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.
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.
Understanding Monorepos: What you need to know
Benjamin Cabanes & Philip Fulcher
Monorepos are hot right now, especially among Web developers. We’re here to help you understand what they are, what problems they solve, and how Nx makes them delightful. You can break down barriers and reclaim the collaboration you’ve been missing.
MongoDB is an open-source, document-oriented database that provides high performance and horizontal scalability. It uses a document-model where data is organized in flexible, JSON-like documents rather than rigidly defined rows and tables. Documents can contain multiple types of nested objects and arrays. MongoDB is best suited for applications that need to store large amounts of unstructured or semi-structured data and benefit from horizontal scalability and high performance.
This document outlines Netflix's culture of freedom and responsibility. Some key points:
- Netflix focuses on attracting and retaining "stunning colleagues" through a high-performance culture rather than perks. Managers use a "Keeper Test" to determine which employees they would fight to keep.
- The culture emphasizes values over rules. Netflix aims to minimize complexity as it grows by increasing talent density rather than imposing processes. This allows the company to maintain flexibility.
- Employees are given significant responsibility and freedom in their roles, such as having no vacation tracking or expense policies beyond acting in the company's best interests. The goal is to avoid chaos through self-discipline rather than controls.
- Providing
The document discusses Microservices architecture and compares it to monolithic architecture. It covers topics like infrastructure for Microservices including API gateways, service discovery, event buses. It also discusses design principles like domain-driven design, event sourcing and CQRS. Microservices are presented as a better approach as they allow independent deployments, scale independently and use multiple programming languages compared to monolithic applications.
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.
Escaping Dependency Hell: A deep dive into Gradle's dependency management fea...Roberto Pérez Alcolea
Have you been in the situation where your project builds as expected but a few hours later it won’t anymore? Does this include symptoms such as ClassNotFoundError or NoSuchMethodError exceptions? Well, you are not alone, you probably are or have been in ‘Dependency Hell’ and believe me, we all have been there.
It doesn’t matter if you are about to start a green field project or touching an existing one, most likely you will suffer from this at some point in your career. Unfortunately, compilation issues are not the only symptoms of being in ‘Dependency Hell’, another problems are (and not limited to):
- Intentional and unintentional Breaking API changes in libraries
- Multiple components depending on the same module but with different, incompatible, APIs.
- Multiple libraries providing the same feature (multiple logging libraries).
- Incompatible versions of a runtime.
- Misaligned dependencies of a component
- Depending on transitive dependencies that eventually disappear from our projects
This list can be extensive and overwhelming! As a developer I just want my build to work!
Fortunately, Gradle Build Tool Team has heavily invested engineering efforts for many years in their Dependency Management machinery to address these issues from both sides, the consumer of modules but more importantly, better software modeling for library producers.
In this session we will navigate, as library consumers, how we can influence the dependency resolution machinery in Gradle to keep your build in good state and reproducible. In addition, we will explore a few Gradle features to do better software modeling in order to publish good metadata that benefits consumers of our libraries.
Some familiarity with Gradle is recommended but not required.
Repository with examples can be found in https://github.com/rpalcolea/escaping-dependency-hell-talk-demos-2023
About our speaker
Roberto is an experienced software engineer with focus in the JVM ecosystem and developer productivity He has several years of experience using technologies for the JVM.
He's an active maintainer of Netflix Nebula Plugins and occasional contributor to the Gradle Build tool
Currently works at Netflix in the JVM ecosystem team. The JVM Ecosystem Team provides the user experience for JDK lifecycle, dependency management, building, packaging, and publishing JVM-based libraries and applications through providing tools, automation, and guidance to thousands of engineers at Netflix
App modernization projects are hard. Enterprises are looking to cloud-native platforms like Pivotal Cloud Foundry to run their applications, but they’re worried about the risks inherent to any replatforming effort.
Fortunately, several repeatable patterns of successful incremental migration have emerged.
In this webcast, Google Cloud’s Prithpal Bhogill and Pivotal’s Shaun Anderson will discuss best practices for app modernization and securely and seamlessly routing traffic between legacy stacks and Pivotal Cloud Foundry.
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.
1. Microservices architecture breaks down applications into small, independent services that focus on specific business capabilities. This allows services to be developed, deployed and scaled independently.
2. The key characteristics of microservices include being organized around business capabilities, independently deployable, using lightweight protocols and decentralized governance.
3. Microservices provide benefits like scalability, testability and flexibility to change technologies. However, they also add complexity and require new skills around distributed systems.
Building Cloud-Native App Series - Part 1 of 11
Microservices Architecture Series
Design Thinking, Lean Startup, Agile (Kanban, Scrum),
User Stories, Domain-Driven Design
The document provides an overview of microservices architecture including:
- Definitions and characteristics of microservices such as componentization via services, decentralized governance, and infrastructure automation.
- Common drivers for adopting microservices like agility, safety, and scalability.
- Guidelines for decomposing monolithic applications into microservices based on business capabilities and domain-driven design.
- Discussion of differences between microservices and service-oriented architecture (SOA).
- Ecosystem of tools involved in microservices including development frameworks, APIs, databases, containers, and service meshes.
- Common design patterns and anti-patterns when developing microservices.
YouTube Link: https://youtu.be/xuH81XGWeGQ
** Microservices Architecture Training: https://www.edureka.co/microservices-... **
This Edureka's video on Microservices Design Patterns talks about the top design patterns you can use to build applications. In this video, you will learn the following:
1:29 Why do we need Design Patterns?
3:41 What are Design Patterns?
4:28 What are Microservices?
6:00 Principles behind Microservices
10:24 Microservices Design Patterns
Follow us to never miss an update in the future.
YouTube: https://www.youtube.com/user/edurekaIN
Instagram: https://www.instagram.com/edureka_learning/
Facebook: https://www.facebook.com/edurekaIN/
Twitter: https://twitter.com/edurekain
LinkedIn: https://www.linkedin.com/company/edureka
Castbox: https://castbox.fm/networks/505?country=in
This presentation is conducted on 14th Sept in Limerick DotNet User Group.
