The Netflix TechBlog

MARCH 7, 2023

We designed a unique concept called Annotation Operations which allows teams to create data pipelines and easily write annotations without worrying about access patterns of their data from different applications. But we cannot search or present low latency retrievals from files Etc. This is obviously very expensive.

Media 275

Media Latency Architecture Database 275

Smashing Magazine

OCTOBER 15, 2021

Tips And Tricks For Evaluating UX/UI Designers. Tips And Tricks For Evaluating UX/UI Designers. When a company’s digital representation lacks a dedicated UX/UI design team, it can be hard to produce something that stands out from the crowd. That’s why you need a good UI/UX designer. Nataliya Sambir. And vice versa.

Design 114

Design Website Efficiency Processing 114

The Netflix TechBlog

APRIL 12, 2022

In a federated graph architecture, how can we answer such a query given that each entity is served by its own service? The Studio Search platform was designed to take a portion of the federated graph, a subgraph rooted at an entity of interest, and make it searchable. Data Mesh streams are schematized with Avro.

Engineering 273

Engineering Architecture Java Infrastructure 273

The Netflix TechBlog

JUNE 20, 2023

In this blog post, we present two complementary approaches to scene boundary detection in audiovisual content. A complementary approach (which in fact, can use the above alignments as a feature) that we present next is to train a sequence model on annotated scene change data. sluglines).

Benchmarking 264

Benchmarking C++ Availability Programming 264

The Netflix TechBlog

JANUARY 25, 2023

Marken architecture Above picture represents the block diagram of the architecture for our service. Our architecture makes it possible to easily onboard and ingest data from Media algorithms. Our service will be used by a lot of internal UI applications hence the latency for CRUD and search operations must be low.

Scalability 293

Scalability Latency Media Architecture 293

Dynatrace

MAY 2, 2024

Additionally, blind spots in cloud architecture are making it increasingly difficult for organizations to balance application performance with a robust security posture. At this year’s RSA conference, taking place in San Francisco from May 6-9, presenters will explore ideas such as redefining security in the age of AI.

Artificial Intelligence 242

Artificial Intelligence Cloud Best Practices DevOps 242

Strategic Tech

JANUARY 22, 2024

Architecture modernization initiatives are strategic efforts involving many teams, usually for many months or years. An AMET is an architecture Enabling Team that helps to coordinate and upskill all teams and stakeholders involved in a modernization initiative. They need a more loosely coupled architecture and empowered teams.

Architecture 98

Architecture Metrics Logistics Strategy 98

The Netflix TechBlog

NOVEMBER 12, 2024

By: Rajiv Shringi , Oleksii Tkachuk , Kartik Sathyanarayanan Introduction In our previous blog post, we introduced Netflix’s TimeSeries Abstraction , a distributed service designed to store and query large volumes of temporal event data with low millisecond latencies. Today, we’re excited to present the Distributed Counter Abstraction.

Latency 253

Latency Cache Infrastructure Strategy 253

InfoQ

NOVEMBER 30, 2023

John Spray describes an experience of building high performance systems with C++20 in an asynchronous runtime, and explores the challenges & tradeoffs in adopting a thread-per-core architecture. By John Spray

Performance 113

Performance C++ Architecture Systems 113

Dynatrace

JANUARY 18, 2024

To some, it’s a design methodology — a foundational pillar of the AI model development process. Decision trees and dashboards are two common visualization methods that present complex data in an easily readable format. Strong visualization tools are necessary to fully maximize any explainable AI method’s benefits.

Artificial Intelligence 224

Artificial Intelligence Healthcare Government Technology 224

O'Reilly Software

OCTOBER 23, 2018

I should start by saying this section does not offer a treatise on how to do architecture. Vitruvius and the principles of architecture. Architecture begins when someone has a nontrivial problem to be solved. Everyone who goes to architecture school learns his work. It must be useful, have utility.

Strategy 100

Strategy Architecture Technology Technology 100

Dynatrace

JANUARY 23, 2024

At this year’s Perform, we are thrilled to have our three strategic cloud partners, Amazon Web Services (AWS), Microsoft Azure, and Google Cloud Platform (GCP), returning as both sponsors and presenters to share their expertise about cloud modernization and observability of generative AI models. What will the new architecture be?

