Saga Pattern in-depth analysis. Convert a monolithic architecture to microservice architecture analysis. Why need orchestration in-depth analysis. Rollback mechanism of SAGA how work. These covered in this slide.
This is a presentation how to introduce CQRS pattern to an existing application, step by step, without breaking changes and holding up the development.
Saga about distributed business transactions in microservices worldMikalai Alimenkou
Most of people nowadays think microservices architecture is a great way to build any system. They visit conference talks, read books and review tutorials, where ‘hello world’ applications are built just in several minutes using microservices approach. But the reality is not so wonderful and one of the biggest pain is hidden inside distributed business transactions. In monolith application this topic is almost completely covered with DB level transactions. In distributed world you have to face many issues trying to implement reliable and consistent business logic.
In this talk we will review different types of problems related to distributed business transactions, popular SAGA pattern, frameworks and techniques to simplify your life without compromising quality of the system.
Saturn 2018: Managing data consistency in a microservice architecture using S...Chris Richardson
A revised and extended version that I gave at Saturn 2018.
The services in a microservice architecture must be loosely coupled and so cannot share database tables. What’s more, two phase commit (a.k.a. a distributed transaction) is not a viable option for modern applications. Consequently, a microservices application must use the Saga pattern, which maintains data consistency using a series of local transactions.
In this presentation, you will learn how sagas work and how they differ from traditional transactions. We describe how to use sagas to develop business logic in a microservices application. You will learn effective techniques for orchestrating sagas and how to use messaging for reliability. We will describe the design of a saga framework for Java and show a sample application.
CSI – IT2020, IIT Mumbai, October 6th 2017
Computer Society of India, Mumbai Chapter
The presentation focuses on Microservices architecture and the comparison between MicroService with Standard Monolithic Apps and SOA based Apps. It also gives a quick outline of Domain Driven Design, Event Sourcing and CQRS, Functional Reactive Programming and comparison of SAGA pattern with 2 Phase Commit.
http://www.csimumbai.org/it2020-17/index.html
Distributed Transactions is a key concept for Micro Services based Apps and Saga Design Pattern helps out over here. However, developers struggle to shift their mindset from CRUD based design to Event Sourcing / CQRS concept. To solve this problem we are introducing the concept of Event Storming and Event Storming Process map.
Service Oriented Architecture in Magento 2Max Pronko
During the Magento Meetup London I've had a chance to bring a very interesting for discussion. Service Oriented Architecture in Magento 2. Feel free to share, watch and ask questions if you would like to clarify the approach.
CQRS and Event Sourcing, An Alternative Architecture for DDDDennis Doomen
Most of us will be familiar with the standard 3- or 4-layer architecture you often see in larger enterprise systems. Some are already practicing Domain Driven Design and work together with the business to clarify the domain concepts. Perhaps you’ve noticed that is difficult to get the intention of the 'verbs' from that domain into this standard architecture. If performance is an important requirement as well, then you might have discovered that an Object-Relational Mapper and a relational database are not always the best solution.
One of the main reasons for this is the fact that the interests of a consistent domain that takes into account the many business rules, and those of data reporting and presentation are conflicting. That’s why Betrand Meyer introduced the Command Query Separation principle.
An architecture based on this principle combined with the Event Sourcing concept provides the ideal architecture for building high-performance systems designed using DDD. Well-known bloggers like Udi Dahan and Greg Young have already spent quite a lot of of posts on this, and this year’s Developer Days had some coverage as well.
But how do you build such a system with the. NET framework? Is it really as complex as some claim, or is just different work?
Kafka as an Event Store - is it Good Enough?Guido Schmutz
Event Sourcing and CQRS are two popular patterns for implementing a Microservices architectures. With Event Sourcing we do not store the state of an object, but instead store all the events impacting its state. Then to retrieve an object state, we have to read the different events related to a certain object and apply them one by one. CQRS (Command Query Responsibility Segregation) on the other hand is a way to dissociate writes (Command) and reads (Query). Event Sourcing and CQRS are frequently grouped and used together to form something bigger. While it is possible to implement CQRS without Event Sourcing, the opposite is not necessarily correct. In order to implement Event Sourcing, an efficient Event Store is needed. But is that also true when combining Event Sourcing and CQRS? And what is an event store in the first place and what features should it implement? This presentation will first discuss what functionalities an event store should offer and then present how Apache Kafka can be used to implement an event store. But is Kafka good enough or do specific event store solutions such as AxonDB or Event Store provide a better solution?