(https://www.meetup.com/preview/Limerick-DotNet/events/xskpdnywmbsb)
SlideShare Url: https://www.slideshare.net/lalitkale/introduction-to-microservices-80583928
In this presentation, new architectural style - Microservices and it's emergence is discussed. We will also briefly touch base on what are not microservices, Conway's law and organization design, Principles of microservices and service discovery mechanism and why it is necessary for microservices implementation.
About Speaker:
Lalit is a senior developer, software architect and consultant with more than 12 yrsof .NET experience. He loves to work with C# .NET and Azure platform services like App Services, Virtual Machines, Cortana, and Container Services. He is also the author of 'Building Microservices with .NET Core' (https://www.packtpub.com/web-development/building-microservices-net-core) book.
To know more and connect with Lalit, you can visit his LinkedIn profile below. https://www.linkedin.com/in/lalitkale/
This presentation will be useful for software architects/Managers, senior developers.
Do share your feedback in comments.
This document discusses microservices architecture and related concepts. It begins with an overview of microservices compared to earlier SOA approaches. Key aspects of microservices covered include developing single applications as independent services, common misconceptions, principles like single responsibility, and defining appropriate service boundaries. The document also discusses messaging approaches in microservices including REST, gRPC, and asynchronous messaging. Other sections cover organizing microservices, deployment, security, data management, governance, bridging monolithic and microservice systems, and implementing a service mesh.
The ability to deliver software is no longer a differentiator. In fact, it is a basic requirement for survival. Companies that embrace cloud native patterns of software delivery will survive; companies that don’t - will not.
In this webinar, we will:
- Look at the common patterns that distinguish cloud native companies and the architectures that they employ.
- Discover that an opinionated platform, one that stretches from the infrastructure all the way to the application framework, rather than ad-hoc automation, is an essential component to an enterprise's cloud native journey.
- Show that the combination of Pivotal Cloud Foundry and Spring is the complete cloud native platform.
Speaker:
Faiz Parkar
DIRECTOR OF PRODUCT MARKETING
As Director of Product Marketing for Pivotal in the Europe, Middle East and Africa region, Faiz Parkar loves working at the intersection of cloud native platforms, big data/analytics and agile application development to help organisations deliver compelling data-driven software experiences for their customers. With more than 25 years experience in the IT industry, Faiz has helped organisations large and small to take advantage of technology transitions from proprietary systems to client/server, from physical infrastructure to virtual, and from virtual infrastructure to cloud. His mission now is to help organisations accelerate their digital transformation journey and reinvent themselves as the digital leaders of the future.
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
This is a talk I gave at PLoP 2017 - http://www.hillside.net/plop/2017/index.php?nav=program
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.
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.
API Gateway How-To: The Many Ways to Apply the Gateway PatternVMware Tanzu
The document discusses different patterns for using an API gateway, including:
1) API management for existing APIs to handle cross-cutting concerns in one place
2) Ingress for APIs and services to manage traffic entering a cluster
3) Application modernization to help split a monolith into microservices gradually
4) Simplified aggregated API to simplify access to multiple complex internal services
5) Using a service mesh for internal east-west traffic between services while using a gateway for north-south external traffic
The document provides examples and use cases for each pattern and concludes that the right approach depends on specific needs, and that gateways and service meshes can overlap on common concerns like security and observability.
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.
Code Freeze 2018: There is no such thing as a microservice!Chris Richardson
This is a talk I gave at Code Freeze 2018:
The microservice architecture is becoming increasingly popular. However, frequent references to using “a microservice to solve a problem” suggest that the concept is not universally well understood. In this talk, I define the microservice architecture as an architectural style and explain what that actually means. I also describe how the primary goal of the microservice architecture is to enable continuous delivery and deployment, and how it achieves that. You will learn why the architecture that you pick for your application matters. And you will learn how to solve key challenges with decomposing an application into microservices. This talk explains why there is no such thing as a microservice!
The document discusses Microservices architecture and compares it to monolithic architecture. It covers topics like infrastructure for Microservices including API gateways, service discovery, event buses. It also discusses design principles like domain-driven design, event sourcing and CQRS. Microservices are presented as a better approach as they allow independent deployments, scale independently and use multiple programming languages compared to monolithic applications.
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.
Escaping Dependency Hell: A deep dive into Gradle's dependency management fea...Roberto Pérez Alcolea
Have you been in the situation where your project builds as expected but a few hours later it won’t anymore? Does this include symptoms such as ClassNotFoundError or NoSuchMethodError exceptions? Well, you are not alone, you probably are or have been in ‘Dependency Hell’ and believe me, we all have been there.
It doesn’t matter if you are about to start a green field project or touching an existing one, most likely you will suffer from this at some point in your career. Unfortunately, compilation issues are not the only symptoms of being in ‘Dependency Hell’, another problems are (and not limited to):
- Intentional and unintentional Breaking API changes in libraries
- Multiple components depending on the same module but with different, incompatible, APIs.
- Multiple libraries providing the same feature (multiple logging libraries).
- Incompatible versions of a runtime.
- Misaligned dependencies of a component
- Depending on transitive dependencies that eventually disappear from our projects
This list can be extensive and overwhelming! As a developer I just want my build to work!
Fortunately, Gradle Build Tool Team has heavily invested engineering efforts for many years in their Dependency Management machinery to address these issues from both sides, the consumer of modules but more importantly, better software modeling for library producers.
In this session we will navigate, as library consumers, how we can influence the dependency resolution machinery in Gradle to keep your build in good state and reproducible. In addition, we will explore a few Gradle features to do better software modeling in order to publish good metadata that benefits consumers of our libraries.
Some familiarity with Gradle is recommended but not required.
