Netflix Tech

DECEMBER 17, 2024

The Challenge of Title Launch Observability As engineers, were wired to track system metrics like error rates, latencies, and CPU utilizationbut what about metrics that matter to a titlessuccess? The complexity of these operational demands underscored the urgent need for a scalable solution.

Systems Review 68

Systems Review Microservices Scalability Technical Review 68

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

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 76

Metrics System Scalability Microservices 76

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. Microservices are more secure.

Microservices 81

Microservices eCommerce Architecture Applications 81

Confluent

AUGUST 1, 2019

At Imperva, we took advantage of Kafka Streams to build shared state microservices that serve as fault-tolerant, highly available single sources of truth about the state of objects in our system. Scalability, high availability, and fault tolerance. Benefits and challenges of moving from one microservice to a cluster.

Microservices 20

Microservices Systems Review System Software Review 20

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

Perficient

MARCH 18, 2025

HCL Commerce Containers provide a modular and scalable approach to managing ecommerce applications. Scalability : Each Container can be scaled independently based on demand, ensuring the system can handle high traffic. It facilitates service discovery and load balancing within the microservices architecture.

Load Balancer 52

Load Balancer Microservices eCommerce Scalability 52

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

Netflix Tech

NOVEMBER 2, 2021

In particular, the VMAF metric lies at the core of improving the Netflix member’s streaming video quality. As VMAF evolves and is integrated with more encoding and streaming workflows within Netflix, we need scalable ways of fostering video quality innovations. We call this system Cosmos. VMAF and SSIM ).

Microservices 71

Microservices Video Metrics Media 71

TechCrunch

OCTOBER 7, 2021

Today a startup that’s built a scalable platform to manage that is announcing a big round of funding to continue its own scaling journey. The underlying large-scale metrics storage technology they built was eventually open sourced as M3.

Cloud 209

Cloud Sport Open Source Artificial Inteligence 209

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. Interested in learning more?

Continuous Delivery 59

Continuous Delivery Metrics Engineering Fractional CTO 59

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.

Metrics 126

Metrics Software Review Analysis Technical Review 126

Dzone - DevOps

APRIL 13, 2023

The OpenTelemetry project was announced in 2019 as the coming together of two efforts that existed prior to that — OpenTracing and OpenCensus , with the goal of becoming a single open standard for extracting telemetry from distributed microservice-based applications.

Microservices 90

Microservices Fashion Metrics Scalability 90

Dzone - DevOps

OCTOBER 26, 2023

With a shift towards microservices and highly modular architectures, the importance of application integration testing has never been greater. In this discussion, we take a different approach to dissect this subject by emphasizing the need for strategic planning, scalability considerations, and ROI metrics.

Testing 97

Testing Applications Strategic Planning Microservices 97

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

Netflix Tech

APRIL 27, 2023

A few years ago, we were paged by our SRE team due to our Metrics Alerting System falling behind — critical application health alerts reached engineers 45 minutes late! It became clear to us that we needed to solve the scalability problem with a fundamentally different approach. OK, Results?

Metrics 118

Metrics Systems Review Storage Weak Development Team 118

Xebia

FEBRUARY 20, 2023

The project involved decommissioning an extensive monolith Scala application into smaller microservices. The team used the Strangler Fig pattern to decommission the legacy system gradually in new Scala and modern microservices running in Kubernetes. JVM metrics. What can we do to identify the OOMKilled issue?

Microservices 130

Microservices Resources Software Review Metrics 130

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. The sole build pipeline creates a bottleneck for releasing too big and too complex products, and here’s where microservices come into play.

Continuous Delivery 52

Continuous Delivery Microservices DevOps Architecture 52

Netflix Tech

JUNE 7, 2021

Flow Exporter The Flow Exporter is a sidecar that uses eBPF tracepoints to capture TCP flows at near real time on instances that power the Netflix microservices architecture. The Flow Exporter also publishes various operational metrics to Atlas. These metrics are visualized using Lumen , a self-service dashboarding infrastructure.

Network 131

Network IPv6 Transportation AWS 131

Mobilunity

DECEMBER 26, 2024

In the current digital environment, migration to the cloud has emerged as an essential tactic for companies aiming to boost scalability, enhance operational efficiency, and reinforce resilience. Our checklist guides you through each phase, helping you build a secure, scalable, and efficient cloud environment for long-term success.

AWS 52

AWS Cloud Weak Development Team DevOps 52

Netflix Tech

OCTOBER 19, 2020

Distributed Tracing: the missing context in troubleshooting services at scale Prior to Edgar, our engineers had to sift through a mountain of metadata and logs pulled from various Netflix microservices in order to understand a specific streaming failure experienced by any of our members. Trace Instrumentation: how will it impact our service?

Infrastructure 95

Infrastructure Microservices Systems Review Storage 95

The Citus Data

JULY 18, 2023

Schema-based sharding gives an easy path for scaling out several important classes of applications that can divide their data across schemas: Multi-tenant SaaS applications Microservices that use the same database Vertical partitioning by groups of tables Each of these scenarios can now be enabled on Citus using regular CREATE SCHEMA commands.

Microservices 98

Microservices Metrics Open Source IoT 98

CIO

NOVEMBER 3, 2022

Horizontal team members own the platforms to ensure their robustness, reliability, latency and scalability so engineers can be productive. They have full autonomy to decide whatever they want to do… to drive that goal, that mission and move that [business] metric in the way we expect.”

