Optimizing Kubernetes Resource Requests/Limits for Cost-Efficiency and Latenc...Henning Jacobs
Kubernetes has the concept of resource requests and limits. Pods get scheduled on the nodes based on their requests and optionally limited in how much of the resource they can consume. Understanding and optimizing resource requests/limits is crucial both for reducing resource "slack" and ensuring application performance/low-latency. This talk shows our approach to monitoring and optimizing Kubernetes resources for 80+ clusters to achieve cost-efficiency and reducing impact for latency-critical applications. All shown tools are Open Source and can be applied to most Kubernetes deployments.
This document provides an overview of diabetes mellitus (DM), including the three main types (Type 1, Type 2, and gestational diabetes), signs and symptoms, complications, pathophysiology, oral manifestations, dental management considerations, emergency management, diagnosis, and treatment. DM is caused by either the pancreas not producing enough insulin or cells not responding properly to insulin, resulting in high blood sugar levels. The document compares and contrasts the characteristics of Type 1 and Type 2 DM.
Power Point Presentation on Artificial Intelligence Anushka Ghosh
Its a Power Point Presentation on Artificial Intelligence.I hope you will find this helpful. Thank you.
You can also find out my another PPT on Artificial Intelligence.The link is given below--
https://www.slideshare.net/AnushkaGhosh5/ppt-presentation-on-artificial-intelligence
Anushka Ghosh
The document summarizes key aspects of the Safe Spaces Act, which aims to address gender-based sexual harassment. It defines harassment in public spaces, online, and work/educational settings. Acts considered harassment include catcalling, unwanted comments on appearance, stalking, and distributing intimate photos without consent. Those found guilty face penalties like imprisonment or fines. The law also requires employers and educational institutions to disseminate the law, prevent harassment, and address complaints through committees.
This document defines hypertension and describes its types, etiology, risk factors, pathophysiology, clinical features, diagnostic evaluations, and management. Hypertension is defined as a systolic blood pressure of 140 mmHg or higher and/or a diastolic blood pressure of 90 mmHg or higher. It is managed primarily through lifestyle modifications like diet and exercise changes as well as pharmacological therapies including diuretics, beta blockers, ACE inhibitors, and calcium channel blockers. Nursing care involves monitoring the patient's condition, educating on lifestyle changes, and ensuring proper treatment adherence.
The document discusses the nursing process, which includes assessment, nursing diagnosis, planning, implementation, and evaluation. It describes each component in detail. Assessment involves collecting client data through various methods. Nursing diagnosis identifies client problems based on the assessment. Planning establishes goals and interventions. Implementation carries out the planned interventions. Evaluation assesses client progress and intervention effectiveness. The nursing process is a systematic approach to providing individualized care.
This document provides information about anemia. It begins with an introduction stating that anemia is a major problem in India, affecting many women and contributing to maternal deaths. The objectives of the document are then outlined, including defining anemia, classifying types, and discussing causes, symptoms, investigations, treatment and prevention. Several types of anemia are described such as iron deficiency, megaloblastic, and sickle cell anemia. Risk factors, signs and symptoms, normal values, and investigations like hematocrit and hemoglobin levels are explained. The document concludes with sections on management, treatment recommendations including iron supplementation, and benefits of therapy like improved cognition and survival.
Eventuate is a platform that tackles the distributed data management challenges inherent in a microservice architecture.
https://eventuate.io/
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.
Developing event-driven microservices with event sourcing and CQRS (london Ja...Chris Richardson
This is a talk I gave to the London Java Community in June 2016
In a microservices architecture, each service has its own database. While this ensures that services are loosely coupled it creates a problem: how do you maintain consistency across services without using 2PC? In this talk you will learn more about these issues and how to solve them by using an event-driven architecture. We will describe how event sourcing and Command Query Responsibility Separation (CQRS) are a great way to realize an event-driven architecture. You will learn about a simple yet powerful approach for building, modern, scalable applications.
MicroCPH - Managing data consistency in a microservice architecture using SagasChris Richardson
This document summarizes Chris Richardson's presentation on using sagas to maintain data consistency in a microservices architecture. Richardson explains that ACID transactions cannot be used across services due to limitations of distributed transactions. Instead, sagas can be used, where each service performs a local transaction and messages are passed between services. There are two main approaches to coordinating sagas: choreography-based using domain events, and orchestration-based where a central saga manages the process. Countermeasures like semantic locking are also needed to prevent data anomalies from the lack of isolation in sagas.
Mucon: Not Just Events: Developing Asynchronous MicroservicesChris Richardson
The microservice architecture functionally decomposes an application into a set of services. Each service has its own private database that’s only accessible indirectly through the services API. Consequently, implementing queries and transactions that span multiple services is challenging. In this presentation, you will learn how to solve these distributed data management challenges using asynchronous messaging. Chris will share with you how to implement transactions using sagas, which are sequences of local transactions. You will learn how to coordinate sagas using either events or command messages. Chris will also explore how to implement queries using Command Query Responsibility Segregation (CQRS), which uses events to maintain easily queried replicas.
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)
Building and deploying microservices with event sourcing, CQRS and Docker (Be...Chris Richardson
This document discusses building and deploying microservices using event sourcing, CQRS and Docker. It covers an overview of event sourcing and how it solves data consistency issues in microservice architectures. CQRS is used to implement materialized views for queries. Spring Boot is recommended for building microservices and Docker is used to package the microservices. A continuous integration pipeline is used to build, test, publish Docker images and deploy updates.
Rama Krishna is an online trainer based in Hyderabad, India with over 11 years of experience in frontend and backend development. He provides training in various technologies including ReactJS, Angular, NodeJS, and more. This document outlines his experience and skills, provides a detailed course outline for a ReactJS training, and shares positive testimonials from past students who praise his teaching abilities and patience.
