The Netflix TechBlog

NOVEMBER 9, 2021

To achieve this goal, the Encoding Technologies team made the following design decisions about AV1 encoding recipes: We always encode at the highest available source resolution and frame rate. The Encoding Technologies team took a first stab at this problem by fine-tuning the encoding recipe. Stay tuned! Some titles (e.g.,

Media 246

Media Open Source Efficiency Software Engineering 246

The Netflix TechBlog

NOVEMBER 11, 2022

We present a systematic overview of the unexpected streaming behaviors together with a set of model-based and data-driven anomaly detection strategies to identify them. With the help of security experts, we have designed and developed heuristic functions in order to discover a wide range of suspicious behaviors.

C++ 312

C++ Metrics Tuning Strategy 312

Scalegrid

JANUARY 11, 2024

This article strips away the complexities, walking you through best practices, top tools, and strategies you’ll need for a well-defended cloud infrastructure. These include alert fatigue, lack of context, and absence of strategy. Get ready for actionable insights that balance technical depth with practical advice.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

Percona

DECEMBER 27, 2023

According to a 2023 Forrester survey commissioned by Hashicorp , 61% of respondents had implemented, were expanding, or were upgrading their multi-cloud strategy. Nearly every vendor at Kubecon and every person we spoke to had some form of a multi-cloud requirement or strategy. We expect that number to rise higher in 2024.

Cloud 76

Cloud Open Source Strategy Best Practices 76

Scalegrid

JANUARY 25, 2024

Understanding Redis Performance Indicators Redis is designed to handle high traffic and low latency with its in-memory data store and efficient data structures. offers the Software Watchdog specifically designed for this purpose. It can achieve impressive performance, handling up to 50 million operations per second.

Metrics 130

Metrics Monitoring Latency Cache 130

The Netflix TechBlog

DECEMBER 8, 2021

With 2021 set to be a new high for the number of data breaches , it was plainly evident that we needed to evolve how we approach our cloud infrastructure security strategy. Utilizing Snare, we were able to perform more granular tuning and aggregation of findings leading to an average of 73.5% Prateek Sharma & Ely Kahn.

AWS 196

AWS Cloud Infrastructure Scalability 196

Smashing Magazine

NOVEMBER 8, 2021

At the limit, statically generated, edge delivered, and HTML-first pages look like the optimal strategy. Enabling dynamic commerce requires close integration between server and client, an optimized streaming and data fetch strategy, and a production platform that operates at scale. Stay tuned for more in 2022! More after jump!

Cache 136

Cache Best Practices Strategy Servers 136

The Netflix TechBlog

OCTOBER 19, 2020

Now let’s look at how we designed the tracing infrastructure that powers Edgar. Our engineering teams tuned their services for performance after factoring in increased resource utilization due to tracing. Investigating a video streaming failure consists of inspecting all aspects of a member account.

Infrastructure 233

Infrastructure Transportation Storage Open Source 233

Strategic Tech

FEBRUARY 15, 2023

This article was co-authored by Eduardo da Silva and Nick Tune based on our individual and collective experiences. In summary, modernization was essential for the company to achieve its strategy in a competitive landscape. AMET designs and facilitates the Kickstarter Workshop. Learning, upskilling, and patience was necessary.

Architecture 97

Architecture Innovation Airlines Technology 97

Particular Software

JUNE 20, 2022

The key to a successful Cosmos DB system is its data partitioning strategy. 2 To learn more about building multi-tenant systems with NServiceBus and Cosmos DB and how to design your data partitioning strategy to fit your requirements, check out our recent webinar: Watch Building multi-tenant systems using NServiceBus and Cosmos DB now ??

Azure 52

Azure Storage Strategy Tuning 52

Rigor

JANUARY 13, 2020

For UX designers, product managers, developers - essential concepts, methods, and techniques for digital design that have withstood the test of time. Designing for Performance. High Performance Responsive Design. Responsive Web Design. Information Architecture. Web Performance Daybook-Volume-2. The Art of SEO.

Performance 75

Performance Social Media Website Website Performance 75

Adrian Cockcroft

NOVEMBER 26, 2023

In this session, learn how AWS has been supporting customers like the Territorial Intelligence Centre (CIT) in designing cutting-edge tools to address traceability in supply chains with deforestation risks by integrating governmental databases, innovative map services, and land-use data from high spatial resolution satellite imagery.

