SlideShare uma empresa Scribd logo
1 de 46
Baixar para ler offline
Rotem Hermon
@margolis20
Actors, Evolved
#dmconf15
Not THAT
kind of actors.
Multithreading
The problem with multi-threaded concurrency
• Shared memory and state
• Race conditions
• Locks and deadlocks
• Blocking calls
• Hard to understand and maintain
• Not easily distributed
Threads are EVIL!
There has to be a
better way…
The Actor Model
• Formalized in 1973 (Carl Hewitt)
• Concurrency by Message Passing
• Avoids problems of threading and locking
An Actor, Carl Hewitt definition
• The fundamental unit of computation that embodies:
• Processing
• Storage
• Communication
• An actor can:
• Create new Actors
• Send messages to Actors
• Designate how to handle the next message
An Actor
• Lightweight
• Never shares state
• Communicates through asynchronous messages
• Mailbox buffers incoming messages
• Processes one message at a time
An Actor
• Lightweight
• Never shares state
• Communicates through asynchronous messages
• Mailbox buffers incoming messages
• Processes one message at a time
• Single threaded
The Actor Model
• Higher abstraction level
• Simpler concurrent programming model
• Write single-threaded code (easier to understand)
• Concurrency and scale via actor instances
• Maximizes CPU utilization
• Easy to distribute
(Actors are actually
Nanoservices)
Leading Classic Actor Implementations
• Erlang
• Developed in the late 90s by Ericsson for HA telecom exchanges
• Actors are a core language feature
• Akka
• A JVM (Scala/Java) Actor framework library
• Started by Jonas Bonér in 2009
• Became part of Typesafe (company behind Scala)
• .NET port in progress since 2014 (Akka.NET)
Akka Fundamentals
Actors Contains:
• State
• Behavior
• An actor can “switch” its internal behavior
• Mailbox
• Several types of mailboxes
• Children
• An actor is “responsible” for other actors it creates - Supervisor
Akka Fundamentals
• Actors form an hierarchical structure
Akka Fundamentals
• Actor Lifecycle
• Actors needs to be created
and destroyed
• Fault handling is done via
supervision hierarchies
• Several available supervision
strategies
Akka Fundamentals
• Location Transparency
• Actors can be created remotely
• Actors are called via an actor reference, same for local and remote
• Akka Clustering for additional features
Akka Fundamentals
• Dispatchers
• Schedules the message delivery to actors (code execution)
• Can be shared across actors
• Several types of dispatchers and configurations
Akka Fundamentals
• Routers
• An actor that routes messages to other actors
• Several routing strategies
There has to be a
better way…
Virtual Actors
• A simplified Actors implementation with a higher abstraction
level
• Introduced by Microsoft Research – Project Orleans
• Goals:
• Make distributed application programming easier
• Prefer developer productivity and transparent scalability
• “A programming model and runtime for building cloud native
services”
Virtual Actors
• A Virtual Actor:
always exists
and
never fails
Virtual Actors
Actor types:
• Worker
• An auto-scaling processing unit – multiple instances created by
framework as needed
Virtual Actors
Actor types:
• Single Activation
• Guaranteed to have a single active instance in the cluster
Virtual Actors
Actor types:
• Single Activation
• Guaranteed to have a single active instance in the cluster
• A Stateful application middle-tier!
Virtual Actor Framework
• A runtime providing virtual “actor space”, analogues to
virtual memory
• Handles Actor placement, activation and GC when needed
• Balances resources across the cluster, provides elastic
scalability
Virtual Actor Framework
Node
Node
Node
Node
Node
Node
Virtual Actor Framework
Virtual Actor Framework
User
#21
User
#73
Game
#254 Game
#33
Virtual Actor Framework
Auto Scaling
Virtual Actor Framework
Auto Scaling
Virtual Actor Framework
Auto Scaling
Virtual Actor Framework
Auto Scaling
Virtual Actor Framework
Failure Recovery
Virtual Actor Framework
Failure Recovery
Virtual Actor Framework
Failure Recovery
Simplified Programming Model
• An Actor is a class, implementing an interface with
asynchronous methods
• The caller of an Actor uses the actor interface via a proxy
• Messaging is transparent and handled by the runtime.
Programmers deal with interfaces and methods
Simplified Programming Model
Simplified Programming Model
Use Cases
• Stateful Services
• Smart Cache
• Modeling objects at scale (games, IoT)
• Protecting resources / Aggregations
Virtual Actor Implementations
• Orleans (.NET)
• Started by Microsoft Research in 2011, in production since 2012
• Service high scale services on Azure (Halo 4 cloud services)
• Open sourced in January 2015, active community
• Orbit (Java)
• Developed by BioWare (division of Electronic Arts)
• Inspired by Orleans (“not a port but a re-write”)
• Powering online game services
• Azure Service Fabric (Reliable Actors)
Virtual Actors (Orleans)
• Focus on simplicity and
productivity
• Implicit lifecycle, handled by
runtime
• Automatic clustering and load
balancing
• No hierarchy, all actors are
directly accessible
• Actor interfaces are regular
interfaces (standard OOP)
Classic Actors (Akka)
• Provide full power (exposing
complexity)
• Explicit lifecycle, handled by
programmer
• Clustering and load balancing
available (but more complex)
• Actors are hierarchical and
accessible by path
• Actors communicates via explicit
message classes
Virtual Actors (Orleans)
Choose if:
• Need a simple model for
distributed applications
• Automatic and straightforward
scaling
• Development team with varied
levels of experience
Classic Actors (Akka)
Choose if:
• Need full power – complex
topologies, fine grain failure
handling, dynamic changing of
behavior, explicit message
handling
• Experienced development team
Thank You!
Rotem Hermon
@margolis20
VP Architecture @ Gigya

