Dzone - DevOps

MARCH 18, 2024

Incorporating AI into API and microservice architecture design for the Cloud can bring numerous benefits. Automated scaling : AI can monitor usage patterns and automatically scale microservices to meet varying demands, ensuring efficient resource utilization and cost-effectiveness.

Microservices 96

Microservices Architecture Load Balancer Cloud 96

AWS Machine Learning - AI

NOVEMBER 7, 2024

Each component in the previous diagram can be implemented as a microservice and is multi-tenant in nature, meaning it stores details related to each tenant, uniquely represented by a tenant_id. This in itself is a microservice, inspired the Orchestrator Saga pattern in microservices.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

Honeycomb

NOVEMBER 19, 2024

phenomenon We’ve all heard the slogan, “metrics, logs, and traces are the three pillars of observability.” You probably use some subset (or superset) of tools including APM, RUM, unstructured logs, structured logs, infra metrics, tracing tools, profiling tools, product analytics, marketing analytics, dashboards, SLO tools, and more.

Software Review 133

Software Review Weak Development Team Metrics Technical Review 133

CircleCI

MAY 21, 2020

Designing software that is flexible and changeable is arguably the most important architectural property. However, if we optimise our architecture for change (evolvability), when we discover a performance issue or a security vulnerability we can change our system to help address it. Without mandating a specific architecture (e.g.

Architecture 122

Architecture Weak Development Team Metrics Culture 122

OverOps

FEBRUARY 19, 2020

Below we outline common approaches to distributed tracing, the challenges these methods pose and how OverOps can help deliver greater insights when troubleshooting across microservices. The accelerated adoption of microservices and increasingly distributed systems brings the promise of greater speed, scalability and flexibility.

System 195

System Microservices Weak Development Team How To 195

Xebia

JUNE 7, 2022

Their focus was to build a solution that makes it easier for development teams to build Microservice architecture-based applications and deploy those to Azure. What are the features that development teams want when building and hosting microservices? Microservices using Dapr in Azure Container Apps.

Azure 130

Azure Microservices Serverless Applications 130

Honeycomb

APRIL 23, 2025

Get your free copy of Charity’s Cost Crisis in Metrics Tooling whitepaper. Metrics-heavy shops are used to blaming custom metrics for their cost spikes, and for good reason. If you use a lot of custom metrics, switching to the 2.0 Every multiple pillars platform can handle your metrics, logs, traces, errors, etc.,

Weak Development Team 110

Weak Development Team Metrics Storage Engineering 110

Dzone - DevOps

MARCH 28, 2023

Last month I wrote about modular monoliths and the value of modern monolithic architecture. One of the more interesting discussions that came out of that article (and video) is the inverse discussion: when is it right to still pick microservices? But there are still general rules of thumb and global metrics we can use.

Microservices 84

Microservices Architecture Metrics Video 84

Accenture

APRIL 3, 2019

Microservices architecture has become popular over the last several years. Many organizations have seen significant improvements in critical metrics such as time to market, quality, and productivity as a result of implementing microservices. Recently, however, there has been a noticeable backlash against microservices.

Microservices 92

Microservices Technical Review Software Review Systems Review 92

Apiumhub

SEPTEMBER 17, 2023

As the organizers of the GSAS 2023 , we take pride in continuously monitoring new releases of software architecture books to extend invitations to their authors for our event. What’s even more exciting is that some of these authors will be generously raffling off copies of their software architecture books to our attendees!

Architecture 94

Architecture Software Review Software Weak Development Team 94

Datavail

OCTOBER 5, 2021

If you’re in the technology field and you live on planet earth, you’ve probably heard the term “microservices” thrown around. The purpose of this article will be to give you a familiarity with microservices and what it (not “they”) does. Microservices. Microservices is not just a buzzword. It’s almost become a buzzword.

Microservices 81

Microservices eCommerce Architecture Applications 81

Abhishek Tiwari

SEPTEMBER 7, 2024

Microservices have become the dominant architectural paradigm for building large-scale distributed systems, but until now, their inner workings at major tech companies have remained shrouded in mystery. Meta's microservices architecture encompasses over 18,500 active services running across more than 12 million service instances.