Cloud 224

Cloud Artificial Intelligence Performance AWS 224

The Netflix TechBlog

AUGUST 29, 2023

Today we have a wealth of tools, both OSS and commercial, all designed for cloud-native environments. To improve availability, we designed systems where components could fail separately and avoid single points of failure. Eureka and Ribbon presented a simple but powerful interface, which made adopting them easy.

Traffic 231

Traffic Latency Cloud C++ 231

Dynatrace

SEPTEMBER 27, 2024

But DIY projects require extensive planning and careful consideration, including choosing the right technology stack, outlining the application’s framework, selecting a design system for the user interface, and ensuring everything is secure, compliant, and scalable to meet the requirements of large enterprises.

Government 199

Government DevOps Azure Scalability 199

The Netflix TechBlog

FEBRUARY 9, 2021

Plus, the architecture of the Edge tier was evolving to a PaaS (platform as a service) model, and we had some tough decisions to make about how, and where, to handle identity token handling. The system architecture now takes the form of: Notice that tokens never traverse past the Edge gateway / EAS boundary. We are serving over 2.5

Architecture 230

Architecture Latency Servers Systems 230

Strategic Tech

MARCH 16, 2021

I believe that attitude towards the design of code and architecture is one of them. In my experience, the culture is better and the results are better in orgs where engineers and architects obsess over the design of code and architecture. Both valuing design and striving for continuous delivery are necessary.

Software Engineering 80

Software Engineering Design Engineering Software 80

Dynatrace

JUNE 17, 2021

Though, it’s typically impossible to remediate all known security vulnerabilities so enterprises need a better solution for identifying those detected security vulnerabilities that present the greatest risk. Teams also use information about applications or system architecture for prioritization. The CVSS score is risk-averse by design.

Open Source 215

Open Source Internet Internet Cloud 215

All Things Distributed

MAY 19, 2017

We decided to use our inventive powers to design and build a new database engine that would give database systems such as MySQL and PostgreSQL reliability and performance at scale, at a level that could serve even the most demanding OLTP applications.

Database 91

Database Design Cloud Storage 91

Dynatrace

JANUARY 31, 2024

While off-the-shelf models assist many organizations in initiating their journeys with generative AI (GenAI), scaling AI for enterprise use presents formidable challenges. Figure 1: Sample RAG architecture While this approach significantly improves the response quality of GenAI applications, it also introduces new challenges.

Cache 215

Cache Azure Infrastructure Monitoring 215

Simform

JULY 26, 2021

Frontend architecture comprises a bunch of practices and tools that upgrades your application’s code quality. What’s more, it also presents you with the opportunity to create a productive, scalable, and sustainable workflow. The post How to Re-evaluate Your Frontend Architecture and Improve its Design?

Architecture 59

Architecture Design Scalability Technology 59

Dynatrace

MAY 15, 2020

Overcoming the barriers presented by legacy security practices that are typically manually intensive and slow, requires a DevSecOps mindset where security is architected and planned from project conception and automated for speed and scale throughout where possible. On further examination you discover an abnormal system process has initiated.

Government 239

Government DevOps Infrastructure Network 239

The Netflix TechBlog

JANUARY 10, 2024

This architecture shift greatly reduced the processing latency and increased system resiliency. When Reloaded was designed, we focused on a single use case: converting high-quality media files (also known as mezzanines) received from studios into compressed assets for Netflix streaming.

Processing 240

Processing Media Latency Innovation 240

All Things Distributed

JANUARY 18, 2012

a Fast and Scalable NoSQL Database Service Designed for Internet Scale Applications. Today is a very exciting day as we release Amazon DynamoDB , a fast, highly reliable and cost-effective NoSQL database service designed for internet scale applications. Amazon DynamoDB â?? By Werner Vogels on 18 January 2012 07:00 AM. Comments ().

Scalability 164

Scalability Database Ecommerce Latency 164

InfoQ

FEBRUARY 29, 2024

Billy Lynch, Zack Newman discuss the architecture and internals of Sigstore and keyless signing, along with the security considerations that drove the design. By Billy Lynch, Zack Newman

Infrastructure 73

Infrastructure Scalability Software Software 73

Dynatrace

MAY 26, 2021

In the keynote by Christina Yakomin and Steve Prazenica from Vanguard, the presenters recounted their journey from a monolith with alert-based incident reporting and no positive health signals to an observable microservice architecture. OTel is designed to ensure flexibility and stability.

