pos...
ODSC - Batch to Stream workshop - integration of Apache Spark, Cassandra, Pos...ODSC - Batch to Stream workshop - integration of Apache Spark, Cassandra, Pos...
ODSC - Batch to Stream workshop - integration of Apache Spark, Cassandra, Pos...Christina Lin
 
Building Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop SlideBuilding Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop SlideChristina Lin
 
Folding Cheat Sheet #4 - fourth in a series
Folding Cheat Sheet #4 - fourth in a seriesFolding Cheat Sheet #4 - fourth in a series
Folding Cheat Sheet #4 - fourth in a seriesPhilip Schwarz
 
KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptx
KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptxKnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptx
KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptxTier1 app
 
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...soniya singh
 
Unveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New FeaturesUnveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New FeaturesŁukasz Chruściel
 
What is Fashion PLM and Why Do You Need It
What is Fashion PLM and Why Do You Need ItWhat is Fashion PLM and Why Do You Need It
What is Fashion PLM and Why Do You Need ItWave PLM
 
React Server Component in Next.js by Hanief Utama
React Server Component in Next.js by Hanief UtamaReact Server Component in Next.js by Hanief Utama
React Server Component in Next.js by Hanief UtamaHanief Utama
 
Advancing Engineering with AI through the Next Generation of Strategic Projec...
Advancing Engineering with AI through the Next Generation of Strategic Projec...Advancing Engineering with AI through the Next Generation of Strategic Projec...
Advancing Engineering with AI through the Next Generation of Strategic Projec...OnePlan Solutions
 
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer DataAdobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer DataBradBedford3
 
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio, Inc.
 

Recently uploaded (20)

MYjobs Presentation Django-based project
MYjobs Presentation Django-based projectMYjobs Presentation Django-based project
MYjobs Presentation Django-based project
 
SuccessFactors 1H 2024 Release - Sneak-Peek by Deloitte Germany
SuccessFactors 1H 2024 Release - Sneak-Peek by Deloitte GermanySuccessFactors 1H 2024 Release - Sneak-Peek by Deloitte Germany
SuccessFactors 1H 2024 Release - Sneak-Peek by Deloitte Germany
 
Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)
 
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024
Dealing with Cultural Dispersion — Stefano Lambiase — ICSE-SEIS 2024
 
Hot Sexy call girls in Patel Nagar🔝 9953056974 🔝 escort Service
Hot Sexy call girls in Patel Nagar🔝 9953056974 🔝 escort ServiceHot Sexy call girls in Patel Nagar🔝 9953056974 🔝 escort Service
Hot Sexy call girls in Patel Nagar🔝 9953056974 🔝 escort Service
 
What are the key points to focus on before starting to learn ETL Development....
What are the key points to focus on before starting to learn ETL Development....What are the key points to focus on before starting to learn ETL Development....
What are the key points to focus on before starting to learn ETL Development....
 
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEBATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
 
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdf
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdfGOING AOT WITH GRAALVM – DEVOXX GREECE.pdf
GOING AOT WITH GRAALVM – DEVOXX GREECE.pdf
 
The Evolution of Karaoke From Analog to App.pdf
The Evolution of Karaoke From Analog to App.pdfThe Evolution of Karaoke From Analog to App.pdf
The Evolution of Karaoke From Analog to App.pdf
 
ODSC - Batch to Stream workshop - integration of Apache Spark, Cassandra, Pos...
ODSC - Batch to Stream workshop - integration of Apache Spark, Cassandra, Pos...ODSC - Batch to Stream workshop - integration of Apache Spark, Cassandra, Pos...
ODSC - Batch to Stream workshop - integration of Apache Spark, Cassandra, Pos...
 
Building Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop SlideBuilding Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
 
Folding Cheat Sheet #4 - fourth in a series
Folding Cheat Sheet #4 - fourth in a seriesFolding Cheat Sheet #4 - fourth in a series
Folding Cheat Sheet #4 - fourth in a series
 
KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptx
KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptxKnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptx
KnowAPIs-UnknownPerf-jaxMainz-2024 (1).pptx
 
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
 
Unveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New FeaturesUnveiling the Future: Sylius 2.0 New Features
Unveiling the Future: Sylius 2.0 New Features
 
What is Fashion PLM and Why Do You Need It
What is Fashion PLM and Why Do You Need ItWhat is Fashion PLM and Why Do You Need It
What is Fashion PLM and Why Do You Need It
 
React Server Component in Next.js by Hanief Utama
React Server Component in Next.js by Hanief UtamaReact Server Component in Next.js by Hanief Utama
React Server Component in Next.js by Hanief Utama
 
Advancing Engineering with AI through the Next Generation of Strategic Projec...
Advancing Engineering with AI through the Next Generation of Strategic Projec...Advancing Engineering with AI through the Next Generation of Strategic Projec...
Advancing Engineering with AI through the Next Generation of Strategic Projec...
 
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer DataAdobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
 
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed DataAlluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
Alluxio Monthly Webinar | Cloud-Native Model Training on Distributed Data
 

Master-Master Replication and Scaling of IoT Data Between Devices and Cloud