SlideShare ist ein Scribd-Unternehmen logo
1 von 42
Downloaden Sie, um offline zu lesen
Technical Overview
[Client]
[Date]
Why Actor-Based Systems Are
The Best For Microservices
Yaroslav Tkachenko
Senior Software Engineer, Lead at Mobify
@sap1ens
Monolith Microservices
“Easy” way – HTTP / RPC API
POST /foo
service-x.example.com
§ Destination – where to send request?
§ Service discovery
§ Tight coupling
§ Time – expect reply right away?
§ Failure – always expect success?
§ Retries and failure handling
§ Back-pressure / circuit breakers
But wait…
How about Netflix, Twitter, etc.?
Yes, it’s possible to build reliable systems
with HTTP/RPC APIs! But:
§ Are you ready to invest a lot of resources
§ Do you really need it?
Reactive Revealed: Resiliency, Failures vs Errors, Isolation,
Delegation and Replication by Jonas Boner
Surviving Micro-services by Richard Rodger
So, let’s try to:
§ Use message queues for communication
§ Use actors as publishers and subscribers
- Send …
- Receive …
Another way - Messaging
- Send …
- Receive …
queue.events
Enterprise Service Bus?
Kafka Connect
So, why message queues now?
§ Not ESBs!
§ Lightweight pub/sub instead
§ Low coupling
§ Promotes eventual consistency
§ Highly scalable and available
§ Built-in discovery, retries, tracing, etc.
§ Serverless!
By the way, I don’t think that ALL your communication should
happen through the message queues. But it’s something that
you should strive for!
External request
(HTTP)
External request
(HTTP)Write
Always
asynchronous
using messages
Read
Alternatives to
blocking call:
- Caching
- Denormalization
- Different routing
Example: integrations
“Macroservices” External APIs
“Macroservices” External APIs
New user!
“Macroservices” External APIs
New user!
User created
EIP was published in 2003 and it contains 65 patterns
Enterprise Integration Patterns
Patterns from the example:
§ Publish – Subscribe Channel (“Broadcast”)
§ Durable Subscriber
§ Idempotent Receiver
So, have I convinced you that messaging patterns are great?
But why actors? I can just use a message queue and a bunch
of consumers/producers
It’s all about semantics
An actor is a computational entity that, in response to a
message it receives, can concurrently:
• send a finite number of messages to other actors
• create a finite number of new actors
• designate the behavior to be used for the next message it
receives.
Actors are known for concurrency, but let’s focus on message
passing instead
Actors in Scala/Akka and Erlang
Actor ActorMessage
Actor ActorMessage queue
ActiveMQ message listener in Java (just kidding)
ActiveMQ message listener in Java (zoom-in)
Actor-based (Akka) message listener in Scala + Camel
Receiver Handler
onMessage(Message)
???
Receiver ActorSender Actor
Mailbox
Message
VS
I thought of objects being like biological cells and/or individual
computers on a network, only able to communicate with
messages...
OOP to me means only messaging, local retention and
protection and hiding of state-process, and extreme late-
binding of all things.
Alan Kay, one of the fathers of the idea
of object-oriented programming
Actors over message handlers:
• Semantically natural message processing that ”feels right”
• No difference between local and remote communication
• Straightforward state management
• Mailbox, routing and back-pressure
• Built-in failure handling (supervisors)
Actors in general:
• Simple and high-level abstraction for distribution,
concurrency and parallelism
• Asynchronous, non-blocking and highly performant
message-driven programming model
• Very lightweight message-driven processes
Instead of a summary:
Everything is a trade-off!
Questions?
sap1ens.com
@sap1ens

Weitere ähnliche Inhalte

Was ist angesagt?