This is a presentation how to introduce CQRS pattern to an existing application, step by step, without breaking changes and holding up the development.
Saga about distributed business transactions in microservices worldMikalai Alimenkou
Most of people nowadays think microservices architecture is a great way to build any system. They visit conference talks, read books and review tutorials, where ‘hello world’ applications are built just in several minutes using microservices approach. But the reality is not so wonderful and one of the biggest pain is hidden inside distributed business transactions. In monolith application this topic is almost completely covered with DB level transactions. In distributed world you have to face many issues trying to implement reliable and consistent business logic.
In this talk we will review different types of problems related to distributed business transactions, popular SAGA pattern, frameworks and techniques to simplify your life without compromising quality of the system.
Saturn 2018: Managing data consistency in a microservice architecture using S...Chris Richardson
A revised and extended version that I gave at Saturn 2018.
The services in a microservice architecture must be loosely coupled and so cannot share database tables. What’s more, two phase commit (a.k.a. a distributed transaction) is not a viable option for modern applications. Consequently, a microservices application must use the Saga pattern, which maintains data consistency using a series of local transactions.
In this presentation, you will learn how sagas work and how they differ from traditional transactions. We describe how to use sagas to develop business logic in a microservices application. You will learn effective techniques for orchestrating sagas and how to use messaging for reliability. We will describe the design of a saga framework for Java and show a sample application.
CSI – IT2020, IIT Mumbai, October 6th 2017
Computer Society of India, Mumbai Chapter
The presentation focuses on Microservices architecture and the comparison between MicroService with Standard Monolithic Apps and SOA based Apps. It also gives a quick outline of Domain Driven Design, Event Sourcing and CQRS, Functional Reactive Programming and comparison of SAGA pattern with 2 Phase Commit.
http://www.csimumbai.org/it2020-17/index.html
Distributed Transactions is a key concept for Micro Services based Apps and Saga Design Pattern helps out over here. However, developers struggle to shift their mindset from CRUD based design to Event Sourcing / CQRS concept. To solve this problem we are introducing the concept of Event Storming and Event Storming Process map.
Service Oriented Architecture in Magento 2Max Pronko
During the Magento Meetup London I've had a chance to bring a very interesting for discussion. Service Oriented Architecture in Magento 2. Feel free to share, watch and ask questions if you would like to clarify the approach.
CQRS and Event Sourcing, An Alternative Architecture for DDDDennis Doomen
Most of us will be familiar with the standard 3- or 4-layer architecture you often see in larger enterprise systems. Some are already practicing Domain Driven Design and work together with the business to clarify the domain concepts. Perhaps you’ve noticed that is difficult to get the intention of the 'verbs' from that domain into this standard architecture. If performance is an important requirement as well, then you might have discovered that an Object-Relational Mapper and a relational database are not always the best solution.
One of the main reasons for this is the fact that the interests of a consistent domain that takes into account the many business rules, and those of data reporting and presentation are conflicting. That’s why Betrand Meyer introduced the Command Query Separation principle.
An architecture based on this principle combined with the Event Sourcing concept provides the ideal architecture for building high-performance systems designed using DDD. Well-known bloggers like Udi Dahan and Greg Young have already spent quite a lot of of posts on this, and this year’s Developer Days had some coverage as well.
But how do you build such a system with the. NET framework? Is it really as complex as some claim, or is just different work?
Kafka as an Event Store - is it Good Enough?Guido Schmutz
Event Sourcing and CQRS are two popular patterns for implementing a Microservices architectures. With Event Sourcing we do not store the state of an object, but instead store all the events impacting its state. Then to retrieve an object state, we have to read the different events related to a certain object and apply them one by one. CQRS (Command Query Responsibility Segregation) on the other hand is a way to dissociate writes (Command) and reads (Query). Event Sourcing and CQRS are frequently grouped and used together to form something bigger. While it is possible to implement CQRS without Event Sourcing, the opposite is not necessarily correct. In order to implement Event Sourcing, an efficient Event Store is needed. But is that also true when combining Event Sourcing and CQRS? And what is an event store in the first place and what features should it implement? This presentation will first discuss what functionalities an event store should offer and then present how Apache Kafka can be used to implement an event store. But is Kafka good enough or do specific event store solutions such as AxonDB or Event Store provide a better solution?