AWS 224

AWS Strategy Storage Metrics 224

InfoQ

APRIL 12, 2024

Yao Yue recapitulates scaling a project at Twitter while summarizing some key lessons learned about effective performance engineering. By Yao Yue

Engineering 101

Engineering Performance Design Scalability 101

Dynatrace

DECEMBER 2, 2020

As more organizations transition to distributed services, IT teams are experiencing the limitations of traditional monitoring tools, which were designed for yesterday’s monolithic architectures. The architects and developers who create the software must design it to be observed. Dynatrace news.

DevOps 158

DevOps Monitoring Cloud Artificial Intelligence 158

The Netflix TechBlog

JUNE 13, 2023

Our previous blog post presented replay traffic testing — a crucial instrument in our toolkit that allows us to implement these transformations with precision and reliability. A/B testing is also a key technique in migrations where the updates to the architecture involve changing device contracts as well.

Traffic 287

Traffic Metrics Systems Strategy 287

The Netflix TechBlog

AUGUST 17, 2023

The tool provides an efficient way for creatives (photo editors, artwork designers, etc.) With the AVA Discovery View, all the prominent characters of the title and their best possible shots are presented to the creatives. For Visual Search We found that the model was influenced by the text present in the image.

Media 179

Media Scalability Architecture Strategy 179

The Netflix TechBlog

SEPTEMBER 28, 2021

We identified common design patterns and architectures scattered across various tools which were all duplicating efforts in some way or another. By designing to rigid interfaces defined by a host application, both the plugin and host can be developed in parallel.

Best Practices 244

Best Practices Design Development Processing 244

The Netflix TechBlog

MAY 5, 2021

In the future posts, we will do an architectural deep dive into the several components of Netflix Drive. To support such use cases, access control at the user workspace and project workspace granularity is extremely important for presenting a globally consistent view of pertinent data to these artists.

Media 184

Media Storage Architecture Cloud 184

InfoQ

FEBRUARY 5, 2024

Surabhi Diwan discusses how the Netflix’ membership team outgrew many of its technology and architectural choices as memberships went from a few hundred thousand to 200 million. By Surabhi Diwan

Architecture 71

Architecture Technology Technology Design 71

Strategic Tech

JANUARY 24, 2021

Individual teams may be full-stack/end-to-end or dedicated presentation/domain teams. An Experience Group is a collection of teams which handle only experience and presentation concerns. Architecture Ownership Patterns for Team Topologies. Each team in an Identity group may own one or more features.

Architecture 98

Architecture Mobile Infrastructure Cloud 98

Smashing Magazine

JUNE 26, 2020

Inspired Design Decisions With Giovanni Pintori: Publicity Becomes An Art Form. Inspired Design Decisions With Giovanni Pintori: Publicity Becomes An Art Form. With one or two occasional exceptions, I’ve spent the past twenty-two years designing for countless clients. I know many designers who work in-house.

Design 98

Design Media C++ Energy 98

The Netflix TechBlog

DECEMBER 3, 2019

The infrastructure should allow them to exercise their freedom as data scientists but it should provide enough guardrails and scaffolding, so they don’t have to worry about software architecture too much. It leverages elasticity of the cloud by design?—?both On the surface, this doesn’t seem like much. both for compute and storage.

Open Source 239

Open Source AWS Infrastructure Energy 239

Jos

JUNE 2, 2018

presented in Google IO 2018 ( source ) These tools make it easier to determine where we need to put emphasis to improve our sites. UI/UX : There is usually a designer and/or UX person that sets the look & feel and information architecture. Arrange a presentation and show them. Present it to the team.

Performance 237

Performance Speed Google Media 237

Dynatrace

NOVEMBER 6, 2023

“Dynatrace provides improved visibility into the code running the OneStream platform on Microsoft Azure, enabling our engineering teams to constantly improve the user experiences our customers have grown to trust,” said Ryan Berry, SVP of Architecture at OneStream.

Azure 191

Azure Analytics Artificial Intelligence Innovation 191