Build Real-Time Streaming ETL Pipelines With Akka Streams, Alpakka And Apache...
Build Real-Time Streaming ETL Pipelines With Akka Streams, Alpakka And Apache...Build Real-Time Streaming ETL Pipelines With Akka Streams, Alpakka And Apache...
Build Real-Time Streaming ETL Pipelines With Akka Streams, Alpakka And Apache...Lightbend
 
Exploring Reactive Integrations With Akka Streams, Alpakka And Apache Kafka
Exploring Reactive Integrations With Akka Streams, Alpakka And Apache KafkaExploring Reactive Integrations With Akka Streams, Alpakka And Apache Kafka
Exploring Reactive Integrations With Akka Streams, Alpakka And Apache KafkaLightbend
 
Reactive java - Reactive Programming + RxJava
Reactive java - Reactive Programming + RxJavaReactive java - Reactive Programming + RxJava
Reactive java - Reactive Programming + RxJavaNexThoughts Technologies
 
Full Stack Reactive In Practice
Full Stack Reactive In PracticeFull Stack Reactive In Practice
Full Stack Reactive In PracticeLightbend
 
Lightbend Fast Data Platform
Lightbend Fast Data PlatformLightbend Fast Data Platform
Lightbend Fast Data PlatformLightbend
 
Multi-threading in the modern era: Vertx Akka and Quasar
Multi-threading in the modern era: Vertx Akka and QuasarMulti-threading in the modern era: Vertx Akka and Quasar
Multi-threading in the modern era: Vertx Akka and QuasarGal Marder
 
What’s expected in Spring 5
What’s expected in Spring 5What’s expected in Spring 5
What’s expected in Spring 5Gal Marder
 
Akka at Enterprise Scale: Performance Tuning Distributed Applications
Akka at Enterprise Scale: Performance Tuning Distributed ApplicationsAkka at Enterprise Scale: Performance Tuning Distributed Applications
Akka at Enterprise Scale: Performance Tuning Distributed ApplicationsLightbend
 
Spring cloud Service-Discovery
Spring cloud Service-DiscoverySpring cloud Service-Discovery
Spring cloud Service-DiscoveryNikhil Hiremath
 
Akka for big data developers
Akka for big data developersAkka for big data developers
Akka for big data developersTaras Fedorov
 
Akka A to Z: A Guide To The Industry’s Best Toolkit for Fast Data and Microse...
Akka A to Z: A Guide To The Industry’s Best Toolkit for Fast Data and Microse...Akka A to Z: A Guide To The Industry’s Best Toolkit for Fast Data and Microse...
Akka A to Z: A Guide To The Industry’s Best Toolkit for Fast Data and Microse...Lightbend
 
Making Scala Faster: 3 Expert Tips For Busy Development Teams
Making Scala Faster: 3 Expert Tips For Busy Development TeamsMaking Scala Faster: 3 Expert Tips For Busy Development Teams
Making Scala Faster: 3 Expert Tips For Busy Development TeamsLightbend
 
Do's and don'ts when deploying akka in production
Do's and don'ts when deploying akka in productionDo's and don'ts when deploying akka in production
Do's and don'ts when deploying akka in productionjglobal
 
What’s expected in Java 9
What’s expected in Java 9What’s expected in Java 9
What’s expected in Java 9Gal Marder
 
Bulletproof Kafka with Fault Tree Analysis (Andrey Falko, Lyft) Kafka Summit ...
Bulletproof Kafka with Fault Tree Analysis (Andrey Falko, Lyft) Kafka Summit ...Bulletproof Kafka with Fault Tree Analysis (Andrey Falko, Lyft) Kafka Summit ...
Bulletproof Kafka with Fault Tree Analysis (Andrey Falko, Lyft) Kafka Summit ...confluent
 
Streaming Microservices With Akka Streams And Kafka Streams
Streaming Microservices With Akka Streams And Kafka StreamsStreaming Microservices With Akka Streams And Kafka Streams
Streaming Microservices With Akka Streams And Kafka StreamsLightbend
 
Putting Kafka In Jail – Best Practices To Run Kafka On Kubernetes & DC/OS
Putting Kafka In Jail – Best Practices To Run Kafka On Kubernetes & DC/OSPutting Kafka In Jail – Best Practices To Run Kafka On Kubernetes & DC/OS
Putting Kafka In Jail – Best Practices To Run Kafka On Kubernetes & DC/OSLightbend
 
Bootstrapping Microservices with Kafka, Akka and Spark
Bootstrapping Microservices with Kafka, Akka and SparkBootstrapping Microservices with Kafka, Akka and Spark
Bootstrapping Microservices with Kafka, Akka and SparkAlex Silva
 
