Dynatrace

JANUARY 26, 2021

This allows teams to sidestep much of the cost and time associated with managing hardware, platforms, and operating systems on-premises, while also gaining the flexibility to scale rapidly and efficiently. REST APIs, authentication, databases, email, and video processing all have a home on serverless platforms.

Serverless 245

Serverless Efficiency Lambda Azure 245

The Netflix TechBlog

JULY 12, 2019

Gatekeeper is the system at Netflix responsible for evaluating the “liveness” of videos and assets on the site. Gatekeeper accomplishes its prescribed task by aggregating data from multiple upstream systems, applying some business logic, then producing an output detailing the status of each video in each country.

Cache 183

Cache Architecture Latency Engineering 183

The Netflix TechBlog

FEBRUARY 13, 2023

We have been leveraging machine learning (ML) models to personalize artwork and to help our creatives create promotional content efficiently. Our goal in building a media-focused ML infrastructure is to reduce the time from ideation to productization for our media ML practitioners.

Media 290

Media Storage Infrastructure Systems 290

The Netflix TechBlog

NOVEMBER 11, 2022

Each title is promoted with a custom set of artworks and video assets in support of helping each title find their audience of fans. Our goal is to empower creators with innovative tools that support them in effectively and efficiently create the best media possible.

Media 239

Media Virtualization Efficiency Innovation 239

Dynatrace

MAY 2, 2024

Hybrid cloud infrastructure explained: Weighing the pros, cons, and complexities – blog While hybrid cloud infrastructure increases flexibility, it also introduces complexity. Observability is critical for monitoring application performance, infrastructure, and user behavior within hybrid, microservices-based environments.

Artificial Intelligence 238

Artificial Intelligence Cloud Best Practices DevOps 238

IO River

NOVEMBER 2, 2023

Now, with viewers all over the world expecting flawless and high-definition streaming, video providers have their work cut out for them. What Comprises Video Streaming - Traffic CharacteristicsWith the emphasis on a high-quality streaming experience, the optimization starts from the very core. Only overflow will await you.

Architecture 52

Architecture Performance Internet Internet 52

IO River

NOVEMBER 2, 2023

Now, with viewers all over the world expecting flawless and high-definition streaming, video providers have their work cut out for them. ‍What Comprises Video Streaming - Traffic CharacteristicsWith the emphasis on a high-quality streaming experience, the optimization starts from the very core. Only overflow will await you.Â

Architecture 52

Architecture Performance Internet Internet 52

Dynatrace

NOVEMBER 20, 2023

The first goal is to demonstrate how generative AI can bring key business value and efficiency for organizations. While technologies have enabled new productivity and efficiencies, customer expectations have grown exponentially, cyberthreat risks continue to mount, and the pace of business has sped up.

AWS 217

AWS Artificial Intelligence Analytics Cloud 217

Dynatrace

JUNE 1, 2023

This SLO highlights the importance of a smooth and efficient checkout experience. for the workout video playback feature. The ApDex SLO ensures that users have a positive experience when watching workout videos within the fitness app. Fitness app : The fitness app should maintain a success rate of 98% for workout video playback.

Latency 185

Latency Website Traffic Virtualization 185

Adrian Cockcroft

FEBRUARY 13, 2023

Sustainability at AWS re:Invent 2022 -All the talks and videos I could find… Las Vegas MSG Sphere under construction next door to the Venetian Sands Expo Center — Photo by Adrian This blog post is long overdue — I spent too long trying to find time to watch all the videos, and finally gave up and listed a few below that I haven’t seen.

AWS 64

AWS Energy Architecture Programming 64

Dynatrace

JUNE 1, 2023

This SLO example highlights the importance of a smooth and efficient checkout experience. for the workout video playback feature. The ApDex SLO ensures that users have a positive experience when watching workout videos within the fitness app. E-commerce website: For an e-commerce website, maintain an ApDex score of 0.9

Traffic 173

Traffic Latency Website Virtualization 173

Dynatrace

DECEMBER 8, 2022

DevOps platform engineers are responsible for cloud platform availability and performance, as well as the efficiency of virtual bandwidth, routers, switches, virtual private networks, firewalls, and network management. Infrastructure as code (IaC) configuration management tool. ” What does a DevOps platform engineer do?

DevOps 200

DevOps Engineering Testing Open Source 200

Dynatrace

MARCH 12, 2024

Regardless of the source, business events are unified in Grail ® and are automatically enriched with Smartscape ® topology context, connecting business data directly to the supporting IT infrastructure. Watch video demo The post Business Flow: Why IT operations teams should monitor business processes appeared first on Dynatrace news.