We are familiar with transactions in databases, messaging systems and caches. When messaging system works fine, but database transaction fails - we are in big trouble! How to make all this guys work as a team? - What need to be used is distributed transactions or compensation mechanisms. On this talk we see both approaches and discuss how to take advantage of them when we are building Microservices architecture.
See code examples here: https://github.com/kslisenko/distributed-transactions
Any team that has made the jump from building monoliths to building microservices knows the complexities you must overcome to build a system that is functional and maintainable. Building a microservice architecture that is low latency and only communicates using REST APIs is even more tricky, with high latency for requests being a common concern. This talk explains how you can use events as the backbone of your microservice architecture and build an efficient, event-driven system. It covers how to get started with designing your microservice architecture and the key requirements any system needs to fulfil. It also introduces the different patterns you will encounter in event-driven architectures and the advantages and disadvantages of these choices. Finally it explains why Apache Kafka is a great choice for event-driven microservices.
by Richard Threlkeld, Sr. Product Manager, AWS
Most applications are data-driven and our app is no exception to that. However, mobile development has some unique problems to be solved. In this session, we’ll introduce you to GraphQL – the latest in mobile-centric data access protocols – and show you how GraphQL can help with these problems.
GraphQL is a query language for APIs and a runtime for fulfilling those queries. It gives clients the power to ask for exactly what they need, which makes it a great fit for modern web and mobile apps. In this talk, we explain why GraphQL was created, introduce you to the syntax and behavior, and then show how to use it to build powerful APIs for your data. We will also introduce you to AWS AppSync, a GraphQL-powered serverless backend for apps, which you can use to host GraphQL APIs and also add real-time and offline capabilities to your web and mobile apps. You can follow along if you have an AWS account – no GraphQL experience required!
Level: Beginner
Speaker: Rohan Deshpande - Sr. Software Dev Engineer, AWS Mobile Applications
CQRS recipes or how to cook your architectureThomas Jaskula
The principles of CQRS is very simple. Separate Reads from Writes. Although when you try to implement it in you can face many technical and functional problems. This presentation starts from very simple architecture and while business requirements are added we consider other architecture ending with a CQRS + DDD + ES one.
Shift Remote FRONTEND: Micro Frontend Architecture: A Look Into the Future - ...Shift Conference
Good frontend development is hard. Scaling frontend development is even harder because you need to ensure that multiple teams can work on a big and complex project simultaneously and without any blockers. Today you often hear about micro frontends which are one of the more controversial Web topics. What are they? Are they worth all the fuzz? Should you implement them? As someone who worked at integrating this in Infobip’s Web Interface, I want to use our example to show you our way of thinking: how did we know that we have problems, how did we decide to approach the implementation of micro frontend architecture and why did we decide to go with it, and which problems we ran into. We will also look at alternate available possibilities useful for anyone.
Building Cloud-Native App Series - Part 2 of 11
Microservices Architecture Series
Event Sourcing & CQRS,
Kafka, Rabbit MQ
Case Studies (E-Commerce App, Movie Streaming, Ticket Booking, Restaurant, Hospital Management)
The presentation from our online webinar "Design patterns for microservice architecture".
Full video from webinar available here: https://www.youtube.com/watch?v=826aAmG06KM
If you’re a CTO or a Lead Developer and you’re planning to design service-oriented architecture, it’s definitely a webinar tailored to your needs. Adrian Zmenda, our Lead Dev, will explain:
- when microservice architecture is a safe bet and what are some good alternatives
- what are the pros and cons of the most popular design patterns (API Gateway, Backend for Frontend and more)
- how to ensure that the communication between services is done right and what to do in case of connection issues
- why we’ve decided to use a monorepo (monolithic repository)
- what we’ve learned from using the remote procedure call framework gRPC
- how to monitor the efficiency of individual services and whole SOA-based systems.
Introducing Saga Pattern in Microservices with Spring StatemachineVMware Tanzu
SpringOne 2020
Introducing Saga Pattern in Microservices with Spring Statemachine
Omotola Awofolu, Senior Platform Architect/Solution Engineer at VMware
Slide quarta lezione al linguaggio Java 8 in preparazione alla certificazione OCA 1Z0-808.