Mais conteúdo relacionado

Mais procurados

RabbitMQ and EasyNetQ
RabbitMQ and EasyNetQRabbitMQ and EasyNetQ
RabbitMQ and EasyNetQKen Taylor
 
Standard libraries with_xamarin
Standard libraries with_xamarinStandard libraries with_xamarin
Standard libraries with_xamarinKen Tucker
 
Developing distributed applications with Akka and Akka Cluster
Developing distributed applications with Akka and Akka ClusterDeveloping distributed applications with Akka and Akka Cluster
Developing distributed applications with Akka and Akka ClusterKonstantin Tsykulenko
 
Hashicorp Products Overview
Hashicorp Products OverviewHashicorp Products Overview
Hashicorp Products OverviewUchit Vyas ☁
 
Indic threads pune12-typesafe stack software development on the jvm
Indic threads pune12-typesafe stack software development on the jvmIndic threads pune12-typesafe stack software development on the jvm
Indic threads pune12-typesafe stack software development on the jvmIndicThreads
 
Rebooting design in RavenDB
Rebooting design in RavenDBRebooting design in RavenDB
Rebooting design in RavenDBOren Eini
 
Staying friendly with the gc
Staying friendly with the gcStaying friendly with the gc
Staying friendly with the gcOren Eini
 
Deploying microservices on AWS
Deploying microservices on AWSDeploying microservices on AWS
Deploying microservices on AWSMichael Haberman
 
Containerize all the things!
Containerize all the things!Containerize all the things!
Containerize all the things!Mike Melusky
 
Solr security frameworks
Solr security frameworksSolr security frameworks
Solr security frameworksAnshum Gupta
 
Highly Available, Elastic and Self-healing Moodle on OpenStack
Highly Available, Elastic and Self-healing Moodle on OpenStackHighly Available, Elastic and Self-healing Moodle on OpenStack
Highly Available, Elastic and Self-healing Moodle on OpenStackEnovation
 