Kafka is a distributed streaming platform that allows for publishing and subscribing to streams of records. It provides low latency and high throughput processing of streams of records. Key features include replication across clusters for fault tolerance, partitioning for scalability, and ordering of records. Common uses of Kafka include building event driven microservices, stream processing, and serving as the data backbone for real-time analytics applications.
Fred George describes his personal journey discovering microservice architecture over 15 years working on large software projects. He details how his projects evolved from monolithic 1 million line applications to small, independent services. This allowed for improved agility, with services being short-lived and able to deploy several times a day. George also discusses challenges faced and lessons learned around loosely coupling services, managing data across services, and establishing practices for a "living software" system with continuous deployment of services.
This document discusses Sinatra, a Ruby web application framework built with Rack middleware. It provides examples of basic Sinatra applications and routes, and discusses how Sinatra apps can also be used as Rack middleware. It promotes some projects by the author including Amnesia for Memcached stats, Munch for recipe search, and Postie for postcode services implemented as Rack middleware. It also discusses related tools like Shotgun for reloading and Rack middleware like Rack::Cache.
This talk introduces Spring's REST stack - Spring MVC, Spring HATEOAS, Spring Data REST, Spring Security OAuth and Spring Social - while refining an API to move higher up the Richardson maturity model
Concurrent Programming Using the DisruptorTrisha Gee
Presented to the London Java Community at Skillsmatter on 1st March 2012.
Full presentation can be viewed here: http://skillsmatter.com/podcast/home/the-disruptor/js-3798
YOW2018 - Events and Commands: Developing Asynchronous MicroservicesChris Richardson
The microservice architecture functionally decomposes an application into a set of services. Each service has its own private database that’s only accessible indirectly through the services API. Consequently, implementing queries and transactions that span multiple services is challenging.
In this presentation, you will learn how to solve these distributed data management challenges using asynchronous messaging. I describe how to implement transactions using sagas, which are sequences of local transactions, coordinated using messages. You will learn how to implement queries using Command Query Responsibility Segregation (CQRS), which uses events to maintain replicas. I describe how to use event sourcing, which is an event-centric approach to business logic and persistence, in a microservice architecture.
This document discusses domain-driven design (DDD) concepts for transforming a monolithic application to microservices, including:
1. Classifying applications into areas like lift and shift, containerize, refactor, and expose APIs to prioritize high business value, low complexity projects.
2. Focusing on shorter duration projects from specifications to operations.
3. Designing around business capabilities, processes, and forming teams aligned to capabilities rather than technology.
4. Key DDD concepts like ubiquitous language, bounded contexts, and context maps to decompose the domain model into independently deployable microservices.
RxJS is a library for reactive programming that allows composing asynchronous and event-based programs using observable sequences. It provides the Observable type for pushing multiple values to observers over time asynchronously. Operators allow transforming and combining observables. Key types include Observable, Observer, Subject, BehaviorSubject, and ReplaySubject. Subjects can multicast values to multiple observers. Overall, RxJS is useful for handling asynchronous events as collections in a declarative way.
Developing event-driven microservices with event sourcing and CQRS (svcc, sv...Chris Richardson
Modern, cloud-native applications typically use a microservices architecture in conjunction with NoSQL and/or sharded relational databases. However, in order to successfully use this approach you need to solve some distributed data management problems including how to maintain consistency between multiple databases without using 2PC.
In this talk you will learn more about these issues and how to solve them by using an event-driven architecture. We will describe how event sourcing and Command Query Responsibility Segregation (CQRS) are a great way to realize an event-driven architecture. You will learn about a simple yet powerful approach for building, modern, scalable applications.
React Hooks are functions that allow you to "hook into" React state and lifecycle features from function components. Some key hooks include useState, useContext, and useEffect. Hooks make it easier to reuse stateful logic between components and simplify component logic. However, hooks should only be called from React functions and not in loops, conditions, or nested functions. Overall, hooks provide more powerful features to function components and opportunities to write code in a more functional style.
The document provides an overview of microservices architecture. It discusses key characteristics of microservices such as each service focusing on a specific business capability, decentralized governance and data management, and infrastructure automation. It also compares microservices to monolithic and SOA architectures. Some design styles enabled by microservices like domain-driven design, event sourcing, and functional reactive programming are also covered at a high level. The document aims to introduce attendees to microservices concepts and architectures.
Microservices: Decomposing Applications for Deployability and Scalability (ja...Chris Richardson
Today, there are several trends that are forcing application architectures to evolve. Users expect a rich, interactive and dynamic user experience on a wide variety of clients including mobile devices. Applications must be highly scalable, highly available and run on cloud environments. Organizations often want to frequently roll out updates, even multiple times a day. Consequently, it's no longer adequate to develop simple, monolithic web applications that serve up HTML to desktop browsers.In this talk we describe the limitations of a monolithic architecture. You will learn how to use the scale cube to decompose your application into a set of narrowly focused, independently deployable services. We will also discuss how an event-based approach addresses the key challenges of developing applications with this architecture.
Microservices are an essential enabler of agility but developing and deploying them is a challenge. In order for microservices to be loosely coupled,each service must have its own datastore. This makes it difficult to maintain data consistency across services.
Deploying microservices is also a complex problem since an application typically consists of 10s or 100s of services, written in a variety of languages and frameworks. In this presentation, you will learn how to solve these problems by using an event-driven architecture to maintain data consistency and by using Docker to simplify deployment.
Eventuate is a platform that tackles the distributed data management challenges inherent in a microservice architecture.
https://eventuate.io/
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.