Argomenti:
Design Pattern: Singleton
Classe Astratta
Interfaccia e interfaccia funzionale
Ereditarietà e costruttori
Super e this
Incapsulamento
Polimorfismo
Varargs
Overload e Override
Invocazione virtuale dei metodi
Lezione del 28-11-2017 tenuta da Valerio Radice presso Nextre Engeneering
https://www.nextre.it/corso/corso-java-oca/
Anatomy of a Spring Boot App with Clean Architecture - Spring I/O 2023Steve Pember
In this presentation we will present the general philosophy of Clean Architecture, Hexagonal Architecture, and Ports & Adapters: discussing why these approaches are useful and general guidelines for introducing them to your code. Chiefly, we will show how to implement these patterns within your Spring (Boot) Applications. Through a publicly available reference app, we will demonstrate what these concepts can look like within Spring and walkthrough a handful of scenarios: isolating core business logic, ease of testing, and adding a new feature or two.
Asynchronous API in Java8, how to use CompletableFutureJosé Paumard
Slides of my talk as Devoxx 2015. How to set up asynchronous data processing pipelines using the CompletionStage / CompletableFuture API, including how to control threads and how to handle exceptions.
It is a basic presentation which can help you understand the basic concepts about Graphql and how it can be used to resolve the frontend integration of projects and help in reducing the data fetching time
This presentation also explains the core features of Graphql and why It is a great alternative for REST APIs along with the procedure with which we can integrate it into our projects
A micro frontend architecture is an approach to developing web applications as a composition of small frontend apps. Instead of writing a large monolith frontend application, the application can be broken down into domain-specific micro frontends, which are self-contained and can be developed and deployed independently. Each micro frontend can be owned by verticalised domain specific teams. Micro frontends do have advantages and disadvantages and they are not suitable in many cases. When micro frontends is a potential solution, make sure to use a domain driven top-down approach, with no big design upfronts. Keep it simple!
Frontend Developer Love Amsterdam - 30 January 2018
'How to build efficient backend based on microservice architecture' by Anton ...OdessaJS Conf
This speech about micro-services, approaches, and practices in their construction. How to effectively build communication between micro-services and what approaches are commonly used for this.
We will talk a little about distributed transactions. Will touch the topic of infrastructure, monitoring, and scaling components. I want to inspire my listeners to develop themselves in the direction of backend development. Force to look towards scalable application architecture.
You cannot find this information in the documentation :) This speech will also consist of real-life examples.
We are familiar with transactions in databases, messaging systems and caches. When messaging system works fine, but database transaction fails - we are in big trouble! How to make all this guys work as a team? - What need to be used is distributed transactions or compensation mechanisms. On this talk we see both approaches and discuss how to take advantage of them when we are building Microservices architecture.
See code examples here: https://github.com/kslisenko/distributed-transactions
Any team that has made the jump from building monoliths to building microservices knows the complexities you must overcome to build a system that is functional and maintainable. Building a microservice architecture that is low latency and only communicates using REST APIs is even more tricky, with high latency for requests being a common concern. This talk explains how you can use events as the backbone of your microservice architecture and build an efficient, event-driven system. It covers how to get started with designing your microservice architecture and the key requirements any system needs to fulfil. It also introduces the different patterns you will encounter in event-driven architectures and the advantages and disadvantages of these choices. Finally it explains why Apache Kafka is a great choice for event-driven microservices.
by Richard Threlkeld, Sr. Product Manager, AWS
Most applications are data-driven and our app is no exception to that. However, mobile development has some unique problems to be solved. In this session, we’ll introduce you to GraphQL – the latest in mobile-centric data access protocols – and show you how GraphQL can help with these problems.
GraphQL is a query language for APIs and a runtime for fulfilling those queries. It gives clients the power to ask for exactly what they need, which makes it a great fit for modern web and mobile apps. In this talk, we explain why GraphQL was created, introduce you to the syntax and behavior, and then show how to use it to build powerful APIs for your data. We will also introduce you to AWS AppSync, a GraphQL-powered serverless backend for apps, which you can use to host GraphQL APIs and also add real-time and offline capabilities to your web and mobile apps. You can follow along if you have an AWS account – no GraphQL experience required!
Level: Beginner
Speaker: Rohan Deshpande - Sr. Software Dev Engineer, AWS Mobile Applications
CQRS recipes or how to cook your architectureThomas Jaskula
The principles of CQRS is very simple. Separate Reads from Writes. Although when you try to implement it in you can face many technical and functional problems. This presentation starts from very simple architecture and while business requirements are added we consider other architecture ending with a CQRS + DDD + ES one.