SaltStack - An open source software story
SaltStack - An open source software storySaltStack - An open source software story
SaltStack - An open source software storySaltStack
 
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless Dreams
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless DreamsRainbows, Unicorns, and other Fairy Tales in the Land of Serverless Dreams
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless DreamsJosh Carlisle
 
AtlasCamp 2014: Preparing Your Plugin for JIRA Data Center
AtlasCamp 2014: Preparing Your Plugin for JIRA Data CenterAtlasCamp 2014: Preparing Your Plugin for JIRA Data Center
AtlasCamp 2014: Preparing Your Plugin for JIRA Data CenterAtlassian
 
Can i Get C# for Free ?
Can i Get C# for Free ?Can i Get C# for Free ?
Can i Get C# for Free ?Welly Tambunan
 
Keynote Yonik Seeley & Steve Rowe lucene solr roadmap
Keynote   Yonik Seeley & Steve Rowe lucene solr roadmapKeynote   Yonik Seeley & Steve Rowe lucene solr roadmap
Keynote Yonik Seeley & Steve Rowe lucene solr roadmaplucenerevolution
 

Mais procurados (20)

RabbitMQ and EasyNetQ
RabbitMQ and EasyNetQRabbitMQ and EasyNetQ
RabbitMQ and EasyNetQ
 
Standard libraries with_xamarin
Standard libraries with_xamarinStandard libraries with_xamarin
Standard libraries with_xamarin
 
Developing distributed applications with Akka and Akka Cluster
Developing distributed applications with Akka and Akka ClusterDeveloping distributed applications with Akka and Akka Cluster
Developing distributed applications with Akka and Akka Cluster
 
Hashicorp Products Overview
Hashicorp Products OverviewHashicorp Products Overview
Hashicorp Products Overview
 
Akkurate Akka
Akkurate AkkaAkkurate Akka
Akkurate Akka
 
Indic threads pune12-typesafe stack software development on the jvm
Indic threads pune12-typesafe stack software development on the jvmIndic threads pune12-typesafe stack software development on the jvm
Indic threads pune12-typesafe stack software development on the jvm
 
Rebooting design in RavenDB
Rebooting design in RavenDBRebooting design in RavenDB
Rebooting design in RavenDB
 
Staying friendly with the gc
Staying friendly with the gcStaying friendly with the gc
Staying friendly with the gc
 
Deploying microservices on AWS
Deploying microservices on AWSDeploying microservices on AWS
Deploying microservices on AWS
 
Containerize all the things!
Containerize all the things!Containerize all the things!
Containerize all the things!
 
Solr security frameworks
Solr security frameworksSolr security frameworks
Solr security frameworks
 
Highly Available, Elastic and Self-healing Moodle on OpenStack
Highly Available, Elastic and Self-healing Moodle on OpenStackHighly Available, Elastic and Self-healing Moodle on OpenStack
Highly Available, Elastic and Self-healing Moodle on OpenStack
 
SaltStack - An open source software story
SaltStack - An open source software storySaltStack - An open source software story
SaltStack - An open source software story
 
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless Dreams
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless DreamsRainbows, Unicorns, and other Fairy Tales in the Land of Serverless Dreams
Rainbows, Unicorns, and other Fairy Tales in the Land of Serverless Dreams
 
Akka Fundamentals
Akka FundamentalsAkka Fundamentals
Akka Fundamentals
 
AtlasCamp 2014: Preparing Your Plugin for JIRA Data Center
AtlasCamp 2014: Preparing Your Plugin for JIRA Data CenterAtlasCamp 2014: Preparing Your Plugin for JIRA Data Center
AtlasCamp 2014: Preparing Your Plugin for JIRA Data Center
 
Can i Get C# for Free ?
Can i Get C# for Free ?Can i Get C# for Free ?
Can i Get C# for Free ?
 