Repository with examples can be found in https://github.com/rpalcolea/escaping-dependency-hell-talk-demos-2023
About our speaker
Roberto is an experienced software engineer with focus in the JVM ecosystem and developer productivity He has several years of experience using technologies for the JVM.
He's an active maintainer of Netflix Nebula Plugins and occasional contributor to the Gradle Build tool
Currently works at Netflix in the JVM ecosystem team. The JVM Ecosystem Team provides the user experience for JDK lifecycle, dependency management, building, packaging, and publishing JVM-based libraries and applications through providing tools, automation, and guidance to thousands of engineers at Netflix
App modernization projects are hard. Enterprises are looking to cloud-native platforms like Pivotal Cloud Foundry to run their applications, but they’re worried about the risks inherent to any replatforming effort.
Fortunately, several repeatable patterns of successful incremental migration have emerged.
In this webcast, Google Cloud’s Prithpal Bhogill and Pivotal’s Shaun Anderson will discuss best practices for app modernization and securely and seamlessly routing traffic between legacy stacks and Pivotal Cloud Foundry.
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.
1. Microservices architecture breaks down applications into small, independent services that focus on specific business capabilities. This allows services to be developed, deployed and scaled independently.
2. The key characteristics of microservices include being organized around business capabilities, independently deployable, using lightweight protocols and decentralized governance.
3. Microservices provide benefits like scalability, testability and flexibility to change technologies. However, they also add complexity and require new skills around distributed systems.
Building Cloud-Native App Series - Part 1 of 11
Microservices Architecture Series
Design Thinking, Lean Startup, Agile (Kanban, Scrum),
User Stories, Domain-Driven Design
The document provides an overview of microservices architecture including:
- Definitions and characteristics of microservices such as componentization via services, decentralized governance, and infrastructure automation.
- Common drivers for adopting microservices like agility, safety, and scalability.
- Guidelines for decomposing monolithic applications into microservices based on business capabilities and domain-driven design.
- Discussion of differences between microservices and service-oriented architecture (SOA).
- Ecosystem of tools involved in microservices including development frameworks, APIs, databases, containers, and service meshes.
- Common design patterns and anti-patterns when developing microservices.
YouTube Link: https://youtu.be/xuH81XGWeGQ
** Microservices Architecture Training: https://www.edureka.co/microservices-... **
This Edureka's video on Microservices Design Patterns talks about the top design patterns you can use to build applications. In this video, you will learn the following:
1:29 Why do we need Design Patterns?
3:41 What are Design Patterns?
4:28 What are Microservices?
6:00 Principles behind Microservices
10:24 Microservices Design Patterns
Follow us to never miss an update in the future.
YouTube: https://www.youtube.com/user/edurekaIN
Instagram: https://www.instagram.com/edureka_learning/
Facebook: https://www.facebook.com/edurekaIN/
Twitter: https://twitter.com/edurekain
LinkedIn: https://www.linkedin.com/company/edureka
Castbox: https://castbox.fm/networks/505?country=in
This presentation is conducted on 14th Sept in Limerick DotNet User Group.
(https://www.meetup.com/preview/Limerick-DotNet/events/xskpdnywmbsb)
SlideShare Url: https://www.slideshare.net/lalitkale/introduction-to-microservices-80583928
In this presentation, new architectural style - Microservices and it's emergence is discussed. We will also briefly touch base on what are not microservices, Conway's law and organization design, Principles of microservices and service discovery mechanism and why it is necessary for microservices implementation.
About Speaker:
Lalit is a senior developer, software architect and consultant with more than 12 yrsof .NET experience. He loves to work with C# .NET and Azure platform services like App Services, Virtual Machines, Cortana, and Container Services. He is also the author of 'Building Microservices with .NET Core' (https://www.packtpub.com/web-development/building-microservices-net-core) book.
To know more and connect with Lalit, you can visit his LinkedIn profile below. https://www.linkedin.com/in/lalitkale/
This presentation will be useful for software architects/Managers, senior developers.
Do share your feedback in comments.
This document discusses microservices architecture and related concepts. It begins with an overview of microservices compared to earlier SOA approaches. Key aspects of microservices covered include developing single applications as independent services, common misconceptions, principles like single responsibility, and defining appropriate service boundaries. The document also discusses messaging approaches in microservices including REST, gRPC, and asynchronous messaging. Other sections cover organizing microservices, deployment, security, data management, governance, bridging monolithic and microservice systems, and implementing a service mesh.
The ability to deliver software is no longer a differentiator. In fact, it is a basic requirement for survival. Companies that embrace cloud native patterns of software delivery will survive; companies that don’t - will not.
In this webinar, we will:
- Look at the common patterns that distinguish cloud native companies and the architectures that they employ.
- Discover that an opinionated platform, one that stretches from the infrastructure all the way to the application framework, rather than ad-hoc automation, is an essential component to an enterprise's cloud native journey.
- Show that the combination of Pivotal Cloud Foundry and Spring is the complete cloud native platform.
Speaker:
Faiz Parkar
DIRECTOR OF PRODUCT MARKETING
As Director of Product Marketing for Pivotal in the Europe, Middle East and Africa region, Faiz Parkar loves working at the intersection of cloud native platforms, big data/analytics and agile application development to help organisations deliver compelling data-driven software experiences for their customers. With more than 25 years experience in the IT industry, Faiz has helped organisations large and small to take advantage of technology transitions from proprietary systems to client/server, from physical infrastructure to virtual, and from virtual infrastructure to cloud. His mission now is to help organisations accelerate their digital transformation journey and reinvent themselves as the digital leaders of the future.
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
This is a talk I gave at PLoP 2017 - http://www.hillside.net/plop/2017/index.php?nav=program
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.
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.