Developing event-driven microservices with event sourcing and CQRS (london Ja...Chris Richardson
This is a talk I gave to the London Java Community in June 2016
In a microservices architecture, each service has its own database. While this ensures that services are loosely coupled it creates a problem: how do you maintain consistency across services without using 2PC? In this talk you will learn more about these issues and how to solve them by using an event-driven architecture. We will describe how event sourcing and Command Query Responsibility Separation (CQRS) are a great way to realize an event-driven architecture. You will learn about a simple yet powerful approach for building, modern, scalable applications.
MicroCPH - Managing data consistency in a microservice architecture using SagasChris Richardson
This document summarizes Chris Richardson's presentation on using sagas to maintain data consistency in a microservices architecture. Richardson explains that ACID transactions cannot be used across services due to limitations of distributed transactions. Instead, sagas can be used, where each service performs a local transaction and messages are passed between services. There are two main approaches to coordinating sagas: choreography-based using domain events, and orchestration-based where a central saga manages the process. Countermeasures like semantic locking are also needed to prevent data anomalies from the lack of isolation in sagas.
Mucon: Not Just Events: Developing Asynchronous MicroservicesChris Richardson
The microservice architecture functionally decomposes an application into a set of services. Each service has its own private database that’s only accessible indirectly through the services API. Consequently, implementing queries and transactions that span multiple services is challenging. In this presentation, you will learn how to solve these distributed data management challenges using asynchronous messaging. Chris will share with you how to implement transactions using sagas, which are sequences of local transactions. You will learn how to coordinate sagas using either events or command messages. Chris will also explore how to implement queries using Command Query Responsibility Segregation (CQRS), which uses events to maintain easily queried replicas.
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)
Building and deploying microservices with event sourcing, CQRS and Docker (Be...Chris Richardson
This document discusses building and deploying microservices using event sourcing, CQRS and Docker. It covers an overview of event sourcing and how it solves data consistency issues in microservice architectures. CQRS is used to implement materialized views for queries. Spring Boot is recommended for building microservices and Docker is used to package the microservices. A continuous integration pipeline is used to build, test, publish Docker images and deploy updates.
Rama Krishna is an online trainer based in Hyderabad, India with over 11 years of experience in frontend and backend development. He provides training in various technologies including ReactJS, Angular, NodeJS, and more. This document outlines his experience and skills, provides a detailed course outline for a ReactJS training, and shares positive testimonials from past students who praise his teaching abilities and patience.
Kafka is a distributed streaming platform that allows for publishing and subscribing to streams of records. It provides low latency and high throughput processing of streams of records. Key features include replication across clusters for fault tolerance, partitioning for scalability, and ordering of records. Common uses of Kafka include building event driven microservices, stream processing, and serving as the data backbone for real-time analytics applications.
Fred George describes his personal journey discovering microservice architecture over 15 years working on large software projects. He details how his projects evolved from monolithic 1 million line applications to small, independent services. This allowed for improved agility, with services being short-lived and able to deploy several times a day. George also discusses challenges faced and lessons learned around loosely coupling services, managing data across services, and establishing practices for a "living software" system with continuous deployment of services.
This document discusses Sinatra, a Ruby web application framework built with Rack middleware. It provides examples of basic Sinatra applications and routes, and discusses how Sinatra apps can also be used as Rack middleware. It promotes some projects by the author including Amnesia for Memcached stats, Munch for recipe search, and Postie for postcode services implemented as Rack middleware. It also discusses related tools like Shotgun for reloading and Rack middleware like Rack::Cache.
This talk introduces Spring's REST stack - Spring MVC, Spring HATEOAS, Spring Data REST, Spring Security OAuth and Spring Social - while refining an API to move higher up the Richardson maturity model
Concurrent Programming Using the DisruptorTrisha Gee
Presented to the London Java Community at Skillsmatter on 1st March 2012.
Full presentation can be viewed here: http://skillsmatter.com/podcast/home/the-disruptor/js-3798
YOW2018 - Events and Commands: Developing Asynchronous MicroservicesChris Richardson
The microservice architecture functionally decomposes an application into a set of services. Each service has its own private database that’s only accessible indirectly through the services API. Consequently, implementing queries and transactions that span multiple services is challenging.
In this presentation, you will learn how to solve these distributed data management challenges using asynchronous messaging. I describe how to implement transactions using sagas, which are sequences of local transactions, coordinated using messages. You will learn how to implement queries using Command Query Responsibility Segregation (CQRS), which uses events to maintain replicas. I describe how to use event sourcing, which is an event-centric approach to business logic and persistence, in a microservice architecture.
This document discusses domain-driven design (DDD) concepts for transforming a monolithic application to microservices, including:
1. Classifying applications into areas like lift and shift, containerize, refactor, and expose APIs to prioritize high business value, low complexity projects.
2. Focusing on shorter duration projects from specifications to operations.
3. Designing around business capabilities, processes, and forming teams aligned to capabilities rather than technology.
4. Key DDD concepts like ubiquitous language, bounded contexts, and context maps to decompose the domain model into independently deployable microservices.
RxJS is a library for reactive programming that allows composing asynchronous and event-based programs using observable sequences. It provides the Observable type for pushing multiple values to observers over time asynchronously. Operators allow transforming and combining observables. Key types include Observable, Observer, Subject, BehaviorSubject, and ReplaySubject. Subjects can multicast values to multiple observers. Overall, RxJS is useful for handling asynchronous events as collections in a declarative way.
Developing event-driven microservices with event sourcing and CQRS (svcc, sv...Chris Richardson
Modern, cloud-native applications typically use a microservices architecture in conjunction with NoSQL and/or sharded relational databases. However, in order to successfully use this approach you need to solve some distributed data management problems including how to maintain consistency between multiple databases without using 2PC.
In this talk you will learn more about these issues and how to solve them by using an event-driven architecture. We will describe how event sourcing and Command Query Responsibility Segregation (CQRS) are a great way to realize an event-driven architecture. You will learn about a simple yet powerful approach for building, modern, scalable applications.