Akka and Kubernetes: Reactive From Code To Cloud
Akka and Kubernetes: Reactive From Code To CloudAkka and Kubernetes: Reactive From Code To Cloud
Akka and Kubernetes: Reactive From Code To CloudLightbend
 
Kafka summit SF 2019 - the art of the event-streaming app
Kafka summit SF 2019 - the art of the event-streaming appKafka summit SF 2019 - the art of the event-streaming app
Kafka summit SF 2019 - the art of the event-streaming appNeil Avery
 

Was ist angesagt? (20)

Build Real-Time Streaming ETL Pipelines With Akka Streams, Alpakka And Apache...
Build Real-Time Streaming ETL Pipelines With Akka Streams, Alpakka And Apache...Build Real-Time Streaming ETL Pipelines With Akka Streams, Alpakka And Apache...
Build Real-Time Streaming ETL Pipelines With Akka Streams, Alpakka And Apache...
 
Exploring Reactive Integrations With Akka Streams, Alpakka And Apache Kafka
Exploring Reactive Integrations With Akka Streams, Alpakka And Apache KafkaExploring Reactive Integrations With Akka Streams, Alpakka And Apache Kafka
Exploring Reactive Integrations With Akka Streams, Alpakka And Apache Kafka
 
Reactive java - Reactive Programming + RxJava
Reactive java - Reactive Programming + RxJavaReactive java - Reactive Programming + RxJava
Reactive java - Reactive Programming + RxJava
 
Full Stack Reactive In Practice
Full Stack Reactive In PracticeFull Stack Reactive In Practice
Full Stack Reactive In Practice
 
Lightbend Fast Data Platform
Lightbend Fast Data PlatformLightbend Fast Data Platform
Lightbend Fast Data Platform
 
Multi-threading in the modern era: Vertx Akka and Quasar
Multi-threading in the modern era: Vertx Akka and QuasarMulti-threading in the modern era: Vertx Akka and Quasar
Multi-threading in the modern era: Vertx Akka and Quasar
 
What’s expected in Spring 5
What’s expected in Spring 5What’s expected in Spring 5
What’s expected in Spring 5
 
Akka at Enterprise Scale: Performance Tuning Distributed Applications
Akka at Enterprise Scale: Performance Tuning Distributed ApplicationsAkka at Enterprise Scale: Performance Tuning Distributed Applications
Akka at Enterprise Scale: Performance Tuning Distributed Applications
 
Spring cloud Service-Discovery
Spring cloud Service-DiscoverySpring cloud Service-Discovery
Spring cloud Service-Discovery
 
Akka for big data developers
Akka for big data developersAkka for big data developers
Akka for big data developers
 
Akka A to Z: A Guide To The Industry’s Best Toolkit for Fast Data and Microse...
Akka A to Z: A Guide To The Industry’s Best Toolkit for Fast Data and Microse...Akka A to Z: A Guide To The Industry’s Best Toolkit for Fast Data and Microse...
Akka A to Z: A Guide To The Industry’s Best Toolkit for Fast Data and Microse...
 
Making Scala Faster: 3 Expert Tips For Busy Development Teams
Making Scala Faster: 3 Expert Tips For Busy Development TeamsMaking Scala Faster: 3 Expert Tips For Busy Development Teams
Making Scala Faster: 3 Expert Tips For Busy Development Teams
 
Do's and don'ts when deploying akka in production
Do's and don'ts when deploying akka in productionDo's and don'ts when deploying akka in production
Do's and don'ts when deploying akka in production
 
What’s expected in Java 9
What’s expected in Java 9What’s expected in Java 9
What’s expected in Java 9
 
Bulletproof Kafka with Fault Tree Analysis (Andrey Falko, Lyft) Kafka Summit ...
Bulletproof Kafka with Fault Tree Analysis (Andrey Falko, Lyft) Kafka Summit ...Bulletproof Kafka with Fault Tree Analysis (Andrey Falko, Lyft) Kafka Summit ...
Bulletproof Kafka with Fault Tree Analysis (Andrey Falko, Lyft) Kafka Summit ...
 