API Gateway How-To: The Many Ways to Apply the Gateway PatternVMware Tanzu
The document discusses different patterns for using an API gateway, including:
1) API management for existing APIs to handle cross-cutting concerns in one place
2) Ingress for APIs and services to manage traffic entering a cluster
3) Application modernization to help split a monolith into microservices gradually
4) Simplified aggregated API to simplify access to multiple complex internal services
5) Using a service mesh for internal east-west traffic between services while using a gateway for north-south external traffic
The document provides examples and use cases for each pattern and concludes that the right approach depends on specific needs, and that gateways and service meshes can overlap on common concerns like security and observability.
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.
Code Freeze 2018: There is no such thing as a microservice!Chris Richardson
This is a talk I gave at Code Freeze 2018:
The microservice architecture is becoming increasingly popular. However, frequent references to using “a microservice to solve a problem” suggest that the concept is not universally well understood. In this talk, I define the microservice architecture as an architectural style and explain what that actually means. I also describe how the primary goal of the microservice architecture is to enable continuous delivery and deployment, and how it achieves that. You will learn why the architecture that you pick for your application matters. And you will learn how to solve key challenges with decomposing an application into microservices. This talk explains why there is no such thing as a microservice!
CHRIS RICHARDSON FOUNDER, EVENTUATE
When architecting an enterprise Java application, you need to choose between the traditional monolithic architecture consisting of a single large WAR file, or the more fashionable microservices architecture consisting of many smaller services. But rather than blindly picking the familiar or the fashionable, it’s important to remember what Fred Books said almost 30 years ago: there are no silver bullets in software. Every architectural decision has both benefits and drawbacks. Whether the benefits of one approach outweigh the drawbacks greatly depends upon the context of your particular project. Moreover, even if you adopt the microservices architecture, you must still make numerous other design decisions, each with their own trade-offs. A software pattern is an ideal way of describing a solution to a problem in a given context along with its tradeoffs. In this presentation, we describe a pattern language for microservices. You will learn about patterns that will help you decide when and how to use microservices vs. a monolithic architecture. We will also describe patterns that solve various problems in a microservice architecture including inter-service communication, service registration and service discovery.
Microservices pattern language (microxchg microxchg2016)Chris Richardson
My talk from http://microxchg.io/2016/index.html.
Here is the video - https://www.youtube.com/watch?v=1mcVQhbkA2U
When architecting an enterprise Java application, you need to choose between the traditional monolithic architecture consisting of a single large WAR file, or the more fashionable microservices architecture consisting of many smaller services. But rather than blindly picking the familiar or the fashionable, it’s important to remember what Fred Books said almost 30 years ago: there are no silver bullets in software. Every architectural decision has both benefits and drawbacks. Whether the benefits of one approach outweigh the drawbacks greatly depends upon the context of your particular project. Moreover, even if you adopt the microservices architecture, you must still make numerous other design decisions, each with their own trade-offs.
A software pattern is an ideal way of describing a solution to a problem in a given context along with its tradeoffs. In this presentation, we describe a pattern language for microservices. You will learn about patterns that will help you decide when and how to use microservices vs. a monolithic architecture. We will also describe patterns that solve various problems in a microservice architecture including inter-service communication, service registration and service discovery.
A pattern language for microservices (melbourne)Chris Richardson
When architecting an enterprise Java application, you need to choose between the traditional monolithic architecture consisting of a single large WAR file, or the more fashionable microservices architecture consisting of many smaller services. But rather than blindly picking the familiar or the fashionable, it’s important to remember what Fred Books said almost 30 years ago: there are no silver bullets in software. Every architectural decision has both benefits and drawbacks. Whether the benefits of one approach outweigh the drawbacks greatly depends upon the context of your particular project. Moreover, even if you adopt the microservices architecture, you must still make numerous other design decisions, each with their own trade-offs.
A software pattern is an ideal way of describing a solution to a problem in a given context along with its tradeoffs. In this presentation, we describe a pattern language for microservices. You will learn about patterns that will help you decide when and how to use microservices vs. a monolithic architecture. We will also describe patterns that solve various problems in a microservice architecture including inter-service communication, service registration and service discovery.
Spring Days NYC - A pattern language for microservicesChris Richardson
The document provides an overview of microservices and a microservices pattern language. It discusses how the monolithic architecture can become difficult to manage for large applications. Microservices help address this issue by decomposing applications into smaller, independent services. However, microservices also introduce new complexities in developing and operating distributed systems. The microservices pattern language provides proven solutions to common problems when architecting microservice applications. It covers patterns for service decomposition, communication, data consistency, deployment, and other concerns. The pattern language guides architectural decisions for microservice applications.
Omnikron webbinar - Microservices: enabling the rapid, frequent, and reliable...Chris Richardson
DevOps and Continuous deployment (CD), which are a set of practices for the rapid, frequent, and reliable delivery of software, are central to any digital transformation effort. DevOps/CD require your application to have a testable and deployable architecture. As a result, a large, complex, and monolithic legacy application is typically an obstacle to the adoption of DevOps/CD. You must use the microservice architecture, a.k.a. microservices. In this webinar, you will learn about the importance of having a testable and deployable architecture. We describe the microservice architecture along with its benefits, and how it enables DevOps/CD. You will also learn about the drawbacks of the microservice architecture. We describe strategies for incrementally refactoring a legacy monolithic application into microservices.
This is a keynote I gave at the SATURN 2017 in Denver:
https://www.sei.cmu.edu/saturn/2017/
The microservice architecture is becoming increasingly popular. However, frequent references to using “a microservice to solve a problem” suggest that the concept is not universally well understood.
In this talk we define the microservice architecture as an architectural style and explain what that actually means. You will learn why the architecture that you pick for your application matters. We describe how the primary goal of the microservice architecture is to enable continuous delivery/deployment and how it achieves that.
You will learn how to solve key challenges with decomposing an application into microservices. We describe why there is no such thing as a microservice!