React Hooks are functions that allow you to "hook into" React state and lifecycle features from function components. Some key hooks include useState, useContext, and useEffect. Hooks make it easier to reuse stateful logic between components and simplify component logic. However, hooks should only be called from React functions and not in loops, conditions, or nested functions. Overall, hooks provide more powerful features to function components and opportunities to write code in a more functional style.
The document provides an overview of microservices architecture. It discusses key characteristics of microservices such as each service focusing on a specific business capability, decentralized governance and data management, and infrastructure automation. It also compares microservices to monolithic and SOA architectures. Some design styles enabled by microservices like domain-driven design, event sourcing, and functional reactive programming are also covered at a high level. The document aims to introduce attendees to microservices concepts and architectures.
Microservices: Decomposing Applications for Deployability and Scalability (ja...Chris Richardson
Today, there are several trends that are forcing application architectures to evolve. Users expect a rich, interactive and dynamic user experience on a wide variety of clients including mobile devices. Applications must be highly scalable, highly available and run on cloud environments. Organizations often want to frequently roll out updates, even multiple times a day. Consequently, it's no longer adequate to develop simple, monolithic web applications that serve up HTML to desktop browsers.In this talk we describe the limitations of a monolithic architecture. You will learn how to use the scale cube to decompose your application into a set of narrowly focused, independently deployable services. We will also discuss how an event-based approach addresses the key challenges of developing applications with this architecture.
Microservices are an essential enabler of agility but developing and deploying them is a challenge. In order for microservices to be loosely coupled,each service must have its own datastore. This makes it difficult to maintain data consistency across services.
Deploying microservices is also a complex problem since an application typically consists of 10s or 100s of services, written in a variety of languages and frameworks. In this presentation, you will learn how to solve these problems by using an event-driven architecture to maintain data consistency and by using Docker to simplify deployment.
Microservices + Events + Docker = A Perfect Trio by Docker Captain Chris Rich...Docker, Inc.
The document discusses how microservices, events, and Docker form a perfect trio for developing and deploying applications. It covers how microservices can help accelerate development but also introduce complexity that events and Docker can help address. Events are proposed to maintain data consistency between microservices rather than distributed transactions. Docker is presented as a way to containerize microservices for improved isolation, manageability and efficient deployment and scaling. The overall presentation argues this combination of techniques can help build large, complex applications.
Events on the outside, on the inside and at the core (jaxlondon)Chris Richardson
This presentation looks at the importance of events and the role that they play in software applications. We describe how events are a key application integration mechanism and how they are used by applications to communicate with the outside world. You will learn how the microservices inside a system can use events to maintain data consistency. We discuss how easy it is to implement both these mechanisms by developing your core business logic using an event-centric approach.
Events on the outside, on the inside and at the core - Chris RichardsonJAXLondon_Conference
The document discusses event sourcing and how it enables an event-driven enterprise architecture. It describes how event sourcing works by having applications persist all state changes as a sequence of events rather than current state. These events can then be used to rebuild state. When requests are received, past events are replayed to determine the current state. New events generated from requests are published for other applications. This allows for distributed transaction processing without two-phase commit and enables eventual consistency across services.
Chris Richardson is a consultant who helps organizations adopt microservice architectures. He discusses how monolithic applications can be difficult to develop, deploy and scale. Decomposing applications into independent microservices allows each service to be developed, deployed and scaled independently. This improves development speed, fault isolation and allows each service to use different technologies. However, developing distributed systems is complex and requires careful coordination between services. Microservices are best adopted later once an application needs to be scaled rather than from the beginning.
Futures and Rx Observables: powerful abstractions for consuming web services ...Chris Richardson
A modular, polyglot architecture has many advantages but it also adds complexity since each incoming request typically fans out to multiple distributed services. For example, in an online store application the information on a product details page - description, price, recommendations, etc - comes from numerous services. To minimize response time and improve scalability, these services must be invoked concurrently. However, traditional concurrency mechanisms are low-level, painful to use and error-prone.
In this talk you will learn about some powerful yet easy to use abstractions for consuming web services asynchronously. We will compare the various implementations of futures that are available in Java, Scala and JavaScript. You will learn how to use reactive observables, which are asynchronous data streams, to access web services from both Java and JavaScript. We will describe how these mechanisms let you write asynchronous code in a very straightforward, declarative fashion.
Developing event-driven microservices with event sourcing and CQRS (Shanghai)Chris Richardson
This is a talk I gave in Shanghai on July 4th 2016
In a microservices architecture, each service has its own database. While this ensures that services are loosely coupled it creates a problem: how do you maintain consistency across services without using 2PC? In this talk you will learn more about these issues and how to solve them by using an event-driven architecture. We will describe how event sourcing and Command Query Responsibility Separation (CQRS) are a great way to realize an event-driven architecture. You will learn about a simple yet powerful approach for building, modern, scalable applications.
Skillsmatter CloudNative eXchange 2020
The microservice architecture is a key part of cloud native.
An essential principle of the microservice architecture is loose coupling.
If you ignore this principle and develop tightly coupled services the result will mostly likely be yet another "microservices failure story”.
Your application will be brittle and have all of disadvantages of both the monolithic and microservice architectures.
In this talk you will learn about the different kinds of coupling and how to design loosely coupled microservices.
I describe how to minimize design time and increase the productivity of your DevOps teams.
You will learn how how to reduce runtime coupling and improve availability.
I describe how to improve availability by minimizing the coupling caused by your infrastructure.
This document summarizes a webinar about building software as a service (SaaS) applications using WSO2 Stratos. It discusses key concepts of SaaS and PaaS including multi-tenancy, elastic scaling, metering and billing. It also provides an overview of the Stratos architecture, how it uses cartridges to deploy different platforms and applications, and how it provides shared services to applications.