AWS 52

AWS Energy IoT Best Practices 52

Smashing Magazine

MARCH 19, 2021

In fact, we had to look into various cases for the form design: What happens when no data is provided at all? Given that a vast majority of our readers — wonderful people like you — are using autofill, it’s worth spending time designing an experience around it. Designing The Perfect Navigation. UX, Design. UX, Design.

Mobile 140

Mobile Design Cache Code 140

Speed Curve

MARCH 5, 2019

From its inception, SpeedCurve has always been designed to look awesome on the big screen. SpeedCurve helps bring together the development, design, and management teams, and gets everyone focused on turning your product into a fast and joyous experience for your users. The amount of information shown is tuned based on the chart size.

Tuning 45

Tuning Strategy Metrics Design 45

Edge Perspectives

AUGUST 5, 2019

But to really scale learning, we’re going to need to adopt a very different approach to strategy – the “zoom out, zoom in” approach. Institutions have increasingly moved to reactive forms of strategy where the key goal is to sense and respond as quickly as possible to what is happening at the moment. What can help them do that?

Strategy 17

Strategy Scalability Efficiency Programming 17

Official Blog - World Web Technology

FEBRUARY 23, 2023

With a carefully crafted SEO strategy, you can rank your website at the top of the search engine results for relevant keywords. If you are aware of the latest SEO trends for 2023 , you can amend your existing strategy and get all the benefits for your business. Stay tuned! This is how powerful SEO is. This is a fact.

Google 52

Google Traffic Social Media Website 52

Percona

FEBRUARY 24, 2023

As a first task, Vanessa plans an access control roll-out strategy. It’s currently part of our roadmap, so please stay tuned for upcoming releases of PMM and keep an eye on the release notes. When users log in to PMM for the first time without a designated role, they will be automatically assigned the “Default Role.”

Metrics 103

Metrics Monitoring Database Engineering 103

The Morning Paper

JUNE 2, 2019

Developing machine learning models is no different from developing traditional software, in the sense that it is also a full life cycle involving design, implementation, tuning, testing, and deployment. The challenge of this strategy is the practicality associated with the label complexity (i.e., SysML’19. Evaluation.

C++ 60

C++ Strategy Testing Tuning 60

Smashing Magazine

JANUARY 7, 2022

Some companies may insert a design/research spike just before the epic kicks off but it always feels reactionary and ends up being a hack shortcut. Meet Adam Silver’s Form Design Patterns , a practical guide to designing and building forms for the web. Jump to table of contents ?. Assemble A Crew. Large preview ).

Design 93

Design Logistics Strategy Benchmarking 93

Rigor

SEPTEMBER 11, 2019

Vitaly specializes in front-end development, performance optimization, and responsive design, and he has made an epic contribution to the performance industry in addition to many other technology and design-related spaces. He was also the founder and president of Mobile Portland, where he started the first community device lab.

Performance 89

Performance Education Google Website 89

Smashing Magazine

AUGUST 18, 2020

Inspired Design Decisions With Bradbury Thompson: The Art Of Graphic Design. Inspired Design Decisions With Bradbury Thompson: The Art Of Graphic Design. I learned how to channel my often rebellious attitude to conventional design thinking to develop novel solutions to often everyday design problems.

Design 119

Design Media Entertainment Website 119

Percona

JULY 2, 2023

In this post, we cover the methods used to achieve an enterprise-grade backup strategy for the PostgreSQL cluster. Having a backup strategy in place that takes regular backups and has secure storage is essential to protect the database in an enterprise-grade environment to ensure its availability in the event of failures or disasters.

Strategy 52

Strategy Database Storage Open Source 52

Percona

APRIL 17, 2023

The main objective of this post is to share my experience over the past years tuning MongoDB and centralize the diverse sources that I crossed in this journey in a unique place. systemctl stop tuned $ systemctl disable tuned Dirty ratio The dirty_ratio is the percentage of total system memory that can hold dirty pages.

Best Practices 52

Best Practices Design Tuning Database 52

The Netflix TechBlog

JUNE 13, 2023

Therefore, the canary framework is designed to monitor operational and customer KPI metrics to detect persistent deviations and terminate the canary experiment if necessary. They enable us to further fine-tune and configure the system, ensuring the new changes are integrated smoothly and seamlessly.