Shift Remote FRONTEND: Micro Frontend Architecture: A Look Into the Future - ...Shift Conference
Good frontend development is hard. Scaling frontend development is even harder because you need to ensure that multiple teams can work on a big and complex project simultaneously and without any blockers. Today you often hear about micro frontends which are one of the more controversial Web topics. What are they? Are they worth all the fuzz? Should you implement them? As someone who worked at integrating this in Infobip’s Web Interface, I want to use our example to show you our way of thinking: how did we know that we have problems, how did we decide to approach the implementation of micro frontend architecture and why did we decide to go with it, and which problems we ran into. We will also look at alternate available possibilities useful for anyone.
Building Cloud-Native App Series - Part 2 of 11
Microservices Architecture Series
Event Sourcing & CQRS,
Kafka, Rabbit MQ
Case Studies (E-Commerce App, Movie Streaming, Ticket Booking, Restaurant, Hospital Management)
The presentation from our online webinar "Design patterns for microservice architecture".
Full video from webinar available here: https://www.youtube.com/watch?v=826aAmG06KM
If you’re a CTO or a Lead Developer and you’re planning to design service-oriented architecture, it’s definitely a webinar tailored to your needs. Adrian Zmenda, our Lead Dev, will explain:
- when microservice architecture is a safe bet and what are some good alternatives
- what are the pros and cons of the most popular design patterns (API Gateway, Backend for Frontend and more)
- how to ensure that the communication between services is done right and what to do in case of connection issues
- why we’ve decided to use a monorepo (monolithic repository)
- what we’ve learned from using the remote procedure call framework gRPC
- how to monitor the efficiency of individual services and whole SOA-based systems.
Introducing Saga Pattern in Microservices with Spring StatemachineVMware Tanzu
SpringOne 2020
Introducing Saga Pattern in Microservices with Spring Statemachine
Omotola Awofolu, Senior Platform Architect/Solution Engineer at VMware
Slide quarta lezione al linguaggio Java 8 in preparazione alla certificazione OCA 1Z0-808.
Argomenti:
Design Pattern: Singleton
Classe Astratta
Interfaccia e interfaccia funzionale
Ereditarietà e costruttori
Super e this
Incapsulamento
Polimorfismo
Varargs
Overload e Override
Invocazione virtuale dei metodi
Lezione del 28-11-2017 tenuta da Valerio Radice presso Nextre Engeneering
https://www.nextre.it/corso/corso-java-oca/
Anatomy of a Spring Boot App with Clean Architecture - Spring I/O 2023Steve Pember
In this presentation we will present the general philosophy of Clean Architecture, Hexagonal Architecture, and Ports & Adapters: discussing why these approaches are useful and general guidelines for introducing them to your code. Chiefly, we will show how to implement these patterns within your Spring (Boot) Applications. Through a publicly available reference app, we will demonstrate what these concepts can look like within Spring and walkthrough a handful of scenarios: isolating core business logic, ease of testing, and adding a new feature or two.
Asynchronous API in Java8, how to use CompletableFutureJosé Paumard
Slides of my talk as Devoxx 2015. How to set up asynchronous data processing pipelines using the CompletionStage / CompletableFuture API, including how to control threads and how to handle exceptions.
It is a basic presentation which can help you understand the basic concepts about Graphql and how it can be used to resolve the frontend integration of projects and help in reducing the data fetching time
This presentation also explains the core features of Graphql and why It is a great alternative for REST APIs along with the procedure with which we can integrate it into our projects
A micro frontend architecture is an approach to developing web applications as a composition of small frontend apps. Instead of writing a large monolith frontend application, the application can be broken down into domain-specific micro frontends, which are self-contained and can be developed and deployed independently. Each micro frontend can be owned by verticalised domain specific teams. Micro frontends do have advantages and disadvantages and they are not suitable in many cases. When micro frontends is a potential solution, make sure to use a domain driven top-down approach, with no big design upfronts. Keep it simple!
Frontend Developer Love Amsterdam - 30 January 2018
'How to build efficient backend based on microservice architecture' by Anton ...OdessaJS Conf
This speech about micro-services, approaches, and practices in their construction. How to effectively build communication between micro-services and what approaches are commonly used for this.
We will talk a little about distributed transactions. Will touch the topic of infrastructure, monitoring, and scaling components. I want to inspire my listeners to develop themselves in the direction of backend development. Force to look towards scalable application architecture.
You cannot find this information in the documentation :) This speech will also consist of real-life examples.
