The Netflix TechBlog

NOVEMBER 17, 2022

While conventional video codecs remain prevalent, NN-based video encoding tools are flourishing and closing the performance gap in terms of compression efficiency. We employed an adaptive network design that is applicable to the wide variety of resolutions we use for encoding. How do we apply neural networks at scale efficiently?

Network 292

Network Media Innovation Efficiency 292

KeyCDN

FEBRUARY 22, 2023

PWAs are designed to work offline, be fast, and provide a seamless user experience across different devices. Motion UI Motion UI is a design trend involving animation and other interactive elements to create a more dynamic and engaging user experience. They thus adapt to the user's browser, screen size, and device specifications.

Artificial Intelligence 111

Artificial Intelligence Development Serverless Website 111

Dynatrace

APRIL 5, 2021

The 2014 launch of AWS Lambda marked a milestone in how organizations use cloud services to deliver their applications more efficiently, by running functions at the edge of the cloud without the cost and operational overhead of on-premises servers. Organizations are realizing the cost savings and management benefits of serverless automation.

Lambda 180

Lambda AWS Serverless Hardware 180

Dynatrace

JANUARY 23, 2024

AI-enabled chatbots can help service teams triage customer issues more efficiently. Deriving business value with AI, IT automation, and data reliability When it comes to increasing business efficiency, boosting productivity, and speeding innovation, artificial intelligence takes center stage. What is explainable AI?

Performance 186

Performance DevOps Innovation Artificial Intelligence 186

Dynatrace

SEPTEMBER 9, 2022

According to IBM , application modernization takes existing legacy applications and modernizes their platform infrastructure, internal architecture, or features. Improved efficiency. With improved application efficiency, teams can service clients better and access cloud-native tools. Executive-level and business benefits.

Strategy 226

Strategy Benchmarking Serverless Infrastructure 226

Dynatrace

SEPTEMBER 20, 2022

DevSecOps best practices provide guidelines to help organizations achieve efficient and secure application design, development, implementation, and management. Some DevSecOps best practices include the following: Security by design. Many organizations also face cultural challenges that hamper DevSecOps practice implementation.

Best Practices 262

Best Practices DevOps Education Serverless 262

Dynatrace

SEPTEMBER 13, 2023

This is a set of best practices and guidelines that help you design and operate reliable, secure, efficient, cost-effective, and sustainable systems in the cloud. The framework comprises six pillars: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 246

AWS Efficiency Azure Cloud 246

Dynatrace

MAY 23, 2022

Cloud environment toolkits —microservices, Kubernetes, and serverless platforms — deliver business agility, but also create complexity for which many security solutions weren’t designed. As a result, while cloud architecture has enabled organizations to develop applications iteratively, it also increased exposure to vulnerabilities.

Strategy 225

Strategy Innovation Cloud Serverless 225

Dynatrace

APRIL 21, 2022

As organizations adopt microservices architecture with cloud-native technologies such as Microsoft Azure , many quickly notice an increase in operational complexity. The Azure Well-Architected Framework is a set of guiding tenets organizations can use to evaluate architecture and implement designs that will scale over time.

Azure 188

Azure Monitoring Virtualization Metrics 188

Dynatrace

OCTOBER 1, 2021

As dynamic systems architectures increase in complexity and scale, IT teams face mounting pressure to track and respond to conditions and issues across their multi-cloud environments. An advanced observability solution can also be used to automate more processes, increasing efficiency and innovation among Ops and Apps teams.

Metrics 363

Metrics Open Source Monitoring Infrastructure 363

Dynatrace

JULY 16, 2020

To do that, we need an easy and efficient API access to all of our Dynatrace Environments, without having to create and maintain API access tokens of individual tenants. I wanted a rather lightweight design that is yet versatile. The Fan-Out/Fan-In pattern is nowadays found when building serverless functions for high scalability.

Cache 234

Cache Serverless Efficiency Tuning 234

InfoQ

JUNE 26, 2023

Microsoft has recently unveiled several new features for Azure Cosmos DB to enhance cost efficiency, boost performance, and increase elasticity. These features are burst capacity, hierarchical partition keys, serverless container storage of 1 TB, and priority-based execution. By Steef-Jan Wiggers

Azure 85

Azure Serverless Performance Storage 85

Enprowess

JANUARY 12, 2022

Serverless Architecture. Offers Easy Navigation & Seamless User Experience: Single page app has a simple design, and it delivers an experience like a desktop or mobile app. Its visual design pattern became a mainstream trend in web app development. Serverless Architecture. AI-powered Chatbots.

Blockchain 59

Blockchain IoT Development Serverless 59

Percona

DECEMBER 27, 2023

Consequently, they might miss out on the benefits of integrating security into the SDLC, such as enhanced efficiency, speed, and quality in software delivery. While integrating AI and machine learning into cloud-native architectures, there’s an increasing demand from users for AI to be open and collaborative.

Cloud 81

Cloud Open Source Strategy Best Practices 81

The Morning Paper

FEBRUARY 6, 2020

Today’s paper choice is a fresh-from-the-arXivs take on serverless computing from the RISELab at Berkeley, addressing some of the limitations outlined in last year’s ‘ Berkeley view on serverless computing.’ Cloudburst’s design includes consistent mutable caches in the compute tier.