SVCC Developing Asynchronous, Message-Driven Microservices Chris Richardson
The microservice architecture functionally decomposes an application into a set of services. Each service has its own private database that’s only accessible indirectly through the services API. Consequently, implementing queries and transactions that span multiple services is challenging.
In this presentation, you will learn how to solve these distributed data management challenges using asynchronous messaging. I describe how to implement transactions using sagas, which are sequences of local transactions, coordinated using messages. You will learn how to implement queries using Command Query Responsibility Segregation (CQRS), which uses events to maintain replicas. I describe the key role that messaging plays a microservice architecture.
Given at Silicon Valley Code Camp 2018
OReilly SACON2018 - Events on the outside, on the inside, and at the coreChris Richardson
Events are very much on the edge of traditional applications, which use them as an application integration mechanism. The classic example is an ecommerce system. When a customer places an order, the order management application publishes an event, which triggers the fulfillment application to action. But today, microservices and DDD—which is a great foundation for microservices—are at the core of the application.
Events play an essential role in modern applications. Chris Richardson explains why events are a key application integration mechanism and how they are used by applications to communicate with the outside world. You’ll learn how the microservices inside an application use events to maintain data consistency and discover how to go one step further and make events an integral part of your domain logic.
Developing applications with a microservice architecture (SVforum, microservi...Chris Richardson
Here is the version of my microservices talk that that I gave on September 17th at the SVforum Cloud SIG/Microservices meetup.
To learn more see http://microservices.io and http://plainoldobjects.com
Building and deploying microservices with event sourcing, CQRS and Docker (Ha...Chris Richardson
In this talk we share our experiences developing and deploying a microservices-based application. You will learn about the distributed data management challenges that arise in a microservices architecture. We will describe how we solved them using event sourcing to reliably publish events that drive eventually consistent workflows and pdate CQRS-based views. You will also learn how we build and deploy the application using a Jenkins-based deployment pipeline that creates Docker images that run on Amazon EC2.
Decompose your monolith: Six principles for refactoring a monolith to microse...Chris Richardson
This was a talk I gave at the CTO virtual summit on July 28th. It describes 6 principles for refactoring to a microservice architecture.
1. Make the most of your monolith
2. Adopt microservices for the right reasons
3. Migrate incrementally
4. Begin with the end in mind
5. Migrate high-value modules first
6. Success is improved velocity and reliability
Developing applications with a microservice architecture (svcc)Chris Richardson
The micro-service architecture, which structures an application as a set of small, narrowly focused, independently deployable services, is becoming an increasingly popular way to build applications. This approach avoids many of the problems of a monolithic architecture. It simplifies deployment and let’s you create highly scalable and available applications. In this talk we describe the micro-service architecture and how to use it to build complex applications. You will learn how techniques such as Command Query Responsibility Segregation (CQRS) and Event Sourcing address the key challenges of developing applications with this architecture. We will also cover some of the various frameworks such as NodeJS and Spring Boot that you can use to implement micro-services.
#JaxLondon keynote: Developing applications with a microservice architectureChris Richardson
The document summarizes Chris Richardson's presentation on developing applications with a microservice architecture. The presentation discusses how decomposing monolithic applications into microservices improves deployability, scalability, and simplifies adopting new technologies. It covers the benefits of microservices, including improved fault isolation, reduced commitment to technology stacks, and easier scaling of development. It also discusses challenges like complexity in developing, testing, and operating distributed systems.
Developing Applications with a Micro Service Architecture - Chris RichardsonJAXLondon2014
The document summarizes Chris Richardson's presentation on developing applications with a microservice architecture. The presentation discusses how decomposing monolithic applications into microservices improves deployability, scalability, and simplifies adopting new technologies. It covers strategies for decomposing applications, using an API gateway, and mechanisms for inter-service communication like HTTP and messaging. Complexities of developing distributed systems with microservices are also addressed.
This document discusses various topics related to implementing web services using UDDI registries, including:
1) The four main types of web service implementations: simple services, composite services, middleware services, and service buses.
2) Extending UDDI registries to add additional elements like discovery URLs.
3) Using private UDDI registries within organizations for purposes like application integration and as marketplace or portal registries.
Knowledge management and information systemnihad341
this file would help you in writing your assignment on knowledge management and information system. I did this for a student of UK. He got a very satisfactory marks from it. Then i thought that why not help others. The course is a complex one. So, this would be my pleasure if someone really found this useful.
<a>Please visit our site for fitness products</a>
A common microservice architecture anti-pattern is more the merrier. It occurs when an organization team builds an excessively fine-grained architecture, e.g. one service-per-developer. In this talk, you will learn about the criteria that you should consider when deciding service granularity. I'll discuss the downsides of a fine-grained microservice architecture. You will learn how sometimes the solution to a design problem is simply a JAR file.
YOW London - Considering Migrating a Monolith to Microservices? A Dark Energy...Chris Richardson
This is a talk I gave at YOW! London 2022.
Let's imagine that you are responsible for an aging monolithic application that's critical to your business. Sadly, getting changes into production is a painful ordeal that regularly causes outages. And to make matters worse, the application's technology stack is growing increasingly obsolete. Neither the business nor the developers are happy. You need to modernize your application and have read about the benefits of microservices. But is the microservice architecture a good choice for your application?
In this presentation, I describe the dark energy and dark matter forces (a.k.a. concerns) that you must consider when deciding between the monolithic and microservice architectural styles. You will learn about how well each architectural style resolves each of these forces. I describe how to evaluate the relative importance of each of these forces to your application. You will learn how to use the results of this evaluation to decide whether to migrate to the microservice architecture.