Oracle Code Sydney - There is no such thing as a microservice! Chris Richardson
This is a version of this talk that i gave at Oracle Code Sydney:
Key points:
Define the Microservice Architecture as an architectural style
Describe how it enables the continuous delivery of complex applications
Show how the microservices pattern language helps use the Microservice Architecture effectively
Kong Summit 2018 - Microservices: decomposing applications for testability an...Chris Richardson
In this presentation, I describe the essential characteristics of the microservice architecture. You will learn about the benefits and drawbacks of the microservice architecture and when it makes sense to use it. I discuss how the microservice architecture is not a silver bullet. You will learn about the microservice pattern language, which is a collection of patterns that solve architecture and design issues that you will encounter when using microservices.
Chris Richardson presented on using a pattern language approach to discuss microservices architecture. He began by explaining the benefits of using patterns to have a more objective discussion of technology approaches. He then covered some core patterns for microservices, including decomposing monolithic applications into microservices and deploying microservices at the service per container level. Finally, he discussed communication patterns for microservices, including using client-side service discovery to address the problem of dynamically discovering services.
There is no such thing as a microservice! (oracle code nyc)Chris Richardson
This is a keynote I gave at Oracle Code 2017 in New York:
https://developer.oracle.com/code/newyork
The microservice architecture is becoming increasingly popular. However, frequent references to using “a microservice to solve a problem” suggest that the concept is not universally well understood.
In this talk we define the microservice architecture as an architectural style and explain what that actually means. You will learn why the architecture that you pick for your application matters. We describe how the primary goal of the microservice architecture is to enable continuous delivery/deployment and how it achieves that.
You will learn how to solve key challenges with decomposing an application into microservices. We describe why there is no such thing as a microservice!
A pattern language for microservices (#gluecon #gluecon2016)Chris Richardson
This document discusses a pattern language for microservices. It begins by introducing the speaker and agenda. The core patterns of monolithic architecture and microservices architecture are described. Microservices address drawbacks of monolithic architecture by decomposing into independent services, though this introduces complexity. The document then discusses patterns for distributed data management with microservices like database per service, event-driven architecture using event sourcing, and command query responsibility segregation for queries. It concludes that patterns are useful for thinking about, discussing, and applying technology like microservices.
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.
A Pattern Language for Microservices (@futurestack)Chris Richardson
When architecting an application, you need to choose between the traditional monolithic architecture consisting of a single large application, or the more fashionable microservices architecture consisting of many smaller services. But rather than blindly picking the familiar or the fashionable, it's important to remember what Fred Books said almost 30 years ago: there are no silver bullets in software. Every architectural decision has both benefits and drawbacks. Whether the benefits of one approach outweigh the drawbacks greatly depends upon the context of your particular project. Moreover, even if you adopt the microservices architecture, you must still make numerous other design decisions, each with their own trade-offs.
SVCC Microservices: Decomposing Applications for Testability and Deployability Chris Richardson
Successful applications have a habit of growing. What’s more, the rate of growth increases over time because the development team typically gets larger. Eventually, the application will become extremely large and the organization ends up in monolithic hell. All aspects of development, testing and deployment are slow and painful. It’s impossible for the developers to keep up with the demands of the business. And, to make matters worse the application uses a technology stack that is increasingly obsolete. The way to escape monolithic hell is to migrate to the microservice architecture.
In this talk, you will learn about the essential characteristics of microservices. I describe the benefits and drawbacks of the microservice architecture and when it makes sense to use it. You will learn about the design problems you will encounter when using microservices. I describe how to solve this problems by applying the microservices pattern language. You will learn how the microservice architecture accelerates the delivery of large, complex applications.
Given at Silicon Valley Code Camp 2018
RedisConf17 - A pattern language for microservices - Chris RichardsonRedis Labs
The document discusses a pattern language for microservices that provides patterns for common problems in microservice architecture. It describes patterns for communication, core concerns, cross-cutting concerns like security, deployment strategies, maintaining data consistency, and more. The goal is to provide reusable solutions to recurring problems in microservices through structured patterns.
Building Cloud-Native App Series - Part 5 of 11
Microservices Architecture Series
Microservices Architecture,
Monolith Migration Patterns
- Strangler Fig
- Change Data Capture
- Split Table
Infrastructure Design Patterns
- API Gateway
- Service Discovery
- Load Balancer
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.
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.
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 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.
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.
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.
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.
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
Eventuate is a platform that tackles the distributed data management challenges inherent in a microservice architecture.
https://eventuate.io/
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.
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.
YOW! Perth: Cubes, Hexagons, Triangles, and More: Understanding the Microserv...Chris Richardson
YOW! Perth 2019 presentation
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.
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.
GotoChgo 2019: 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.
Melbourne Jan 2019 - Microservices adoption anti-patterns: Obstacles to decom...Chris Richardson
This document discusses common anti-patterns that organizations face when adopting a microservices architecture. It describes the "Magic Pixie Dust" anti-pattern of believing microservices alone will solve development problems without addressing underlying issues like code quality or deployment processes. It also discusses treating microservices as a goal in itself rather than focusing on enabling rapid delivery, and the risks of a scattershot or premature adoption of microservices before teams have the necessary skills. The document emphasizes that infrastructure should not be the focus, and that the number of services should be optimized rather than maximized. It warns against making changes without adjusting organizational processes and policies to support the new architecture.
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.
Scaling GraphRAG: Efficient Knowledge Retrieval for Enterprise AIdanshalev
If we were building a GenAI stack today, we'd start with one question: Can your retrieval system handle multi-hop logic?
Trick question, b/c most can’t. They treat retrieval as nearest-neighbor search.
Today, we discussed scaling #GraphRAG at AWS DevOps Day, and the takeaway is clear: VectorRAG is naive, lacks domain awareness, and can’t handle full dataset retrieval.
GraphRAG builds a knowledge graph from source documents, allowing for a deeper understanding of the data + higher accuracy.