Streaming Microservices With Akka Streams And Kafka Streams
Streaming Microservices With Akka Streams And Kafka StreamsStreaming Microservices With Akka Streams And Kafka Streams
Streaming Microservices With Akka Streams And Kafka Streams
 
Putting Kafka In Jail – Best Practices To Run Kafka On Kubernetes & DC/OS
Putting Kafka In Jail – Best Practices To Run Kafka On Kubernetes & DC/OSPutting Kafka In Jail – Best Practices To Run Kafka On Kubernetes & DC/OS
Putting Kafka In Jail – Best Practices To Run Kafka On Kubernetes & DC/OS
 
Bootstrapping Microservices with Kafka, Akka and Spark
Bootstrapping Microservices with Kafka, Akka and SparkBootstrapping Microservices with Kafka, Akka and Spark
Bootstrapping Microservices with Kafka, Akka and Spark
 
Akka and Kubernetes: Reactive From Code To Cloud
Akka and Kubernetes: Reactive From Code To CloudAkka and Kubernetes: Reactive From Code To Cloud
Akka and Kubernetes: Reactive From Code To Cloud
 
Kafka summit SF 2019 - the art of the event-streaming app
Kafka summit SF 2019 - the art of the event-streaming appKafka summit SF 2019 - the art of the event-streaming app
Kafka summit SF 2019 - the art of the event-streaming app
 

Ähnlich wie Why Actor-Based Systems Are The Best For Microservices

Spring Boot Microservices vs Akka Actor Cluster
Spring Boot Microservices vs Akka Actor Cluster Spring Boot Microservices vs Akka Actor Cluster
Spring Boot Microservices vs Akka Actor Cluster OpenCredo
 
Beyond fault tolerance with actor programming - Fabio Tiriticco - Codemotion ...
Beyond fault tolerance with actor programming - Fabio Tiriticco - Codemotion ...Beyond fault tolerance with actor programming - Fabio Tiriticco - Codemotion ...
Beyond fault tolerance with actor programming - Fabio Tiriticco - Codemotion ...Codemotion
 
Beyond Fault Tolerance with Actor Programming
Beyond Fault Tolerance with Actor ProgrammingBeyond Fault Tolerance with Actor Programming
Beyond Fault Tolerance with Actor ProgrammingFabio Tiriticco
 
Building Asynchronous Applications
Building Asynchronous ApplicationsBuilding Asynchronous Applications
Building Asynchronous ApplicationsJohan Edstrom
 
RestMS Introduction
RestMS IntroductionRestMS Introduction
RestMS Introductionpieterh
 
Asynchronous Service Server
Asynchronous Service ServerAsynchronous Service Server
Asynchronous Service Serverguestbba9241
 
Орхан Гасимов: "Reactive Applications in Java with Akka"
Орхан Гасимов: "Reactive Applications in Java with Akka"Орхан Гасимов: "Reactive Applications in Java with Akka"
Орхан Гасимов: "Reactive Applications in Java with Akka"Anna Shymchenko
 
Un actor (model) per amico - Alessandro Melchiori - Codemotion Milan 2016
Un actor (model) per amico - Alessandro Melchiori - Codemotion Milan 2016Un actor (model) per amico - Alessandro Melchiori - Codemotion Milan 2016
Un actor (model) per amico - Alessandro Melchiori - Codemotion Milan 2016Codemotion
 
High powered messaging with RabbitMQ
High powered messaging with RabbitMQHigh powered messaging with RabbitMQ
High powered messaging with RabbitMQJames Carr
 
The Art of Message Queues - TEKX
The Art of Message Queues - TEKXThe Art of Message Queues - TEKX
The Art of Message Queues - TEKXMike Willbanks
 
Developing Actors in Azure with .net
Developing Actors in Azure with .netDeveloping Actors in Azure with .net
Developing Actors in Azure with .netMarco Parenzan
 
AKKA and Scala @ Inneractive
AKKA and Scala @ InneractiveAKKA and Scala @ Inneractive
AKKA and Scala @ InneractiveGal Aviv
 
Microservices in a Streaming World
Microservices in a Streaming WorldMicroservices in a Streaming World
Microservices in a Streaming WorldHans Jespersen
 