Dark Energy, Dark Matter and the Microservices Patterns?!Chris Richardson
Dark matter and dark energy are mysterious concepts from astrophysics that are used to explain observations of distant stars and galaxies. The Microservices pattern language - a collection of patterns that solve architecture, design, development, and operational problems — enables software developers to use the microservice architecture effectively. But how could there possibly be a connection between microservices and these esoteric concepts from astrophysics?
In this presentation, I describe how dark energy and dark matter are excellent metaphors for the competing forces (a.k.a. concerns) that must be resolved by the microservices pattern language. You will learn that dark energy, which is an anti-gravity, is a metaphor for the repulsive forces that encourage decomposition into services. I describe how dark matter, which is an invisible matter that has a gravitational effect, is a metaphor for the attractive forces that resist decomposition and encourage the use of a monolithic architecture. You will learn how to use the dark energy and dark matter forces as guide when designing services and operations.
Dark energy, dark matter and microservice architecture collaboration patternsChris Richardson
Dark energy and dark matter are useful metaphors for the repulsive forces, which encourage decomposition into services, and the attractive forces, which resist decomposition. You must balance these conflicting forces when defining a microservice architecture including when designing system operations (a.k.a. requests) that span services.
In this talk, I describe the dark energy and dark matter forces. You will learn how to design system operations that span services using microservice architecture collaboration patterns: Saga, Command-side replica, API composition, and CQRS patterns. I describe how each of these patterns resolve the dark energy and dark matter forces differently.
It sounds dull but good architecture documentation is essential. Especially when you are actively trying to improve your architecture.
For example, I spend a lot time helping clients modernize their software architecture. More often than I like, I’m presented with a vague and lifeless collection of boxes and lines. As a result, it’s sometimes difficult to discuss the architecture in a meaningful and productive way. In this presentation, I’ll describe techniques for creating minimal yet effective documentation for your application’s microservice architecture. In particular, you will learn how documenting scenarios can bring your architecture to life.
Using patterns and pattern languages to make better architectural decisions Chris Richardson
This is a presentation that gave at the O'Reilly Software Architecture Superstream: Software Architecture Patterns.
The talk's focus is the microservices pattern language.
However, it also shows how thinking with the pattern mindset - context/problem/forces/solution/consequences - leads to better technically decisions.
The microservices architecture offers tremendous benefits, but it’s not a silver bullet. It also has some significant drawbacks. The microservices pattern language—a collection of patterns that solve architecture, design, development, and operational problems—enables software developers to apply the microservices architecture effectively. I provide an overview of the microservices architecture and examines the motivations for the pattern language, then takes you through the key patterns in the pattern language.
Rapid, reliable, frequent and sustainable software development requires an architecture that is loosely coupled and modular.
Teams need to be able complete their work with minimal coordination and communication with other teams.
They also need to be able keep the software’s technology stack up to date.
However, the microservice architecture isn’t always the only way to satisfy these requirements.
Yet, neither is the monolithic architecture.
In this talk, I describe loose coupling and modularity and why they are is essential.
You will learn about three architectural patterns: traditional monolith, modular monolith and microservices.
I describe the benefits, drawbacks and issues of each pattern and how well it supports rapid, reliable, frequent and sustainable development.
You will learn some heuristics for selecting the appropriate pattern for your application.
Events to the rescue: solving distributed data problems in a microservice arc...Chris Richardson
To deliver a large complex application rapidly, frequently and reliably, you often must use the microservice architecture.
The microservice architecture is an architectural style that structures the application as a collection of loosely coupled services.
One challenge with using microservices is that in order to be loosely coupled each service has its own private database.
As a result, implementing transactions and queries that span services is no longer straightforward.
In this presentation, you will learn how event-driven microservices address this challenge.
I describe how to use sagas, which is an asynchronous messaging-based pattern, to implement transactions that span services.
You will learn how to implement queries that span services using the CQRS pattern, which maintain easily queryable replicas using events.
A pattern language for microservices - June 2021 Chris Richardson
The microservice architecture is growing in popularity. It is an architectural style that structures an application as a set of loosely coupled services that are organized around business capabilities. Its goal is to enable the continuous delivery of large, complex applications. However, the microservice architecture is not a silver bullet and it has some significant drawbacks.
The goal of the microservices pattern language is to enable software developers to apply the microservice architecture effectively. It is a collection of patterns that solve architecture, design, development and operational problems. In this talk, I’ll provide an overview of the microservice architecture and describe the motivations for the pattern language. You will learn about the key patterns in the pattern language.
QConPlus 2021: Minimizing Design Time Coupling in a Microservice ArchitectureChris Richardson
Delivering large, complex software rapidly, frequently and reliably requires a loosely coupled organization. DevOps teams should rarely need to communicate and coordinate in order to get work done. Conway's law states that an organization and the architecture that it develops mirror one another. Hence, a loosely coupled organization requires a loosely coupled architecture.
In this presentation, you will learn about design-time coupling in a microservice architecture and why it's essential to minimize it. I describe how to design service APIs to reduce coupling. You will learn how to minimize design-time coupling by applying a version of the DRY principle. I describe how key microservices patterns potentially result in tight design time coupling and how to avoid it.
Mucon 2021 - Dark energy, dark matter: imperfect metaphors for designing micr...Chris Richardson
In order to explain certain astronomical observations, physicists created the mysterious concepts of dark energy and dark matter.
Dark energy is a repulsive force.
It’s an anti-gravity that is forcing matter apart and accelerating the expansion of the universe.
Dark matter has the opposite attraction effect.
Although it’s invisible, dark matter has a gravitational effect on stars and galaxies.
In this presentation, you will learn how these metaphors apply to the microservice architecture.
I describe how there are multiple repulsive forces that drive the decomposition of your application into services.