Mastering OOP: Understanding the Four Core PillarsMarcel David
Visit for updated note:
https://www.notion.so/Four-Pillars-of-Object-Oriented-Programming-OOP-1e2d7d9612808079b7c5f938afd62a7b?pvs=4
Dive into the essential concepts of Object-Oriented Programming (OOP) with a detailed explanation of its four key pillars: Encapsulation, Inheritance, Polymorphism, and Abstraction. Understand how these principles contribute to robust, maintainable, and scalable software development.
Discover why Wi-Fi 7 is set to transform wireless networking and how Router Architects is leading the way with next-gen router designs built for speed, reliability, and innovation.
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"YouTube by Click" likely refers to the ByClick Downloader software, a video downloading and conversion tool, specifically designed to download content from YouTube and other video platforms. It allows users to download YouTube videos for offline viewing and to convert them to different formats.
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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.
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.
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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.
Secure Test Infrastructure: The Backbone of Trustworthy Software DevelopmentShubham Joshi
A secure test infrastructure ensures that the testing process doesn’t become a gateway for vulnerabilities. By protecting test environments, data, and access points, organizations can confidently develop and deploy software without compromising user privacy or system integrity.
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)
Date of Conference: April 2025
Conference Location: Ottawa, Ontario, Canada
Preprint: https://arxiv.org/abs/2501.10037
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
Microsoft AI Nonprofit Use Cases and Live Demo_2025.04.30.pdfTechSoup
In this webinar we will dive into the essentials of generative AI, address key AI concerns, and demonstrate how nonprofits can benefit from using Microsoft’s AI assistant, Copilot, to achieve their goals.
This event series to help nonprofits obtain Copilot skills is made possible by generous support from Microsoft.
What You’ll Learn in Part 2:
Explore real-world nonprofit use cases and success stories.
Participate in live demonstrations and a hands-on activity to see how you can use Microsoft 365 Copilot in your own work!
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.
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Adobe Illustrator is a powerful, professional-grade vector graphics software used for creating a wide range of designs, including logos, icons, illustrations, and more. Unlike raster graphics (like photos), which are made of pixels, vector graphics in Illustrator are defined by mathematical equations, allowing them to be scaled up or down infinitely without losing quality.
Here's a more detailed explanation:
Key Features and Capabilities:
Vector-Based Design:
Illustrator's foundation is its use of vector graphics, meaning designs are created using paths, lines, shapes, and curves defined mathematically.
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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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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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After Effects is part of the Adobe Creative Cloud, a suite of software that includes other popular applications like Photoshop and Premiere Pro.
Post-Production Tool:
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4. @crichardson
Agenda
Developing software for today’s crazy world
Architecture patterns for modern software
Migrating a monolith to microservices
The microservices pattern language is your guide
6. @crichardson
Software is eating the world
Business critical
application
You must deliver software rapidly,
frequently, reliably and sustainably
You
Responsible for
S/W
VUCA
7. @crichardson
Goal Your reality
Measured by DORA metrics
+ your monolith’s technology stack
is out of date
https://cloud.google.com/devops/state-of-devops
10. @crichardson
Agenda
Developing software for today’s crazy world
Architecture patterns for modern software
Migrating a monolith to microservices
The microservices pattern language is your guide
12. @crichardson
Patterns: a better way to
reason about architecture
Reusable solution
to a problem
occurring
in a context
and its consequences
13. @crichardson
Alternative
Pattern
The structure of a pattern
Pattern
Bene
fi
ts
Drawbacks
Issues
Alternative
Pattern
Patterns
that
address
issues
Context
Problem
Solution
aka the situation
(con
fl
icting) issues/
requirements/etc to
address
Forces
Consequences
predecessor
successor
14. Pattern language: collection of
related patterns in a domain
http://en.wikipedia.org/wiki/A_Pattern_Language
Access to Water
Promenade
Local townhall
Intimacy gradient
Light on two sides
Alternative
Pattern
Pattern Issues
Alternative
Pattern
Patterns
that
address
issues
predecessor
successor
16. @crichardson
Pattern
The pattern language guides you
when developing an architecture
Pattern
Pattern
Context
Problem
Forces
Consequences
Pattern
Solution
Issues
Select
Find
applicable
patterns
Repeat
Problem
Context
Updated
context
Sub-
Problem
Matches
Solves
Assess trade-offs
Pattern
Solution
17. @crichardson
Microservice
architecture
Monolithic
architecture
Bene
fi
ts
Drawbacks
Issues
Context
Problem: what is the application’s architecture?
Solution
Forces
Bene
fi
ts
Drawbacks
Issues
Solution
Application
≪service≫
Order Management
≪module≫
Order REST API
≪module≫
Order Domain
≪module≫
Order Persistence
≪ service ≫
Kitchen Management
≪module≫
Kitchen REST API
≪module≫
Kitchen Domain
≪module≫
Kitchen Persistence
≪service≫
…
Browser
Order
Database
User
API Gateway/BFF
Kitchen
Database
Message
broker
Application.JAR
≪module≫
Order Management
≪module≫
Order REST API
≪module≫
Order Domain
≪module≫
Order Persistence
≪module≫
Kitchen Management
≪module≫
Kitchen REST API
≪module≫
Kitchen Domain
≪module≫
Kitchen Persistence
≪module≫
…
Browser Database
User
Microservices
Monolith
20. Fraud
Service
Customer
Service
Monolith
Problem: how to group subdomains to form services?
<<Subdomain>>
Order
Management
<<Subdomain>>
Customer
Management
<<Subdomain>>
Fraud
Management
<<Subdomain>>
Fraud
Detection
Order team
Customer
team
Fraud Team
Slices of business functionality
a.k.a. business capabilities
owns
owns
owns
How to
group?