Lambda 98

Lambda Serverless Cache Latency 98

The Netflix TechBlog

SEPTEMBER 29, 2022

Notice the three Cosmos subsystems: Optimus, an API layer mapping external requests to internal business models, Plato, a workflow layer for business rule modeling, and Stratum, the serverless layer for running stateless and computational-intensive functions. System Architecture Timestone is a gRPC-based service.

Latency 212

Latency Systems Media Serverless 212

Adrian Cockcroft

NOVEMBER 26, 2023

The Pantheon in Rome — Extremely sustainable architecture — photo by Adrian I wrote a medium post after AWS re:Invent 2022 summarizing the (lack of) news and all the talks related to Sustainability. This includes providing the efficient, resilient services AWS customers expect, while minimizing their environmental footprint.

AWS 52

AWS Energy IoT Best Practices 52

The Morning Paper

MARCH 8, 2020

This paper describes the design decisions behind the Snowflake cloud-based data warehouse. This paper presents Snowflake design and implementation along with a discussion on how recent changes in cloud infrastructure (emerging hardware, fine-grained billing, etc.) From shared-nothing to disaggregation. joins) during query processing.

Storage 112

Storage Engineering Cache Serverless 112

The Netflix TechBlog

SEPTEMBER 8, 2020

We went from an essentially serverless model in a monolithic service, to deploying and maintaining a new microservice that hosted our app backend endpoints. While this gave client teams a very convenient “serverless” model, over time we ran into multiple operational and devex challenges with this service. It was a Node.js

Latency 233

Latency Cache Java Traffic 233

Percona

JULY 1, 2023

With its support for MySQL and PostgreSQL, and its automated replication and backup capabilities, it’s designed to deliver high performance, scalability, and availability to meet the needs of mission-critical applications. This eliminates the need for complex or scripted backup procedures and designated backup windows.

AWS 52

AWS Database Serverless Storage 52

Dynatrace

JUNE 1, 2021

Application architecture to gain insights into how application architecture changes impact performance and user experience. By default or by design, different teams may deploy a combination of point solutions — specialized monitoring tools that capture the individual components of their application environment.

Monitoring 148

Monitoring Mobile Social Media Artificial Intelligence 148

The Morning Paper

JUNE 13, 2019

.” If we want an increasing number of applications to use machine learning, we must automate issues that affect ease-of-use, performance, and cost efficiency for users and providers… Despite significant research, this is missing right now. We’d like to pack models as efficiently as possible on the underlying infrastructure.

Hardware 58

Hardware Latency Serverless Energy 58

Smashing Magazine

AUGUST 3, 2023

These pages serve as a pivotal tool in our digital marketing strategy, not only providing valuable information about our services but also designed to be easily discoverable through search engines. This is why the async and deferred attributes are crucial, as they ensure an efficient, seamless web browsing experience.

Performance 74

Performance Cache Traffic Metrics 74

The Netflix TechBlog

MARCH 1, 2021

Orchestrated Functions as a Microservice by Frank San Miguel on behalf of the Cosmos team Introduction Cosmos is a computing platform that combines the best aspects of microservices with asynchronous workflows and serverless functions. On the one hand, logic is divided between API, workflow and serverless functions. debian packages).

Serverless 228

Serverless Media Latency Social Media 228

The Netflix TechBlog

NOVEMBER 2, 2021

For example, when we design a new version of VMAF, we need to effectively roll it out throughout the entire Netflix catalog of movies and TV shows. This article explains how we designed microservices and workflows on top of the Cosmos platform to bolster such video quality innovations. via bug fixes). We call this system Cosmos.

Media 171

Media Innovation Metrics Latency 171

O'Reilly

MAY 19, 2020

Designing a survey inevitably entails making a spate of methodological trade-offs. Oddly, about 3% of non-adopters cited cost as a primary reason not to move workloads to cloud; cost-efficiency is usually touted as one of cloud’s most attractive features. However, more than half of respondents (54%) also use multiple cloud services.

Cloud 141

Cloud Serverless AWS Architecture 141

High Scalability

OCTOBER 24, 2022

What it means to be cloud-native has gone through several evolutions: VM to container to serverless. Each cloud-native evolution is about using the hardware more efficiently. You can even go old school and use non cloud-native architectures. Do you think those evolutions would have happened with a structural separation in place?

Cloud 187

Cloud Hardware Infrastructure Innovation 187

Smashing Magazine

SEPTEMBER 24, 2021

Vercel and Netlify also use serverless functions for the Server Side Rendering, which is the most efficient way to scale out. But if you are not careful and start banging out code without thinking about design, you might end up with a big ball of mud. project in a flexible and efficient way ,” Vadorequest, Dev.to.

Website 113

Website Code Servers Analytics 113

Smashing Magazine

OCTOBER 22, 2021

If this sounds like poor architecture to you — you’re absolutely right. On design systems, CSS/JS and UX. number (as well as more efficient integer and float types). Main logical units of the Autowuzzler architecture: the Physics World is shared between the Colyseus server and the SvelteKit client app. and Express.

Games 94

Games Servers Database Virtualization 94

Abhishek Tiwari

NOVEMBER 3, 2018

Recently I was asked about content management systems (CMS) of the future - more specifically how they are evolving in the era of microservices, APIs, and serverless computing. Unfortunately, other than cost advantage Wordpress and Drupal have similar deficiencies i.e. legacy monolith architecture. A headless CMS using GraphQL.

Systems 63

Systems Cache Website Network 63