CTO Coach 148

CTO Coach Development .Net Coaching 148

Honeycomb

JUNE 9, 2023

Kubernetes helps teams of all sizes optimize their microservices architecture by enabling seamless automated containerized app deployment, easy scalability, and efficient operations. In addition, as FireHydrant’s app grew over time, the team adopted more microservices, and it needed a way to orchestrate them.

Metrics 98

Metrics Microservices Engineering Scalability 98

CIO

NOVEMBER 29, 2023

If you choose not to use a cloud provider’s native services in order to remain agnostic, you lose many of the ‘better, cheaper, faster’ business case metrics,” says Holcombe. First, what services, such as microservices or serverless, are available from the cloud service providers to facilitate migration?

Cloud 187

Cloud Technical Review Software Review Systems Review 187

OverOps

DECEMBER 18, 2018

Java 11 introduced the Z Garbage Collector (ZGC), a new JDK garbage collector designed for low latency and high scalability. Metrics, logging, monitoring, and reliability. The Z Garbage Collector. Erik Österlund of the HotSpot Garbage Collection team at Oracle, is a contributor to the ZGC project. Functional Programming with Effects.

Conference 185

Conference Serverless Weak Development Team DevOps 185

Netflix Tech

FEBRUARY 18, 2022

To this end, we developed a Rapid Event Notification System (RENO) to support use cases that require server initiated communication with devices in a scalable and extensible manner. Furthermore, in addition to real-time alerting, we added trend analysis for important metrics to help catch longer term degradations.

Systems Review 133

Systems Review System Architecture Metrics 133

Capgemini

MARCH 25, 2020

Designing the microservices: Start with the business focus for each service. Domain-driven design (aka DDD) is the de facto architecture pattern for microservices. This helps break up the complex system into data-driven microservices that reflect the business problem. Go beyond the twelve-factor design for microservices.

Microservices 40

Microservices Architecture Testing Metrics 40

Cloudera

OCTOBER 8, 2024

We are thrilled to announce the general availability of the Cloudera AI Inference service, powered by NVIDIA NIM microservices , part of the NVIDIA AI Enterprise platform, to accelerate generative AI deployments for enterprises. This service supports a range of optimized AI models, enabling seamless and scalable AI inference.

Applications 75

Applications Generative AI Disaster Recovery Artificial Inteligence 75

Apiumhub

NOVEMBER 8, 2018

In these open spaces, we discussed very interesting topics like “feature branches vs. continuous integration”, “ monoliths vs microservices “, “how to manage diversity in our workplace”, Also, we shared the disastrous experiences we have had in production. Microservices vs Monolithic architecture.

Engineering 76

Engineering Microservices Case Study Architecture 76

Netflix Tech

MAY 4, 2023

The backend for the streaming product utilizes a highly distributed microservices architecture; hence these migrations also happen at different points of the service call graph. The first phase involves validating functional correctness, scalability, and performance concerns and ensuring the new systems’ resilience before the migration.

Comparison 138

Comparison Testing Metrics Analysis 138

Honeycomb

JANUARY 3, 2022

We’re operating distributed microservice ecosystems on top of a deep stack of frameworks, abstractions and runtimes that are all running on other people’s servers (aka “the cloud”). This time, imagine that we are the on-call engineer for a large web app with a complex architecture consisting of hundreds of independent microservices.

Systems Review 143

Systems Review Microservices Architecture System 143

Altexsoft

FEBRUARY 11, 2020

Scalable and flexible. TheHive is a scalable incident response platform that you can use for case and alert management. It features dynamic dashboards for tracking metrics of cases, recording response progress, and automating response tasks. Scalable and flexible. OwlH is a scalable, network intrusion detection system.

Tools 109

Tools Linux Analysis Open Source 109

Daniel Bryant

SEPTEMBER 16, 2022

Most successful organizations base their goals on improving some or all of the DORA or Accelerate metrics. DORA metrics are used by DevOps teams to measure their performance and find out whether they are “low performers” to “elite performers.” You want to maximize your deployment frequency while minimizing the other metrics.

Load Balancer 95

Load Balancer Cloud Continuous Delivery Microservices 95

O'Reilly Media - Ideas

DECEMBER 6, 2018

Virtually all modern software and applications built today are distributed systems of some sort, says Sam Newman , director at Sam Newman & Associates and author of Building Microservices. Horizontal Scalability. Even a monolithic application talking to a database is a distributed system, he says, “just a very simple one.”.

Systems Review 108

Systems Review System Technical Review Technical Cofounder 108

Apiumhub

OCTOBER 10, 2023

He is a software engineer, consultant, and author of “Continuous Delivery”, “Modern Software Engineering,” “CD Pipelines,” and “ Software Architecture Metrics. “ Farley is synonymous with being at the forefront of modern software development practices.

Social 86

Social Media Fractional CTO Software Engineering 86

Netflix Tech

DECEMBER 11, 2020

For our federated architecture, we prioritized solving observability needs in a more scalable manner. debug why something isn’t working Our guiding metrics in this space are mean time to resolution (MTTR) and service level objectives and indicators (SLO/SLI). We prioritized three areas: Alerting ?—?report

Weak Development Team 102

Weak Development Team Architecture Systems Review Software Review 102