<<Subdomain>>
Order
Management
<<Subdomain>>
Customer
Management
<<Subdomain>>
Fraud
Management
<<Subdomain>>
Fraud
Detection
Order
Service
<<Subdomain>>
Order
Management
<<Subdomain>>
Customer
Management
<<Subdomain>>
Fraud
Management
<<Subdomain>>
Fraud
Detection
…OR…
22. @crichardson
Microservice
architecture
Monolithic
architecture
Bene
fi
ts
Drawbacks
Issues
Context
Problem: what is the application’s architecture?
Solution
Forces
Bene
fi
ts
Drawbacks
Issues
Solution
Subdomain A
«Aggregate»
X
Subdomain B
«Aggregate»
Y
Service A Service B
Attraction
Simple interactions
Efficient interactions
Prefer ACID over BASE
Minimize runtime coupling
Minimize design time coupling
Simple components
Team autonomy
Fast deployment pipeline
Support multiple technology stacks
Segregate by characteristics
Repulsion
Dark energy
Dark matter
Metaphor for
Metaphor for
https://microservices.io/post/microservices/2021/11/30/dark-matter-dark-energy.html
23. @crichardson
Dark energy repulsive forces
subdomains in different services
https://chrisrichardson.net/post/microservices/2021/04/15/mucon-2021-dark-energy-dark-matter.html
Service
Service
«Subdomain» A
«Aggregate»
X
«Subdomain» B
«Aggregate»
Y
Simple components
Team autonomy
Fast deployment pipeline
Support multiple technology stacks
Segregate by characteristics
Repulsive dark energy forces
Characteristics:
• Resource requirements
• Regulations, e.g. SaMD/PCI
• Business criticality/tier
• Security, e.g. PII, …
• DDD core/supporting/generic
• ...
24. @crichardson
Dark matter attractive forces
subdomains in same service
https://chrisrichardson.net/post/microservices/2021/04/15/mucon-2021-dark-energy-dark-matter.html
Subdomain A
«Aggregate»
X
Subdomain B
«Aggregate»
Y
Service A Service B
Simple interactions
Efficient interactions
Prefer ACID over BASE
Minimize runtime coupling
Minimize design time coupling
Attractive dark matter forces
SystemOperation()
Generates
27. @crichardson
Github Repository
«Gradle Project»
FtgoApplication
«Gradle Subproject»
main
main
«Gradle Subproject»
orders
orders.web
«Gradle Subproject»
customerAPI
orders.
domain
«Gradle Subproject»
customers
customers.
persistence
orders.
persistence
Customer team
Order team
Deployment pipeline
Production
FTGO
Application
Executable JAR
customers.
domain
customers.
web
customers.
api
Monolithic architecture (Modular):
single component
28. @crichardson
Monolithic architecture: bene
fi
ts and drawbacks
Repulsive forces
Simple components ✅ or ❌ ∝1/ size
Team autonomy ✅ or ❌ ∝1/ size
Fast deployment pipeline ✅ or ❌ ∝1/ size
Support multiple technology stacks ❌
Segregate by characteristic ❌
Attractive forces
Simple, ef
fi
cient interactions ✅
Prefer ACID over BASE ✅
Minimize runtime coupling ✅
Minimize design time coupling ✅
Modularization + build technology
enable the Monolithic Architecture to be
used for larger applications
BUT
the application can ultimately outgrow its
architecture when these forces cannot be
resolved
It can’t resolve these forces
33. @crichardson
Services are loosely
coupled: runtime coupling
Runtime coupling between
service A and B is the degree
to which the availability of
service A is affected by the
availability of service B
Order
Service
Customer
Service
POST /orders
1 PUT /customers/id
Response
4
2
3
Order
Service
Customer
Service
POST /orders
1
4
2
3
Order Created event
Credit Reserved Event
Tight: lower availability
Loose: higher availability
ID
partial Outcome
ID
Outcome
https://microservices.io/patterns/decomposition/self-contained-service.html
Saga
34. Loosely coupled: design-time
coupling
The degree to which service A is
forced to change in lock step with
service B
Caused by direct, indirect and implicit
dependencies
Lockstep changes:
Coordination between teams
Reduced productivity
Changes to Customer Service affect
Order Service
Rarely - Loose coupling
Often - Tight coupling
API
Order
Service
Customer
Service
reserveCredit()
createOrder()
Change
Change
Change
https://microservices.io/post/microservices/2021/05/21/qcon-2021-loose-design-time-coupling.html
35. Design iceberg services
Implementation
DB
API
Small, stable
API
Large, complex
implementation Change
Visible
Invisible
https://microservices.io/microservices/2020/02/04/jfokus-geometry-of-microservices.html
36. Avoid shared database tables
Order
Service
Customer
Service
Database
Customer
table
Tight design-
time/runtime
coupling
Order
Service
Customer
Service
Order database
Order
table
Customer database
Customer
table
APIs
only
https://microservices.io/patterns/data/database-per-service.html
37. @crichardson
Services implements
business capabilities
Services are groups of subdomains
Services are NOT usually technical functions
e.g. Order Data Service Fraud
Service
Customer
Service
Order
Service
<<Subdomain>>
Order
Management
<<Subdomain>>
Customer
Management
<<Subdomain>>
Fraud
Management
<<Subdomain>>
Fraud
Detection
38. @crichardson
Dark
matter
A service is owned by a small
team…
Order team
Order
Service
<<Subdomain>>
Order
Management
Customer team
Customer
Service
<<Subdomain>>
Customer
Management
Order team
Order Service
<<Subdomain>>
Order
Management
Customer team
<<Subdomain>>
Customer
Management
Ensures team autonomy and
resolves other dark energy forces
Teams can still be mostly
autonomous
Dark
matter
https://microservices.io/patterns/decomposition/service-per-team.html
https://microservices.io/post/antipatterns/2019/05/21/antipattern-more-the-merrier.html
39. @crichardson
… Owned by a small team
Fraud Team
Fraud
Service
<<Subdomain>>
Fraud
Management
Fraud
Detection
Service
<<Subdomain>>
Fraud
Detection
Additional service solves
tangible problem, e.g.