Processing 259

Processing Monitoring Analytics C++ 259

Dynatrace

MAY 8, 2023

Some of the benefits organizations seek from digital transformation journeys include the following: Increased DevOps automation and efficiency. Digital tools and technologies provide a more efficient way of doing things. However, digital transformation requires significant investment in technology infrastructure and processes.

Strategy 183

Strategy Retail DevOps Education 183

The Netflix TechBlog

MARCH 1, 2021

When Reloaded was designed, we were a small team of developers operating a constrained compute cluster, and focused on one use case: the video/audio processing pipeline. Dealing with production issues became an expensive chore that placed a tax on all developers because infrastructure code was all mixed up with application code.

Serverless 228

Serverless Media Latency Social Media 228

The Netflix TechBlog

APRIL 26, 2022

Figure 1: Netflix ML Architecture Fact: A fact is data about our members or videos. An example of data about members is the video they had watched or added to their My List. An example of video data is video metadata, like the length of a video. Time is a critical component of Axion?—?When

Storage 187

Storage Design Scalability Latency 187

Dynatrace

JANUARY 5, 2023

As the globe strides into 2023 — with rapid change and macroeconomic uncertainty looming — organizations want tools and technologies that enable them to become more efficient, reduce costs, and innovate more. Ultimately, IT automation can deliver consistency, efficiency, and better business outcomes for modern enterprises.

Artificial Intelligence 147

Artificial Intelligence Innovation Technology Technology 147

Dynatrace

NOVEMBER 9, 2022

But many companies’ IT infrastructure doesn’t start out in the cloud. Many organizations turn to cloud migration and cloud application modernization to gain the benefits of serverless environments, such as flexibility, scalability, and more cost-effective cloud infrastructure. . And Gartner predicts that? What is serverless computing?

AWS 130

AWS Cloud Serverless DevOps 130

The Netflix TechBlog

SEPTEMBER 8, 2020

As an example, to render the screen shown here, the app sends a query that looks like this: paths: ["videos", 80154610, "detail"] A path starts from a root object , and is followed by a sequence of keys that we want to retrieve the data for. Instead, it is part of a different path : [videos, <id>, similars].

Latency 233

Latency Cache Java Traffic 233

The Netflix TechBlog

APRIL 29, 2019

We use Python through the full content lifecycle, from deciding which content to fund all the way to operating the CDN that serves the final video to 148 million members. An easy, though imprecise, way of thinking about Netflix infrastructure is that everything that happens before you press Play on your remote control (e.g.,

Open Source 279

Open Source Network Infrastructure Big Data 279

Dynatrace

OCTOBER 28, 2021

The many disaster scenarios and outcomes allow chaos engineers to better model what happens to applications and microservices, which gives them increasing intelligence to share with developers to perfect software and cloud-native infrastructure. The history of chaos engineering. Netflix pioneered chaos engineering out of necessity.

Engineering 234

Engineering Entertainment Cloud Infrastructure 234

The Netflix TechBlog

MARCH 10, 2023

By Burak Bacioglu , Meenakshi Jindal Asset Management at Netflix At Netflix, all of our digital media assets (images, videos, text, etc.) Most applications in content and studio engineering at Netflix deal with assets; such as videos, images, text, etc. are stored in secure storage layers.

Strategy 258

Strategy Cache Analytics Storage 258

The Netflix TechBlog

FEBRUARY 1, 2022

While this is a relatively stream-lined process, it is not as efficient if a candidate is interested in or qualified for multiple roles within the organization. Some of the areas for which we are actively seeking backend engineers include Streaming & Gaming Technologies, Product Innovation, Infrastructure, and Studio Technologies.

Engineering 199

Engineering Games Entertainment Innovation 199

The Netflix TechBlog

SEPTEMBER 10, 2019

ABlaze: The standard view of analyses in the XP UI Suppose you’re running a new video encoding test and theorize that the two new encodes should reduce play delay, a metric describing how long it takes for a video to play after you press the start button. Our data scientists faced numerous challenges in our previous infrastructure.

Metrics 215

Metrics Architecture Infrastructure Innovation 215

The Netflix TechBlog

OCTOBER 27, 2020

Data scientists and engineers collect this data from our subscribers and videos, and implement data analytics models to discover customer behaviour with the goal of maximizing user joy. Therefore, we must efficiently move data from the data warehouse to a global, low-latency and highly-reliable key-value store.