How did we move the mountain? - Migrating 1 trillion+ messages per day across...HostedbyConfluent
Have you ever migrated Kafka clusters from one data center to another being completely transparent to client applications?
At PayPal, as part of a massive datacenter migration initiative, Kafka team successfully moved all PayPal Kafka traffic across data centers. This initiative involved migrating 20+ Kafka clusters (1000+ broker and zookeeper nodes), as well as 60+ mirrormaker groups which seamlessly handle Kafka traffic volumes as high as 1 trillion messages per day. Throughout the course of this migration, applications required no modification, encountered 0% service outage, 0% message loss and duplicated messages. The whole migration process was fully transparent to Kafka applications.
In this session, you will learn the strategies, techniques and tools the PayPal Kafka team has utilized for managing the migration process. You will also learn the lessons and pitfalls they experienced during this exercise, as well as the secret sauce of making the migration successful.
MongoDB .local London 2019: Migrating a Monolith to MongoDB Atlas – Auto Trad...MongoDB
Over the last 12 months at Auto Trader, we have been focusing our energy on moving our on premise workloads to Google Cloud Platform, and that includes our database architecture.
Join me as we explore how we have migrated from on premise MongoDB clusters to a microservice aligned database architecture on MongoDB Atlas using Infrastructure as Code, and how we are integrating MongoDB into the Auto Trader Delivery Platform.
Building Efficient, Scalable and Resilient Front-end logging service with AWSAWS User Group Bengaluru
The number of internet users is increasing rapidly and so is the number of mobile/web applications. Processing and analyzing user activity is one of the techniques to observe/monitor mobile/web apps. Much of this user activity is captured by the mobile app as a structured log.
The problem we are trying to solve here is building and operating a processing backend that ingests activity data from millions of devices with availability and SLA guarantees.
This talk was presented at AWS Community Day Bengaluru 2019 by Kokilavani Kathiresan, Ravikumar Kota and Shailja Agarwala - Intuit
Arsitektur Aplikasi Modern - Faisal Henry SusantoDicodingEvent
Baparekraf Developer Day adalah kegiatan yang diadakan oleh Kementerian Pariwisata dan Ekonomi Kreatif/Badan Pariwisata dan Ekonomi Kreatif (Kemenparekraf/Baparekraf) dengan tujuan mengasah kemampuan teknis pengembang aplikasi di Indonesia. Kegiatan ini memungkinkan transfer pengetahuan dan standar industri secara langsung dari para praktisi yang telah sukses, khususnya pada bidang pengembangan aplikasi.
Back-End Session
Tema: Arsitektur Aplikasi Modern
Speaker: Faisal Henry Susanto (Praktisi IT)
Study Notes - Event-Driven Data Management for MicroservicesRick Hwang
Microservices from Design to Deployment (https://www.nginx.com/resources/library/designing-deploying-microservices/)
- CH05 Event-Driven Data Management for Microservices
Service Fabric – building tomorrows applications todayBizTalk360
This session walks through incorporating Microsoft Service Fabric into your next application for zero downtime and upgradability. Microsoft have released the very same Azure Fabric smarts that look after for e.g. Azure VM management, into the Application space. Meaning your Apps can be based on the Actor model, highly distributed, scalable and in place upgrades with zero down time is now possible. Tapping into scale is key in this world of Cloud First, Device First world - can your apps handle the load? Bring the management of Azure to your application layer.
SingleStore & Kafka: Better Together to Power Modern Real-Time Data Architect...HostedbyConfluent
To remain competitive, organizations need to democratize access to fast analytics, not only to gain real-time insights on their business but also to power smart apps that need to react in the moment. In this session, you will learn how Kafka and SingleStore enable modern, yet simple data architecture to analyze both fast paced incoming data as well as large historical datasets. In particular, you will understand why SingleStore is well suited process data streams coming from Kafka.
SkySQL uses best-of-breed software, and when it comes to metrics and monitoring that means Prometheus and Grafana. SkySQL Monitor is built on both, and provides customers with interactive dashboards for both real-time and historic metrics monitoring. In addition, it meets the same high availability and security requirements as other SkySQL components, ensuring metrics are always available and always secure.
In this session, we’ll explain how SkySQL Monitor works, walk through its dashboards and show how to monitor key metrics for performance and replication.