RavenDB 4.0
RavenDB 4.0RavenDB 4.0
RavenDB 4.0
 
Stackato v2
Stackato v2Stackato v2
Stackato v2
 
Keynote Yonik Seeley & Steve Rowe lucene solr roadmap
Keynote   Yonik Seeley & Steve Rowe lucene solr roadmapKeynote   Yonik Seeley & Steve Rowe lucene solr roadmap
Keynote Yonik Seeley & Steve Rowe lucene solr roadmap
 

Semelhante a Actors evolved- Rotem Hermon

Actors and Microservices - Can two walk together? - Rotem Hermon, Gigya
Actors and Microservices - Can two walk together? - Rotem Hermon, GigyaActors and Microservices - Can two walk together? - Rotem Hermon, Gigya
Actors and Microservices - Can two walk together? - Rotem Hermon, GigyaCodemotion Tel Aviv
 
Typesafe stack - Scala, Akka and Play
Typesafe stack - Scala, Akka and PlayTypesafe stack - Scala, Akka and Play
Typesafe stack - Scala, Akka and PlayLuka Zakrajšek
 
Rethinking the debugger
Rethinking the debuggerRethinking the debugger
Rethinking the debuggerIulian Dragos
 
The Economies of Scaling Software
The Economies of Scaling SoftwareThe Economies of Scaling Software
The Economies of Scaling SoftwareAbdelmonaim Remani
 
The economies of scaling software - Abdel Remani
The economies of scaling software - Abdel RemaniThe economies of scaling software - Abdel Remani
The economies of scaling software - Abdel Remanijaxconf
 
VoltDB and Erlang - Tech planet 2012
VoltDB and Erlang - Tech planet 2012VoltDB and Erlang - Tech planet 2012
VoltDB and Erlang - Tech planet 2012Eonblast
 
Container Orchestration for .NET Developers
Container Orchestration for .NET DevelopersContainer Orchestration for .NET Developers
Container Orchestration for .NET DevelopersMike Melusky
 
JAVA object oriented programming (oop).ppt
JAVA object oriented programming (oop).pptJAVA object oriented programming (oop).ppt
JAVA object oriented programming (oop).pptAliyaJav
 
Intro to elixir and phoenix
Intro to elixir and phoenixIntro to elixir and phoenix
Intro to elixir and phoenixJared Smith
 
Real world Scala hAkking NLJUG JFall 2011
Real world Scala hAkking NLJUG JFall 2011Real world Scala hAkking NLJUG JFall 2011
Real world Scala hAkking NLJUG JFall 2011Raymond Roestenburg
 
.Net programming with C#
.Net programming with C#.Net programming with C#
.Net programming with C#NguynSang29
 
CSP: Huh? And Components
CSP: Huh? And ComponentsCSP: Huh? And Components
CSP: Huh? And ComponentsDaniel Fagnan
 
PresentationPatterns_v2
PresentationPatterns_v2PresentationPatterns_v2
PresentationPatterns_v2Maksym Tolstik
 
8. Software Development Security
8. Software Development Security8. Software Development Security
8. Software Development SecuritySam Bowne
 

Semelhante a Actors evolved- Rotem Hermon (20)

Actors and Microservices - Can two walk together? - Rotem Hermon, Gigya
Actors and Microservices - Can two walk together? - Rotem Hermon, GigyaActors and Microservices - Can two walk together? - Rotem Hermon, Gigya
Actors and Microservices - Can two walk together? - Rotem Hermon, Gigya
 
Akka.Net Overview
Akka.Net OverviewAkka.Net Overview
Akka.Net Overview
 
Typesafe stack - Scala, Akka and Play
Typesafe stack - Scala, Akka and PlayTypesafe stack - Scala, Akka and Play
Typesafe stack - Scala, Akka and Play
 
xaml overview
xaml overviewxaml overview
xaml overview
 
Rethinking the debugger
Rethinking the debuggerRethinking the debugger
Rethinking the debugger
 