Microservices 52

Microservices Architecture Systems Review Technical Review 52

Netflix Tech

JANUARY 6, 2025

Title Health encompasses various metrics and indicators that reflect how well a title is performing, in terms of discoverability and member engagement. System issues, which mostly manifest as bugs in our personalization microservices are not uncommon, and they take moderate effort to address. How do we ensure standardization?

Microservices 88

Microservices Scalability System Engineering 88

CircleCI

JUNE 29, 2021

The pros and cons of monoliths vs microservices. Faced with this issue, many organizations decide to break up the monolith into microservices. Breaking up the monolith into microservices. It creates the need to resolve the same types of problems every time a new service is added to the architecture.

Microservices 98

Microservices Software Review Testing Organization 98

Accenture

APRIL 17, 2019

Microservices architecture has become popular over the last several years. Many organizations have seen significant improvements in critical metrics such as time to market, quality, and productivity as a result of implementing microservices. Recently, however, there has been a noticeable backlash against microservices.

Microservices 66

Microservices Software Review Technical Review Metrics 66

DevOps.com

NOVEMBER 4, 2019

Whether migrating from a monolithic architecture or building a distributed system from ground zero, there are many benefits to leverage from a microservices architecture–faster software deployment cycles, enhanced scalability, improved isolation of risk. The […].

Metrics 77

Metrics System Scalability Microservices 77

Accenture

APRIL 10, 2019

Microservices architecture has become popular over the last several years. Many organizations have seen significant improvements in critical metrics such as time to market, quality, and productivity as a result of implementing microservices. Recently, however, there has been a noticeable backlash against microservices.

Microservices 81

Microservices Technical Review Software Review Systems Review 81

Apiumhub

DECEMBER 13, 2022

I recently started studying styles of software architecture in different ways: by reading books by renowned architects and by trying to go a step further in my professional career. What I will do is summarize what I have been reading and learning about the different styles of software architecture categorized as monolithic or distributed.

Architecture 83

Architecture Software Review Software Weak Development Team 83

OverOps

JULY 1, 2019

The divergence sneaks up on us and we only discover it when things become unstable and start to topple, or cross integrations are too complex because it’s not built with a solid architecture. There are many types of analysis we can perform to ensure reliability, though, going far beyond the log files.

Weak Development Team 250

Weak Development Team Artificial Inteligence How To Analysis 250

TechCrunch

OCTOBER 12, 2020

Throw in microservices and one can wind up with a big muddle, and an even bigger bill. It set out to solve the spend attribution problem that companies with public cloud contracts deal with — including having to contend with modern architecture and its related issues — while earning the trust of engineers, according to Razzaq.

Cloud 250

Cloud Company Azure Google Cloud 250

CIO

AUGUST 13, 2024

Consider adopting microservices architecture to make systems more flexible and easier to automate. Develop holistic metrics aligned with business objectives, integrating KPIs and OKRs into automated systems. He also helps organizations thrive with AI, data excellence, and strategic architecture in today’s digital landscape.

Artificial Inteligence 195

Artificial Inteligence Survey Machine Learning Metrics 195

TechCrunch

OCTOBER 7, 2021

The underlying large-scale metrics storage technology they built was eventually open sourced as M3. Mao and co-founder Rob Skillington (CTO) founded Chronosphere on the back of early work that they started at Uber, where they built an observability platform very specific to Uber’s needs as a business.

Cloud 209

Cloud Sport Open Source Machine Learning 209

DevOps.com

DECEMBER 6, 2022

Organizations are increasingly using distributed tracing to monitor their complex, microservice-based architectures. Distributed tracing has become essential in microservice applications, cloud-native and distributed systems.

Microservices 134

Microservices Serverless Architecture Applications 134

Honeycomb

NOVEMBER 25, 2024

Honeycomb’s SLOs allow teams to define, measure, and manage reliability based on real user impact, rather than relying on traditional system metrics like CPU or memory usage. Instead, they consolidate logs, metrics, and traces into a unified workflow. For OneFootball, this shift was transformative.

Continuous Delivery 59

Continuous Delivery Metrics Engineering Fractional CTO 59

TechCrunch

OCTOBER 26, 2022

A separate, more recent poll by infrastructure automation company Puppet found that companies were hitting a number of DevOps speed bumps in the race to be cloud native, including a skills shortage, issues with legacy architecture, organizational resistance to change and limited or lack of automation.