The API-Application Semantic Gap
The API-Application Semantic GapThe API-Application Semantic Gap
The API-Application Semantic Gap3scale
 
Concurrent processing and distributed computing
Concurrent processing and distributed computingConcurrent processing and distributed computing
Concurrent processing and distributed computingRahul Ramteke
 
NoSQL afternoon in Japan Kumofs & MessagePack
NoSQL afternoon in Japan Kumofs & MessagePackNoSQL afternoon in Japan Kumofs & MessagePack
NoSQL afternoon in Japan Kumofs & MessagePackSadayuki Furuhashi
 
NoSQL afternoon in Japan kumofs & MessagePack
NoSQL afternoon in Japan kumofs & MessagePackNoSQL afternoon in Japan kumofs & MessagePack
NoSQL afternoon in Japan kumofs & MessagePackSadayuki Furuhashi
 
Indeed Flex: The Story of a Revolutionary Recruitment Platform
Indeed Flex: The Story of a Revolutionary Recruitment PlatformIndeed Flex: The Story of a Revolutionary Recruitment Platform
Indeed Flex: The Story of a Revolutionary Recruitment PlatformHostedbyConfluent
 
Liveperson DLD 2015
Liveperson DLD 2015 Liveperson DLD 2015
Liveperson DLD 2015 LivePerson
 

Ähnlich wie Why Actor-Based Systems Are The Best For Microservices (20)

Spring Boot Microservices vs Akka Actor Cluster
Spring Boot Microservices vs Akka Actor Cluster Spring Boot Microservices vs Akka Actor Cluster
Spring Boot Microservices vs Akka Actor Cluster
 
Beyond fault tolerance with actor programming - Fabio Tiriticco - Codemotion ...
Beyond fault tolerance with actor programming - Fabio Tiriticco - Codemotion ...Beyond fault tolerance with actor programming - Fabio Tiriticco - Codemotion ...
Beyond fault tolerance with actor programming - Fabio Tiriticco - Codemotion ...
 
Beyond Fault Tolerance with Actor Programming
Beyond Fault Tolerance with Actor ProgrammingBeyond Fault Tolerance with Actor Programming
Beyond Fault Tolerance with Actor Programming
 
Building Asynchronous Applications
Building Asynchronous ApplicationsBuilding Asynchronous Applications
Building Asynchronous Applications
 
RestMS Introduction
RestMS IntroductionRestMS Introduction
RestMS Introduction
 
Asynchronous Service Server
Asynchronous Service ServerAsynchronous Service Server
Asynchronous Service Server
 
Орхан Гасимов: "Reactive Applications in Java with Akka"
Орхан Гасимов: "Reactive Applications in Java with Akka"Орхан Гасимов: "Reactive Applications in Java with Akka"
Орхан Гасимов: "Reactive Applications in Java with Akka"
 
Un actor (model) per amico - Alessandro Melchiori - Codemotion Milan 2016
Un actor (model) per amico - Alessandro Melchiori - Codemotion Milan 2016Un actor (model) per amico - Alessandro Melchiori - Codemotion Milan 2016
Un actor (model) per amico - Alessandro Melchiori - Codemotion Milan 2016
 
High powered messaging with RabbitMQ
High powered messaging with RabbitMQHigh powered messaging with RabbitMQ
High powered messaging with RabbitMQ
 
The Art of Message Queues - TEKX
The Art of Message Queues - TEKXThe Art of Message Queues - TEKX
The Art of Message Queues - TEKX
 
Developing Actors in Azure with .net
Developing Actors in Azure with .netDeveloping Actors in Azure with .net
Developing Actors in Azure with .net
 
AKKA and Scala @ Inneractive
AKKA and Scala @ InneractiveAKKA and Scala @ Inneractive
AKKA and Scala @ Inneractive
 
Microservices in a Streaming World
Microservices in a Streaming WorldMicroservices in a Streaming World
Microservices in a Streaming World
 
The API-Application Semantic Gap
The API-Application Semantic GapThe API-Application Semantic Gap
The API-Application Semantic Gap
 