You will learn, however, that there are also multiple attractive forces that resist decomposition and bind software elements together.
I describe how as an architect you must find a way to balance these opposing forces.
DDD SoCal: Decompose your monolith: Ten principles for refactoring a monolith...Chris Richardson
This is a talk I gave at DDD SoCal.
1. Make the most of your monolith
2. Adopt microservices for the right reasons
3. It’s not just architecture
4. Get the support of the business
5. Migrate incrementally
6. Know your starting point
7. Begin with the end in mind
8. Migrate high-value modules first
9. Success is improved velocity and reliability
10. If it hurts, don’t do it
The microservice architecture is becoming increasingly important. But what is it exactly? Why should you care about microservices? And, what do you need to do to ensure that your organization uses the microservice architecture successfully? In this talk, I’ll answer these and other questions. You will learn about the motivations for the microservice architecture and why simply adopting microservices is insufficient. I describe essential characteristics of microservices, You will learn how a successful microservice architecture consists of loosely coupled services with stable APIs that communicate asynchronously.
This document discusses strategies for migrating a monolithic application to microservices. It begins with an overview of decomposing a monolith and implementing new features as microservices. It then provides an example of extracting the delivery module from a monolithic food delivery application into its own delivery microservice. The example outlines the steps of splitting the code, extracting the relevant database tables, defining and deploying the new delivery service, integrating it with the monolith, and removing the old code. Finally, it discusses implementing a delayed delivery service as another example.
JFokus: Cubes, Hexagons, Triangles, and More: Understanding MicroservicesChris Richardson
The microservice architecture is becoming increasing important. But what is it exactly? Why should you care about microservices? And, what do you need to do to ensure that your organization uses the microservice architecture successfully? In this talk, I’ll answer these and other questions using shapes as visual metaphors. You will learn about the motivations for the microservice architecture and why simply adopting microservices is insufficient. I describe essential characteristics of microservices, You will learn how a successful microservice architecture consist of loosely coupled services with stable APIs that communicate asynchronous. I will cover strategies for effectively testing microservices.
Decompose your monolith: strategies for migrating to microservices (Tide)Chris Richardson
This is a presentation that I gave at Tide.co, London - January 2020
A typical mission-critical enterprise application is a large, complex monolith developed by large team. Software delivery is usually slow, and the team struggles to keep up with the demands of the business. Consequently, many enterprise applications are good candidates to be migrated to the microservice architecture. But how do you know whether it makes sense to migrate to microservices? And, how to get there? In this presentation, I describe when you should consider migrating to microservices. You will learn strategies for migrating a monolith application to a microservice architecture. I explain how to implement new functionality as services. You will learn how to incrementally break apart a monolith one service at a time.
The primary goal of the microservice architecture is to enable the rapid, reliable delivery of software with DevOps. One of the pillars of DevOps is automated testing, yet many organizations attempt to adopt microservices while still doing manual testing. What’s more, the microservice architecture has its own distinctive automated testing challenges.
This presentation describes how to descend the testing pyramid and replace slow, brittle, end-to-end tests with faster, more reliable tests for individual services. You will learn how to write tests that ensure that service APIs evolve while preserving backward compatibility. You’ll learn how, by running these tests in a deployment pipeline, you will fully benefit from microservices.
Oracle CodeOne 2019: Decompose Your Monolith: Strategies for Migrating to Mic...Chris Richardson
A typical mission-critical enterprise application is a large, complex monolith developed by a large team. Software delivery is usually slow, and the team struggles to keep up with the demands of the business. Consequently, many enterprise applications are good candidates to be migrated to the microservice architecture. But how do you know whether it makes sense to migrate to microservices and how to get there?
This session describes when you should consider migrating to microservices. You will learn strategies for migrating a monolith application to a microservice architecture. The presentation explains how to implement new functionality as services, and you will also learn how to incrementally break apart a monolith, one service at a time.
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Adobe After Effects is a software application used for creating motion graphics, special effects, and video compositing. It's widely used in TV and film post-production, as well as for creating visuals for online content, presentations, and more. While it can be used to create basic animations and designs, its primary strength lies in adding visual effects and motion to videos and graphics after they have been edited.
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Post-Production Tool:
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After Effects is primarily used in the post-production phase, meaning it's used to enhance the visuals after the initial editing of footage has been completed.
Proactive Vulnerability Detection in Source Code Using Graph Neural Networks:...Ranjan Baisak
As software complexity grows, traditional static analysis tools struggle to detect vulnerabilities with both precision and context—often triggering high false positive rates and developer fatigue. This article explores how Graph Neural Networks (GNNs), when applied to source code representations like Abstract Syntax Trees (ASTs), Control Flow Graphs (CFGs), and Data Flow Graphs (DFGs), can revolutionize vulnerability detection. We break down how GNNs model code semantics more effectively than flat token sequences, and how techniques like attention mechanisms, hybrid graph construction, and feedback loops significantly reduce false positives. With insights from real-world datasets and recent research, this guide shows how to build more reliable, proactive, and interpretable vulnerability detection systems using GNNs.
Meet the Agents: How AI Is Learning to Think, Plan, and CollaborateMaxim Salnikov
Imagine if apps could think, plan, and team up like humans. Welcome to the world of AI agents and agentic user interfaces (UI)! In this session, we'll explore how AI agents make decisions, collaborate with each other, and create more natural and powerful experiences for users.
Mastering Fluent Bit: Ultimate Guide to Integrating Telemetry Pipelines with ...Eric D. Schabell
It's time you stopped letting your telemetry data pressure your budgets and get in the way of solving issues with agility! No more I say! Take back control of your telemetry data as we guide you through the open source project Fluent Bit. Learn how to manage your telemetry data from source to destination using the pipeline phases covering collection, parsing, aggregation, transformation, and forwarding from any source to any destination. Buckle up for a fun ride as you learn by exploring how telemetry pipelines work, how to set up your first pipeline, and exploring several common use cases that Fluent Bit helps solve. All this backed by a self-paced, hands-on workshop that attendees can pursue at home after this session (https://o11y-workshops.gitlab.io/workshop-fluentbit).