resolves a dark energy
force
Java Python
40. @crichardson
Microservice architecture: Bene
fi
ts and drawbacks
Repulsive forces
Simple components ✅
Team autonomy ✅
Fast deployment pipeline ✅
Support multiple technology stacks ✅
Segregate by characteristics ✅
Attractive forces
Simple, ef
fi
cient interactions ❌
Prefer ACID over BASE ❌
Minimize runtime coupling ❌
Minimize design-time coupling ❌
Must design services
and collaborations to:
• Maximize bene
fi
ts
• Minimize drawbacks
Potential bene
fi
ts
Potential drawbacks
41. @crichardson
Use the microservice
architecture when:
Large application and/or development organization
Need multiple technology stacks
Segregating subdomains by their characteristics is bene
fi
cial
Resource requirements => better scalability
Business critically => better availability
Regulatory requirements => faster development
…
42. @crichardson
Agenda
Developing software for today’s crazy world
Architecture patterns for modern software
Migrating a monolith to microservices
The microservices pattern language is your guide
43. @crichardson
Six principles for migrating a
monolith to Microservices
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
fi
rst
6. Success is improved velocity and reliability
https://microservices.io/post/refactoring/2020/07/28/six-principles-for-refactoring-to-microservices.html
44. @crichardson
Principle #1: Make the most
of the monolithic architecture
If software delivery is slow
Optimize development process
Improve deployment pipeline = more automation
Improve team autonomy
Modularize the monolith to enable independent development
Eliminate hand-offs and create cross functional teams
If technology stack is obsolete modernize to a new monolith
…
45. @crichardson
If and only if that is
insuf
fi
cient* then consider
migrating to microservices
*Large, complex applications developed by a
(usually) large team that need to be delivered
rapidly, frequently, and reliably
46. @crichardson
Principle #2: Adopt microservices
for the right reasons
https://microservices.io/post/microservices/2021/11/30/dark-matter-dark-energy.html
Service
Service
«Subdomain» A
«Aggregate»
X
«Subdomain» B
«Aggregate»
Y
Simple components
Team autonomy
Fast deployment pipeline
Support multiple technology stacks
Segregate by characteristics
Repulsive dark energy forces
Characteristics:
• Resource requirements
• Regulations, e.g. SaMD/PCI
• Business criticality/tier
• Security, e.g. PII, …
• DDD core/supporting/generic
• ...
47. @crichardson
Principle #3: Begin with the end in
mind - de
fi
ne a target architecture
Target architecture
Assemblage process
http://microservices-assemblage.io/
48. @crichardson
Principle #4: Migrate incrementally
Monolith
Time
Monolith
Service
Monolith
Service
Service
Monolith
Service
Service
Service
Service
…. Monolith
Service
Service
Service
Service
Service
Service
Service
Service
Service
Service
Service
Service
Service
Service
Service
Service
….
Strangler application
The strangler application grows larger over time
The monolith shrinks over time
Service
Service
Service
Service
Service
Service
Service
Service
New
features
https://microservices.io/patterns/refactoring/strangler-application.html
49. @crichardson
Principle #5: Migrate high-
value modules
fi
rst
Bene
fi
t of extraction
Ease of extraction
High
High
Low
Low
Module B
Module A
Module C
Module D
Module E
50. @crichardson
Principle #6: Measuring
success
Success != Number of Microservices
Success = Improved DORA metrics:
Reduced lead time
Increased deployment frequency
Reduced changed failure rate
Improvements in other -ilities
…
Anti-pattern:
Microservices as the goal
https://microservices.io/post/antipatterns/2019/01/14/antipattern-microservices-are-the-goal.html
51. @crichardson
Agenda
Developing software for today’s crazy world
Architecture patterns for modern software
Migrating a monolith to microservices
The microservices pattern language is your guide
52. @crichardson
Deciding to use the microservice
architecture is just the beginning
Deployment
De
fi
ne services
Observe
UI
Communication
Test
Cross cutting concerns
“Data”
54. Database architecture
Shared database
“Simple”, e.g. ACID
But creates tight design-time coupling
Best avoided
Database per service
Reduces design-time coupling
But potentially more complex, e.g. no
ACID transactions between services
https://microservices.io/patterns/data/shared-database.html
https://microservices.io/patterns/data/database-per-service.html
Service
Shared database
Service
Database
(Schema)
Service
Database per service
Service
Database
(Schema)
Database
(Schema)
55. @crichardson
Database per service => eventually
consistent service collaboration patterns
API Composition
Provider
Service
Service
query()
Composer
Provider
Service
Provider
Service
CQRS
Provider
Service
Service
query()
View
Provider
Service
Provider
Service
Event
Event
Event
Service
Service Service
Transaction
Compensating
transaction
Transaction
Compensating
transaction
Transaction
Compensating
transaction
command()
Saga
Service
Service
command()
Replica Source
Event
Command-side replica
Commands
Queries
https://microservices.io/patterns/index.html#data-management
56. Communication patterns
Remote procedure invocation
e.g. REST
Simple and familiar
But results in tight runtime coupling
Use carefully
Asynchronous messaging
e.g. events
Loose runtime coupling
More complex
Preferred
https://microservices.io/patterns/index.html#style
Service Service
Request
Response
Remote Procedure Invocation
Service Service
Messaging
Message
channel
57. Deployment patterns
Numerous options with
different trade-offs
Use serverless if you can
Otherwise, use containers
Virtual Machine
Service
Service per VM
Container
Service
Service per Container
Serverless infrastructure
Service
Serverless
Serverless framework
58. Summary
Monolith or microservices? #itDepends
The microservices pattern language is your guide
Dark energy and dark matter forces drive the design
Remember the principles for refactoring to microservices
Incrementally refactor a monolith to microservices
adopt.microservices.io @crichardson