DevOps 182

DevOps Cloud Software Review Microservices 182

Netflix Tech

NOVEMBER 2, 2021

In particular, the VMAF metric lies at the core of improving the Netflix member’s streaming video quality. This article explains how we designed microservices and workflows on top of the Cosmos platform to bolster such video quality innovations. Cosmos is a computing platform for workflow-driven, media-centric microservices.

Microservices 72

Microservices Video Metrics Media 72

Linux Academy

JANUARY 29, 2019

The rise of containerization technologies, like Docker, and systems for orchestrating and deploying these containers, like Kubernetes, have completely transformed the traditional application architecture. With microservice architecture, the application is broken down into separate pieces —microservices— that update and deploy independently.

Microservices 60

Microservices Linux Architecture Resources 60

Perficient

MARCH 18, 2025

Registry app : This app implementsa service registry to maintain a directory of all microservices and their instances (Containers). It facilitates service discovery and load balancing within the microservices architecture. Tooling-web : Provides a suite of monitoring and debugging tools for developers and administrators.

Load Balancer 52

Load Balancer Microservices eCommerce Scalability 52

Xebia

DECEMBER 9, 2023

Underlying technology of Chaos Studio for Azure Kubernetes Service is the opens source platform Chaos Mesh We started with deploying a microservice application on to AKS. When you inject chaos in to your infrastructure, you quickly come to realize that you need metrics. Without metrics, you are blind.

Innovation 130

Innovation Azure Microservices IoT 130

Kentik

NOVEMBER 16, 2015

KDE handles over 10B flow records/day with a microservice architecture that's optimized using metrics. That means scaling horizontally, which involves a complex distributed system with a custom microservice architecture. And that leads us to metrics. Health checks and series metrics. A local min?

Metrics 40

Metrics Microservices Linux Architecture 40

Netflix Tech

FEBRUARY 14, 2025

Architecture Overview The first pivotal step in managing impressions begins with the creation of a Source-of-Truth (SOT) dataset. Impression Source-of-Truth architecture Ensuring High Quality Impressions Maintaining the highest quality of impressions is a top priority.

Systems Review 66

Systems Review Technical Review Data Metrics 66

Netflix Tech

OCTOBER 16, 2019

By Ammar Khaku Introduction In a microservice architecture such as Netflix’s, propagating datasets from a single source to multiple downstream destinations can be challenging. This post is a high level overview of the design and architecture of Gutenberg. A publisher publishes to a topic and consumers consume from a topic.

Microservices 77

Microservices Weak Development Team Artificial Inteligence Machine Learning 77

CloudGeometry

MARCH 3, 2022

Second, there is no one-size-fits-all SaaS architecture (the second principle is a corollary of the first). The challenge is to build common ground between business and architecture so as to translate business assumptions into critical technical solution inputs. This is known as a unit metric.

Metrics 130

Metrics Architecture Cloud Strategy 130

Dzone - DevOps

APRIL 21, 2023

Monitoring and Logging : Kong offers detailed metrics and logs to help monitor API performance and identify issues. Microservice Architecture : Kong is designed to work with microservice architecture, providing a central point of control for API traffic and security.

Load Balancer 96

Load Balancer Microservices Authentication Architecture 96

Mobilunity

JULY 29, 2021

Why do companies use microservices with DevOps/cloud solutions, and what are the advantages and possible pitfalls of microservices integration? Microservices in a Nutshell. Initially, applications were developed and deployed with a monolithic architecture only, meaning they were built as a single, indivisible unit.

Continuous Delivery 52

Continuous Delivery Microservices DevOps Architecture 52

Honeycomb

NOVEMBER 17, 2023

The interplay of distributed architectures, microservices, cloud-native environments, and massive data flows requires an increasingly critical approach : observability. Observability starts by collecting system telemetry data, such as logs, metrics, and traces. Software systems are increasingly complex.

Metrics 126

Metrics Software Review Analysis Technical Review 126

Netflix Tech

SEPTEMBER 8, 2020

How we migrated our Android endpoints out of a monolith into a new microservice by Rohan Dhruva , Ed Ballot As Android developers, we usually have the luxury of treating our backends as magic boxes running in the cloud, faithfully returning us JSON. You can read more about this in our previous posts here: part 1 , part 2. It was a Node.js

Microservices 97

Microservices Video Software Review Testing 97