Concurrent processing and distributed computing
Concurrent processing and distributed computingConcurrent processing and distributed computing
Concurrent processing and distributed computing
 
NoSQL afternoon in Japan Kumofs & MessagePack
NoSQL afternoon in Japan Kumofs & MessagePackNoSQL afternoon in Japan Kumofs & MessagePack
NoSQL afternoon in Japan Kumofs & MessagePack
 
NoSQL afternoon in Japan kumofs & MessagePack
NoSQL afternoon in Japan kumofs & MessagePackNoSQL afternoon in Japan kumofs & MessagePack
NoSQL afternoon in Japan kumofs & MessagePack
 
Indeed Flex: The Story of a Revolutionary Recruitment Platform
Indeed Flex: The Story of a Revolutionary Recruitment PlatformIndeed Flex: The Story of a Revolutionary Recruitment Platform
Indeed Flex: The Story of a Revolutionary Recruitment Platform
 
Clustersoftware
ClustersoftwareClustersoftware
Clustersoftware
 
Liveperson DLD 2015
Liveperson DLD 2015 Liveperson DLD 2015
Liveperson DLD 2015
 

Mehr von Yaroslav Tkachenko

Dynamic Change Data Capture with Flink CDC and Consistent Hashing
Dynamic Change Data Capture with Flink CDC and Consistent HashingDynamic Change Data Capture with Flink CDC and Consistent Hashing
Dynamic Change Data Capture with Flink CDC and Consistent HashingYaroslav Tkachenko
 
Streaming SQL for Data Engineers: The Next Big Thing?
Streaming SQL for Data Engineers: The Next Big Thing?Streaming SQL for Data Engineers: The Next Big Thing?
Streaming SQL for Data Engineers: The Next Big Thing?Yaroslav Tkachenko
 
Apache Flink Adoption at Shopify
Apache Flink Adoption at ShopifyApache Flink Adoption at Shopify
Apache Flink Adoption at ShopifyYaroslav Tkachenko
 
Storing State Forever: Why It Can Be Good For Your Analytics
Storing State Forever: Why It Can Be Good For Your AnalyticsStoring State Forever: Why It Can Be Good For Your Analytics
Storing State Forever: Why It Can Be Good For Your AnalyticsYaroslav Tkachenko
 
It's Time To Stop Using Lambda Architecture
It's Time To Stop Using Lambda ArchitectureIt's Time To Stop Using Lambda Architecture
It's Time To Stop Using Lambda ArchitectureYaroslav Tkachenko
 
Bravo Six, Going Realtime. Transitioning Activision Data Pipeline to Streaming
Bravo Six, Going Realtime. Transitioning Activision Data Pipeline to StreamingBravo Six, Going Realtime. Transitioning Activision Data Pipeline to Streaming
Bravo Six, Going Realtime. Transitioning Activision Data Pipeline to StreamingYaroslav Tkachenko
 
Apache Kafka: New Features That You Might Not Know About
Apache Kafka: New Features That You Might Not Know AboutApache Kafka: New Features That You Might Not Know About
Apache Kafka: New Features That You Might Not Know AboutYaroslav Tkachenko
 
Building Scalable and Extendable Data Pipeline for Call of Duty Games: Lesson...
Building Scalable and Extendable Data Pipeline for Call of Duty Games: Lesson...Building Scalable and Extendable Data Pipeline for Call of Duty Games: Lesson...
Building Scalable and Extendable Data Pipeline for Call of Duty Games: Lesson...Yaroslav Tkachenko
 
Designing Scalable and Extendable Data Pipeline for Call Of Duty Games
Designing Scalable and Extendable Data Pipeline for Call Of Duty GamesDesigning Scalable and Extendable Data Pipeline for Call Of Duty Games
Designing Scalable and Extendable Data Pipeline for Call Of Duty GamesYaroslav Tkachenko
 
10 tips for making Bash a sane programming language
10 tips for making Bash a sane programming language10 tips for making Bash a sane programming language
10 tips for making Bash a sane programming languageYaroslav Tkachenko
 
Actors or Not: Async Event Architectures
Actors or Not: Async Event ArchitecturesActors or Not: Async Event Architectures
Actors or Not: Async Event ArchitecturesYaroslav Tkachenko
 