The Economies of Scaling Software
The Economies of Scaling SoftwareThe Economies of Scaling Software
The Economies of Scaling Software
 
The economies of scaling software - Abdel Remani
The economies of scaling software - Abdel RemaniThe economies of scaling software - Abdel Remani
The economies of scaling software - Abdel Remani
 
Scalable game-servers-tgc
Scalable game-servers-tgcScalable game-servers-tgc
Scalable game-servers-tgc
 
Akka Actors
Akka ActorsAkka Actors
Akka Actors
 
Road Trip To Component
Road Trip To ComponentRoad Trip To Component
Road Trip To Component
 
VoltDB and Erlang - Tech planet 2012
VoltDB and Erlang - Tech planet 2012VoltDB and Erlang - Tech planet 2012
VoltDB and Erlang - Tech planet 2012
 
Container Orchestration for .NET Developers
Container Orchestration for .NET DevelopersContainer Orchestration for .NET Developers
Container Orchestration for .NET Developers
 
JAVA object oriented programming (oop).ppt
JAVA object oriented programming (oop).pptJAVA object oriented programming (oop).ppt
JAVA object oriented programming (oop).ppt
 
Intro to elixir and phoenix
Intro to elixir and phoenixIntro to elixir and phoenix
Intro to elixir and phoenix
 
Real world Scala hAkking NLJUG JFall 2011
Real world Scala hAkking NLJUG JFall 2011Real world Scala hAkking NLJUG JFall 2011
Real world Scala hAkking NLJUG JFall 2011
 
.Net programming with C#
.Net programming with C#.Net programming with C#
.Net programming with C#
 
CSP: Huh? And Components
CSP: Huh? And ComponentsCSP: Huh? And Components
CSP: Huh? And Components
 
PresentationPatterns_v2
PresentationPatterns_v2PresentationPatterns_v2
PresentationPatterns_v2
 
8. Software Development Security
8. Software Development Security8. Software Development Security
8. Software Development Security
 
Rvrsit
RvrsitRvrsit
Rvrsit
 

Mais de distributed matters

Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik RüttimannCloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimanndistributed matters
 
What and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual GrallWhat and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual Gralldistributed matters
 
NoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre BittnerNoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre Bittnerdistributed matters
 
Functional Operations - Susan Potter
Functional Operations - Susan PotterFunctional Operations - Susan Potter
Functional Operations - Susan Potterdistributed matters
 
Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup distributed matters
 
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike SteenbergenMeet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergendistributed matters
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices -  Michael HacksteinNoSQL meets Microservices -  Michael Hackstein
NoSQL meets Microservices - Michael Hacksteindistributed matters
 
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015distributed matters
 
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...distributed matters
 
Conflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark NadalConflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark Nadaldistributed matters
 
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp KrennA tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenndistributed matters
 
NoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin EsmannNoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin Esmanndistributed matters
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael HacksteinNoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael Hacksteindistributed matters
 
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil CalcadoNo Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcadodistributed matters
 
Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...distributed matters
 
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...distributed matters
 
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
 Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnesdistributed matters
 

Mais de distributed matters (17)

Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik RüttimannCloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
 
What and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual GrallWhat and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual Grall
 
NoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre BittnerNoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre Bittner
 
Functional Operations - Susan Potter
Functional Operations - Susan PotterFunctional Operations - Susan Potter
Functional Operations - Susan Potter
 
Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup
 
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike SteenbergenMeet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
Meet Spilo, Zalando’s HIGH-AVAILABLE POSTGRESQL CLUSTER - Feike Steenbergen
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices -  Michael HacksteinNoSQL meets Microservices -  Michael Hackstein
NoSQL meets Microservices - Michael Hackstein
 
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
 
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
 
Conflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark NadalConflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark Nadal
 
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp KrennA tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
 
NoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin EsmannNoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin Esmann
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael HacksteinNoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices - Michael Hackstein
 
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil CalcadoNo Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
 
Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...Disque: a detailed overview of the distributed implementation - Salvatore San...
Disque: a detailed overview of the distributed implementation - Salvatore San...
 