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PDF Reader Pro is a software application, often referred to as an AI-powered PDF editor and converter, designed for viewing, editing, annotating, and managing PDF files. It supports various PDF functionalities like merging, splitting, converting, and protecting PDFs. Additionally, it can handle tasks such as creating fillable forms, adding digital signatures, and performing optical character recognition (OCR).
Agentic AI Use Cases using GenAI LLM modelsManish Chopra
This document presents specific use cases for Agentic AI (Artificial Intelligence), featuring Large Language Models (LLMs), Generative AI, and snippets of Python code alongside each use case.
Societal challenges of AI: biases, multilinguism and sustainabilityJordi Cabot
Towards a fairer, inclusive and sustainable AI that works for everybody.
Reviewing the state of the art on these challenges and what we're doing at LIST to test current LLMs and help you select the one that works best for you
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Wondershare Filmora is a video editing software and app designed for both beginners and experienced users. It's known for its user-friendly interface, drag-and-drop functionality, and a wide range of tools and features for creating and editing videos. Filmora is available on Windows, macOS, iOS (iPhone/iPad), and Android platforms.
Explaining GitHub Actions Failures with Large Language Models Challenges, In...ssuserb14185
GitHub Actions (GA) has become the de facto tool that developers use to automate software workflows, seamlessly building, testing, and deploying code. Yet when GA fails, it disrupts development, causing delays and driving up costs. Diagnosing failures becomes especially challenging because error logs are often long, complex and unstructured. Given these difficulties, this study explores the potential of large language models (LLMs) to generate correct, clear, concise, and actionable contextual descriptions (or summaries) for GA failures, focusing on developers’ perceptions of their feasibility and usefulness. Our results show that over 80% of developers rated LLM explanations positively in terms of correctness for simpler/small logs. Overall, our findings suggest that LLMs can feasibly assist developers in understanding common GA errors, thus, potentially reducing manual analysis. However, we also found that improved reasoning abilities are needed to support more complex CI/CD scenarios. For instance, less experienced developers tend to be more positive on the described context, while seasoned developers prefer concise summaries. Overall, our work offers key insights for researchers enhancing LLM reasoning, particularly in adapting explanations to user expertise.
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Adobe Photoshop is a widely-used, professional-grade software for digital image editing and graphic design. It allows users to create, manipulate, and edit raster images, which are pixel-based, and is known for its extensive tools and capabilities for photo retouching, compositing, and creating intricate visual effects.
This presentation explores code comprehension challenges in scientific programming based on a survey of 57 research scientists. It reveals that 57.9% of scientists have no formal training in writing readable code. Key findings highlight a "documentation paradox" where documentation is both the most common readability practice and the biggest challenge scientists face. The study identifies critical issues with naming conventions and code organization, noting that 100% of scientists agree readable code is essential for reproducible research. The research concludes with four key recommendations: expanding programming education for scientists, conducting targeted research on scientific code quality, developing specialized tools, and establishing clearer documentation guidelines for scientific software.
Presented at: The 33rd International Conference on Program Comprehension (ICPC '25)
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Designing AI-Powered APIs on Azure: Best Practices& ConsiderationsDinusha Kumarasiri
AI is transforming APIs, enabling smarter automation, enhanced decision-making, and seamless integrations. This presentation explores key design principles for AI-infused APIs on Azure, covering performance optimization, security best practices, scalability strategies, and responsible AI governance. Learn how to leverage Azure API Management, machine learning models, and cloud-native architectures to build robust, efficient, and intelligent API solutions
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Adobe Master Collection CC (Creative Cloud) is a comprehensive subscription-based package that bundles virtually all of Adobe's creative software applications. It provides access to a wide range of tools for graphic design, video editing, web development, photography, and more. Essentially, it's a one-stop-shop for creatives needing a broad set of professional tools.
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Maxon Cinema 4D 2025 is the latest version of the Maxon's 3D software, released in September 2024, and it builds upon previous versions with new tools for procedural modeling and animation, as well as enhancements to particle, Pyro, and rigid body simulations. CG Channel also mentions that Cinema 4D 2025.2, released in April 2025, focuses on spline tools and unified simulation enhancements.
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2. @crichardson
About the example
Demonstrates two key patterns:
Sagas - implement transactions that span services, https://
microservices.io/patterns/data/saga.html
CQRS - implement queries that retrieve data from multiple
services, https://microservices.io/patterns/data/cqrs.html
Built using Spring Boot, JPA and the Eventuate Tram
framework
https://github.com/eventuate-tram/eventuate-tram-examples-customers-and-orders/
Note: this presentation describes the development branch , which
reorganized/renamed the service modules.
These changes will soon be merged into master
13. @crichardson
Using the Saga pattern
Customer has a credit limit
createOrder()
Creates Order
Reserves credit
cancelOrder()
Updates Order
Releases credit
Event-driven
a.k.a
Choreography-based sagas
https://microservices.io/patterns/data/saga.html
14. Using the CQRS pattern
findOrderHistory()
Returns customers and
their orders
Order History Service
uses events to maintain a
replica in MongoDB
https://microservices.io/patterns/data/cqrs.html
16. Customer Service - code
customer-service-api-
messaging - events
published by the service
customer-service-api-web
- DTOs for REST
resources
customer-service - service
implementation
18. Order Service - code
order-service-api-
messaging - events
published by the service
order-service-api-web -
DTOs for REST requests
and responses
order-service - service
implementation