Kafka Streams: the easiest way to start with stream processing
Kafka Streams: the easiest way to start with stream processingKafka Streams: the easiest way to start with stream processing
Kafka Streams: the easiest way to start with stream processingYaroslav Tkachenko
 
Querying Data Pipeline with AWS Athena
Querying Data Pipeline with AWS AthenaQuerying Data Pipeline with AWS Athena
Querying Data Pipeline with AWS AthenaYaroslav Tkachenko
 
Быстрая и безболезненная разработка клиентской части веб-приложений
Быстрая и безболезненная разработка клиентской части веб-приложенийБыстрая и безболезненная разработка клиентской части веб-приложений
Быстрая и безболезненная разработка клиентской части веб-приложенийYaroslav Tkachenko
 

Mehr von Yaroslav Tkachenko (14)

Dynamic Change Data Capture with Flink CDC and Consistent Hashing
Dynamic Change Data Capture with Flink CDC and Consistent HashingDynamic Change Data Capture with Flink CDC and Consistent Hashing
Dynamic Change Data Capture with Flink CDC and Consistent Hashing
 
Streaming SQL for Data Engineers: The Next Big Thing?
Streaming SQL for Data Engineers: The Next Big Thing?Streaming SQL for Data Engineers: The Next Big Thing?
Streaming SQL for Data Engineers: The Next Big Thing?
 
Apache Flink Adoption at Shopify
Apache Flink Adoption at ShopifyApache Flink Adoption at Shopify
Apache Flink Adoption at Shopify
 
Storing State Forever: Why It Can Be Good For Your Analytics
Storing State Forever: Why It Can Be Good For Your AnalyticsStoring State Forever: Why It Can Be Good For Your Analytics
Storing State Forever: Why It Can Be Good For Your Analytics
 
It's Time To Stop Using Lambda Architecture
It's Time To Stop Using Lambda ArchitectureIt's Time To Stop Using Lambda Architecture
It's Time To Stop Using Lambda Architecture
 
Bravo Six, Going Realtime. Transitioning Activision Data Pipeline to Streaming
Bravo Six, Going Realtime. Transitioning Activision Data Pipeline to StreamingBravo Six, Going Realtime. Transitioning Activision Data Pipeline to Streaming
Bravo Six, Going Realtime. Transitioning Activision Data Pipeline to Streaming
 
Apache Kafka: New Features That You Might Not Know About
Apache Kafka: New Features That You Might Not Know AboutApache Kafka: New Features That You Might Not Know About
Apache Kafka: New Features That You Might Not Know About
 
Building Scalable and Extendable Data Pipeline for Call of Duty Games: Lesson...
Building Scalable and Extendable Data Pipeline for Call of Duty Games: Lesson...Building Scalable and Extendable Data Pipeline for Call of Duty Games: Lesson...
Building Scalable and Extendable Data Pipeline for Call of Duty Games: Lesson...
 
Designing Scalable and Extendable Data Pipeline for Call Of Duty Games
Designing Scalable and Extendable Data Pipeline for Call Of Duty GamesDesigning Scalable and Extendable Data Pipeline for Call Of Duty Games
Designing Scalable and Extendable Data Pipeline for Call Of Duty Games
 
10 tips for making Bash a sane programming language
10 tips for making Bash a sane programming language10 tips for making Bash a sane programming language
10 tips for making Bash a sane programming language
 
Actors or Not: Async Event Architectures
Actors or Not: Async Event ArchitecturesActors or Not: Async Event Architectures
Actors or Not: Async Event Architectures
 
Kafka Streams: the easiest way to start with stream processing
Kafka Streams: the easiest way to start with stream processingKafka Streams: the easiest way to start with stream processing
Kafka Streams: the easiest way to start with stream processing
 
Querying Data Pipeline with AWS Athena
Querying Data Pipeline with AWS AthenaQuerying Data Pipeline with AWS Athena
Querying Data Pipeline with AWS Athena
 
Быстрая и безболезненная разработка клиентской части веб-приложений
Быстрая и безболезненная разработка клиентской части веб-приложенийБыстрая и безболезненная разработка клиентской части веб-приложений
Быстрая и безболезненная разработка клиентской части веб-приложений
 