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
Microservices - stress-free and without increased heart-attack risk - Uwe Fri...
 
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
 Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
Microservices with Netflix OSS & Spring Cloud - Arnaud Cogoluègnes
 

Último

Harnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptxHarnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptxParas Gupta
 
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATIONCapstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATIONLakpaYanziSherpa
 
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Klinik kandungan
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareGraham Ware
 
Gartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxGartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxchadhar227
 
SR-101-01012024-EN.docx Federal Constitution of the Swiss Confederation
SR-101-01012024-EN.docx  Federal Constitution  of the Swiss ConfederationSR-101-01012024-EN.docx  Federal Constitution  of the Swiss Confederation
SR-101-01012024-EN.docx Federal Constitution of the Swiss ConfederationEfruzAsilolu
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Valters Lauzums
 
PLE-statistics document for primary schs
PLE-statistics document for primary schsPLE-statistics document for primary schs
PLE-statistics document for primary schscnajjemba
 
Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book now
Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book nowVadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book now
Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book nowgargpaaro
 
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...nirzagarg
 
7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.pptibrahimabdi22
 
Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubaikojalkojal131
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...gajnagarg
 
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24  Building Real-Time Pipelines With FLaNKDATA SUMMIT 24  Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNKTimothy Spann
 
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样wsppdmt
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabiaahmedjiabur940
 
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制vexqp
 
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制vexqp
 

Último (20)

Harnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptxHarnessing the Power of GenAI for BI and Reporting.pptx
Harnessing the Power of GenAI for BI and Reporting.pptx
 
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATIONCapstone in Interprofessional Informatic  // IMPACT OF COVID 19 ON EDUCATION
Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION
 
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
 
Digital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham WareDigital Transformation Playbook by Graham Ware
Digital Transformation Playbook by Graham Ware
 
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get CytotecAbortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
 
Gartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptxGartner's Data Analytics Maturity Model.pptx
Gartner's Data Analytics Maturity Model.pptx
 
SR-101-01012024-EN.docx Federal Constitution of the Swiss Confederation
SR-101-01012024-EN.docx  Federal Constitution  of the Swiss ConfederationSR-101-01012024-EN.docx  Federal Constitution  of the Swiss Confederation
SR-101-01012024-EN.docx Federal Constitution of the Swiss Confederation
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
PLE-statistics document for primary schs
PLE-statistics document for primary schsPLE-statistics document for primary schs
PLE-statistics document for primary schs
 
Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book now
Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book nowVadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book now
Vadodara 💋 Call Girl 7737669865 Call Girls in Vadodara Escort service book now
 
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
 
7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt7. Epi of Chronic respiratory diseases.ppt
7. Epi of Chronic respiratory diseases.ppt
 
Dubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls DubaiDubai Call Girls Peeing O525547819 Call Girls Dubai
Dubai Call Girls Peeing O525547819 Call Girls Dubai
 
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
Top profile Call Girls In Chandrapur [ 7014168258 ] Call Me For Genuine Model...
 
Sequential and reinforcement learning for demand side management by Margaux B...
Sequential and reinforcement learning for demand side management by Margaux B...Sequential and reinforcement learning for demand side management by Margaux B...
Sequential and reinforcement learning for demand side management by Margaux B...
 
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24  Building Real-Time Pipelines With FLaNKDATA SUMMIT 24  Building Real-Time Pipelines With FLaNK
DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK
 
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
 
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi ArabiaIn Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
In Riyadh ((+919101817206)) Cytotec kit @ Abortion Pills Saudi Arabia
 
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
怎样办理旧金山城市学院毕业证(CCSF毕业证书)成绩单学校原版复制
 
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
 

Actors evolved- Rotem Hermon