Latency 243

Latency Storage Big Data Tuning 243

The Netflix TechBlog

JANUARY 11, 2022

As a result, we are risk averse in decision making and actively mitigate the probability of purchasing ads that are not efficiently attracting new members. Behind the scenes, Netflix infrastructure has already kicked into gear, finding the fastest way to deliver your chosen content with great audio and video quality.

Innovation 243

Innovation Metrics Engineering Testing 243

The Netflix TechBlog

DECEMBER 2, 2019

To do this, we have teams of experts that develop more efficient video and audio encodes , refine the adaptive streaming algorithm , and optimize content placement on the distributed servers that host the shows and movies that you watch. Often times simply moving the mean or median of a metric is not the experimenter’s goal.

Metrics 143

Metrics Strategy Efficiency Testing 143

The Netflix TechBlog

DECEMBER 2, 2019

To do this, we have teams of experts that develop more efficient video and audio encodes , refine the adaptive streaming algorithm , and optimize content placement on the distributed servers that host the shows and movies that you watch. Often times simply moving the mean or median of a metric is not the experimenter’s goal.

Metrics 140

Metrics Strategy Efficiency Testing 140

The Netflix TechBlog

DECEMBER 2, 2019

To do this, we have teams of experts that develop more efficient video and audio encodes , refine the adaptive streaming algorithm , and optimize content placement on the distributed servers that host the shows and movies that you watch. Often times simply moving the mean or median of a metric is not the experimenter’s goal.

Metrics 130

Metrics Strategy Efficiency Testing 130

The Netflix TechBlog

OCTOBER 18, 2019

Faisal Siddiqi Infrastructure for Contextual Bandits and Reinforcement Learning?—? As with other traditional machine learning and deep learning paths, a lot of what the core algorithms can do depends upon the support they get from the surrounding infrastructure and the tooling that the ML platform provides.

Infrastructure 126

Infrastructure Metrics Architecture Efficiency 126

High Scalability

MARCH 3, 2020

Essilen Research 's free video series can help. More than 400 companies rely on Stream for their production feed infrastructure, this includes apps with 30 million users. Essilen Research Free Video Series on Hiring. How to screen candidates efficiently, effectively, and without bias. Who's Hiring?

Education 114

Education Engineering Games Java 114

High Scalability

FEBRUARY 18, 2020

Essilen Research 's free video series can help. More than 400 companies rely on Stream for their production feed infrastructure, this includes apps with 30 million users. Essilen Research Free Video Series on Hiring. How to screen candidates efficiently, effectively, and without bias. Who's Hiring?

Education 113

Education Engineering Games Java 113

Adrian Cockcroft

NOVEMBER 26, 2023

I’m posting this on the Sunday before re:Invent, and will update as I find out more during the week… Sustainability Track Sessions and Workshops What follows are the catalog descriptions of the talks, after I’ve watched the videos I’ll update this post with my own commentary. This session revisits the pillar and its best practices.

AWS 52

AWS Energy IoT Best Practices 52

IO River

NOVEMBER 2, 2023

CDN’s Effectiveness: Static Vs Dynamic ContentBack in the day, a CDN’s primary function revolved around caching static content and delivering it efficiently to end-users. Examples include real-time video conferencing, gaming, or personalized web pages. ‍Dynamic Content - Online GamingImagine a video gaming match.

Cache 52

Cache Traffic Games Network 52

High Scalability

FEBRUARY 9, 2020

Essilen Research 's free video series can help. More than 400 companies rely on Stream for their production feed infrastructure, this includes apps with 30 million users. Essilen Research Free Video Series on Hiring. How to screen candidates efficiently, effectively, and without bias. Who's Hiring?

Education 108

Education Engineering Games Java 108

High Scalability

MARCH 17, 2020

More than 400 companies rely on Stream for their production feed infrastructure, this includes apps with 30 million users. Essilen Research Free Video Series on Hiring. In Essilen Research's video series on tech hiring, you'll learn the secrets that the best companies use to hire the best engineers, developers and designers.

Education 105

Education Engineering Java Software Engineering 105

The Netflix TechBlog

OCTOBER 18, 2019

Faisal Siddiqi Infrastructure for Contextual Bandits and Reinforcement Learning?—? As with other traditional machine learning and deep learning paths, a lot of what the core algorithms can do depends upon the support they get from the surrounding infrastructure and the tooling that the ML platform provides.

Infrastructure 100

Infrastructure Metrics Architecture Efficiency 100