Kürzlich hochgeladen

OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...
OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...
OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...Shane Coughlan
 
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...WSO2
 
%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisa%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisamasabamasaba
 
%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benoni%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benonimasabamasaba
 
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...Bert Jan Schrijver
 
WSO2Con204 - Hard Rock Presentation - Keynote
WSO2Con204 - Hard Rock Presentation - KeynoteWSO2Con204 - Hard Rock Presentation - Keynote
WSO2Con204 - Hard Rock Presentation - KeynoteWSO2
 
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...masabamasaba
 
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park %in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park masabamasaba
 
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...WSO2
 
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...chiefasafspells
 
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...masabamasaba
 
WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2
 
What Goes Wrong with Language Definitions and How to Improve the Situation
What Goes Wrong with Language Definitions and How to Improve the SituationWhat Goes Wrong with Language Definitions and How to Improve the Situation
What Goes Wrong with Language Definitions and How to Improve the SituationJuha-Pekka Tolvanen
 
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...Health
 
%in Rustenburg+277-882-255-28 abortion pills for sale in Rustenburg
%in Rustenburg+277-882-255-28 abortion pills for sale in Rustenburg%in Rustenburg+277-882-255-28 abortion pills for sale in Rustenburg
%in Rustenburg+277-882-255-28 abortion pills for sale in Rustenburgmasabamasaba
 
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...WSO2
 
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...WSO2
 
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...masabamasaba
 
%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisa%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisamasabamasaba
 

Kürzlich hochgeladen (20)

OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...
OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...
OpenChain - The Ramifications of ISO/IEC 5230 and ISO/IEC 18974 for Legal Pro...
 
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
 
Abortion Pills In Pretoria ](+27832195400*)[ 🏥 Women's Abortion Clinic In Pre...
Abortion Pills In Pretoria ](+27832195400*)[ 🏥 Women's Abortion Clinic In Pre...Abortion Pills In Pretoria ](+27832195400*)[ 🏥 Women's Abortion Clinic In Pre...
Abortion Pills In Pretoria ](+27832195400*)[ 🏥 Women's Abortion Clinic In Pre...
 
%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisa%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisa
 
%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benoni%in Benoni+277-882-255-28 abortion pills for sale in Benoni
%in Benoni+277-882-255-28 abortion pills for sale in Benoni
 
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
 
WSO2Con204 - Hard Rock Presentation - Keynote
WSO2Con204 - Hard Rock Presentation - KeynoteWSO2Con204 - Hard Rock Presentation - Keynote
WSO2Con204 - Hard Rock Presentation - Keynote
 
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
%+27788225528 love spells in Colorado Springs Psychic Readings, Attraction sp...
 
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park %in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
 
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...
WSO2CON 2024 - API Management Usage at La Poste and Its Impact on Business an...
 
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
Love witchcraft +27768521739 Binding love spell in Sandy Springs, GA |psychic...
 
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
%+27788225528 love spells in Atlanta Psychic Readings, Attraction spells,Brin...
 
WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?
 
What Goes Wrong with Language Definitions and How to Improve the Situation
What Goes Wrong with Language Definitions and How to Improve the SituationWhat Goes Wrong with Language Definitions and How to Improve the Situation
What Goes Wrong with Language Definitions and How to Improve the Situation
 
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
 
%in Rustenburg+277-882-255-28 abortion pills for sale in Rustenburg
%in Rustenburg+277-882-255-28 abortion pills for sale in Rustenburg%in Rustenburg+277-882-255-28 abortion pills for sale in Rustenburg
%in Rustenburg+277-882-255-28 abortion pills for sale in Rustenburg
 
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
WSO2CON 2024 - Navigating API Complexity: REST, GraphQL, gRPC, Websocket, Web...
 
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...
 
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...
%+27788225528 love spells in Knoxville Psychic Readings, Attraction spells,Br...
 
%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisa%in tembisa+277-882-255-28 abortion pills for sale in tembisa
%in tembisa+277-882-255-28 abortion pills for sale in tembisa
 

Why Actor-Based Systems Are The Best For Microservices