Traffic 279

Traffic Metrics Systems Strategy 279

Dynatrace

OCTOBER 2, 2023

Use domain-driven design when creating new microservices by separating microservices via their underlying business functions. This comprehensive view helps teams gain an initial understanding of a monolithic application so they can develop a migration strategy.

Architecture 231

Architecture Artificial Intelligence Cloud Open Source 231

Percona

OCTOBER 18, 2023

Compatibility Open source databases are designed with interoperability at their core, adhering to industry standards and offering support for a wide range of data import and export formats. Strategy: Choosing your path Having a strategy for your migration will make the move to open source go that much smoother.

Open Source 89

Open Source Database Hardware Strategy 89

Dynatrace

JANUARY 26, 2021

This includes custom, built-in-house apps designed for a single, specific purpose, API-driven connections that bridge the gap between legacy systems and new services, and innovative apps that leverage open-source code to streamline processes. Each has its own role to play in successfully implementing this tactical trifecta at scale.

DevOps 268

DevOps Best Practices Open Source Tuning 268

Dynatrace

OCTOBER 8, 2020

This additional insight enables you to design strategies for handling the effects of cold starts, like warming up your functions or configuring provisioned concurrency for your functions. So please stay tuned! For each individual invocation, the Dynatrace Lambda extension automatically detects when a function is cold started.

Lambda 294

Lambda AWS Programming Serverless 294

The Netflix TechBlog

DECEMBER 21, 2020

This article will list some of the use cases of AutoOptimize, discuss the design principles that help enhance efficiency, and present the high-level architecture. Other than these principles, there are some other design considerations to support and enable: Multi-tenancy with database and table prioritization.

Storage 203

Storage Latency Efficiency Data Engineering 203

The Netflix TechBlog

AUGUST 17, 2023

The complexity of these factors makes it difficult to determine the best creative strategy for upcoming titles. The tool provides an efficient way for creatives (photo editors, artwork designers, etc.) For many teams and titles, Stills are essential to Netflix’s promotional asset strategy.

Media 169

Media Scalability Architecture Strategy 169

Abhishek Tiwari

JULY 12, 2018

If tuned for performance, there is a good change reliability is compromised - and vice versa. Moreover, identifying the scopes and scale for functional testing of a data pipeline is another area where there is hardly many well-documented strategies or best-practices. Generally speaking, data pipelines are leaky by nature.

Latency 63

Latency Analytics Scalability Engineering 63

Dynatrace

JULY 6, 2022

In a talent-constrained market, the best strategy could be to develop expertise from within the organization. Design, implement, and tune effective SLOs. Adopting tools with high levels of automation can help reduce the learning curve. This number will likely increase as the SRE discipline matures.

Best Practices 187

Best Practices Open Source Tuning Infrastructure 187

Dynatrace

AUGUST 29, 2019

” So, we began designing a repeatable solution to this challenge, represented in our ACM methodology below. Zero-downtime deployment strategies such as blue/green or canary releases introduce built-in recovery mechanisms to reduce the impact of defects on production users. It got us thinking: “Why is that?”

Cloud 138

Cloud DevOps Strategy Monitoring 138

O'Reilly

NOVEMBER 28, 2023

Even with cloud-based foundation models like GPT-4, which eliminate the need to develop your own model or provide your own infrastructure, fine-tuning a model for any particular use case is still a major undertaking. Such policies would be designed to mitigate legal problems and require regulatory compliance. of users and 3.9%

Open Source 106

Open Source Artificial Intelligence Google Infrastructure 106

Dynatrace

NOVEMBER 4, 2019

In order to accomplish this, one of the key strategies many organizations utilize is an open source Kubernetes environment, which helps build, deliver, and scale containerized Cloud Native applications. Wait…isn’t Kubernetes specifically designed to automate tasks associated with deploying clustered services? Well, yes…to a degree.

Monitoring 217

Monitoring Cloud Metrics Code 217

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.

Media 171

Media Innovation Metrics Latency 171

The Netflix TechBlog

NOVEMBER 24, 2023

Our creative team helps make this happen by designing promotional artwork that best represents each title featured on our platform. In the past, we have attempted to design A/B tests where we investigate one aspect of artwork at a time, often within one particular genre. For the estimation of the nuisance functions (i.e.,

Tuning 201

Tuning Design Testing Engineering 201