Similar to Journey of saga pattern in microservice architecture (20)
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
Online aptitude test management system project report.pdfKamal Acharya
The purpose of on-line aptitude test system is to take online test in an efficient manner and no time wasting for checking the paper. The main objective of on-line aptitude test system is to efficiently evaluate the candidate thoroughly through a fully automated system that not only saves lot of time but also gives fast results. For students they give papers according to their convenience and time and there is no need of using extra thing like paper, pen etc. This can be used in educational institutions as well as in corporate world. Can be used anywhere any time as it is a web based application (user Location doesn’t matter). No restriction that examiner has to be present when the candidate takes the test.
Every time when lecturers/professors need to conduct examinations they have to sit down think about the questions and then create a whole new set of questions for each and every exam. In some cases the professor may want to give an open book online exam that is the student can take the exam any time anywhere, but the student might have to answer the questions in a limited time period. The professor may want to change the sequence of questions for every student. The problem that a student has is whenever a date for the exam is declared the student has to take it and there is no way he can take it at some other time. This project will create an interface for the examiner to create and store questions in a repository. It will also create an interface for the student to take examinations at his convenience and the questions and/or exams may be timed. Thereby creating an application which can be used by examiners and examinee’s simultaneously.
Examination System is very useful for Teachers/Professors. As in the teaching profession, you are responsible for writing question papers. In the conventional method, you write the question paper on paper, keep question papers separate from answers and all this information you have to keep in a locker to avoid unauthorized access. Using the Examination System you can create a question paper and everything will be written to a single exam file in encrypted format. You can set the General and Administrator password to avoid unauthorized access to your question paper. Every time you start the examination, the program shuffles all the questions and selects them randomly from the database, which reduces the chances of memorizing the questions.
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdf
Journey of saga pattern in microservice architecture
1. Journey of SAGA pattern
in Micro-service
Architecture
Presented by Anisur Rahman
9:26 AM
2. Refactoring Monolith to Micro-services
Two refactoring strategies:
Strategy 1: Implement new functionality as services
Strategy 2: Extract services from the monolith
5 Steps:
Step 0: Review AS-IS code
Step 1: Split the code
Step 2: Split the database
Step 3: Define a standalone “Delivery service”
Step 4: Use the standalone “Delivery service”
Step 5: Remove the delivery management functionality from
the FTGO monolith
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3. Strategy 1: Implement new functionality as services
Story
Micro
Service
Micro
Service
Micro
Service
Database
Database
Database
9:26 AM
12. Need to know ACID transaction before
SAGA (recap)
Atomicity: Transaction either completes fully or fails
completely.
Consistency: Maintain the logical consistency, no matter
of its final outcome.
Isolation: Multiple transactions occur concurrently
without causing inconsistency of database state
Durability: Durability means that committed transactions
remain committed irrespective of any type of system
failure.
9:26 AM
13. What is SAGA?
A pattern that maintain data consistency across services
using a sequence of local transactions that are
coordinated using asynchronous messaging.
Maintain data consistency
Sequence of local transactions.
Each local transaction updates data within a single
service using the ACD transactions.
Asynchronous messaging occur in SAGA
9:26 AM
14. SAGA
Lets see an example to understand the SAGA pattern & its characteristics:
Make
Order
Create
Order
Update
inventory
Regular
shopping
Return
Order Status
9:26 AM
15. SAGA implementation
2 ways are most popular to implement SAGA:
SAGA — Choreography
Event based
Each service communicate with each other via Message Broker
SAGA — Orchestration
Command based
Orchestrator is own a service
Each service communicate with Orchestrator
9:26 AM
20. Really why you need Orchestration?
3 main reasons I found through my R&D:
A second transaction willing to change the same target object,
you can easily put it on hold on the orchestrator until the first
transaction ends. (Isolation problem solved)
Easier rollback management
Either I use Choreography OR Orchestration, I must have to create
a SEC. So, in Orchestration the Orchestrator act as a SEC. This
gives me more flexibility. SEC will maintain Audit log. If I use SEC
in Choreography then it will create a Event Sourcing Anti Pattern.
How can Choreography maintain Isolation?
Use Counter measure design pattern: Semantic lock + Saga status
9:26 AM
21. When need to apply Rollback mechanism?
Two type of error can occur through SAGA pattern:
Technical Error:
Reasons to occur: Database Connection Lost, Service down for any reason,
Code level Bug
Solution: Use Message Broker for RETRY mechanism
Business Error:
Reasons to occur: Business rules violation
Solution: Apply Compensate transactions
9:26 AM