DZone

MARCH 2, 2023

It must be said that this video traffic phenomenon primarily owes itself to modernizations in the scalability of streaming infrastructure, which simply weren’t present fifteen years ago.

Social Media 281

Social Media Java Traffic Internet 281

The Netflix TechBlog

APRIL 17, 2019

However, a more scalable approach would be to begin with a new foundation and begin a new building. The facilities are modern, spacious and scalable. Scalable Video Technology (SVT) is Intel’s open source framework that provides high-performance software video encoding libraries for developers of visual cloud technologies.

Open Source 167

Open Source Scalability Speed Efficiency 167

The Netflix TechBlog

MARCH 1, 2021

Background The Media Cloud Engineering and Encoding Technologies teams at Netflix jointly operate a system to process incoming media files from our partners and studios to make them playable on all devices. The third generation, called Reloaded , has been online for about seven years and has proven to be stable and massively scalable.

Serverless 235

Serverless Media Latency Social Media 235

The Netflix TechBlog

JANUARY 10, 2024

Reloaded was well-architected, providing good stability, scalability, and a reasonable level of flexibility. 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 238

Processing Media Latency Innovation 238

The Netflix TechBlog

NOVEMBER 6, 2023

In order to train the model on internal training data (video clips with aligned text descriptions), we implemented a scalable version on Ray Train and switched to a more performant video decoding library. If you’re interested in more details, see our other post covering the Media Understanding Platform.

Media 234

Media Social Media Tuning Engineering 234

The Netflix TechBlog

MARCH 7, 2024

Berg , Romain Cledat , Kayla Seeley , Shashank Srikanth , Chaoying Wang , Darin Yu Netflix uses data science and machine learning across all facets of the company, powering a wide range of business applications from our internal infrastructure and content demand modeling to media understanding.

Systems 235

Systems Media Cache Open Source 235

The Netflix TechBlog

AUGUST 17, 2023

To improve it, we decided to invest in creating a Media Understanding Platform , which enables us to extract meaningful insights from media that we can then surface in our creative tools. Watching every moment of content to find the best frames and select them manually takes a lot of time, and this approach is often not scalable.

Media 177

Media Scalability Architecture Strategy 177

Smashing Magazine

JUNE 25, 2020

Django Highlights: Wrangling Static Assets And Media Files (Part 4). Django Highlights: Wrangling Static Assets And Media Files (Part 4). But unfortunately, when dealing with static assets and media files, there are a lot of caveats to deal with. Media Files. Media Files. Philip Kiely. 2020-06-25T12:30:00+00:00.

Media 77

Media Cache Storage AWS 77

The Netflix TechBlog

NOVEMBER 2, 2021

As VMAF evolves and is integrated with more encoding and streaming workflows within Netflix, we need scalable ways of fostering video quality innovations. This system is responsible for processing incoming media files, such as video, audio and subtitles, and making them playable on the streaming service. We call this system Cosmos.

Media 178

Media Innovation Metrics Latency 178

Scalegrid

MAY 13, 2020

Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. This combination helps you improve the parallelism, scalability, and predictive accuracy of your Greenplum machine learning deployment. At a glance – TLDR. The Greenplum Architecture. Greenplum Advantages. How to Get Started.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

The Netflix TechBlog

DECEMBER 23, 2020

Titus internally employs a cellular bulkhead architecture for scalability, so the fleet is composed of multiple cells. We do this for reliability, scalability, and efficiency reasons. Our Media Cloud Engineering team wanted to leverage containers for a new platform they were building, called Archer.

Media 295

Media Metrics Processing Systems 295

Dynatrace

JANUARY 17, 2024

And an O’Reilly Media survey indicated that two-thirds of survey respondents have already adopted generative AI —a form of AI that uses training data to create text, images, code, or other types of content that reflect its users’ natural language queries. Use containerization.

Strategy 288

Strategy Artificial Intelligence Storage Cloud 288

The Netflix TechBlog

MAY 5, 2021

A file and folder interface for Netflix Cloud Services Written by Vikram Krishnamurthy , Kishore Kasi , Abhishek Kapatkar , and Tejas Chopra In this post, we are introducing Netflix Drive, a Cloud drive for media assets and providing a high level overview of some of its features and interfaces.

Media 182

Media Storage Architecture Cloud 182

All Things Distributed

NOVEMBER 13, 2018

We needed to serve our growing base of startup, government, and enterprise customers across many vertical industries, including automotive, financial services, media and entertainment, high technology, education, and energy. The company decided it wanted the scalability, flexibility, and cost benefits of working in the cloud.

AWS 164

AWS Energy Automotive Traffic 164

The Netflix TechBlog

SEPTEMBER 4, 2020

This ability to emulate different HDMI sinks has proven very useful for us, yielding increased automation, objective evaluation and scalability of a number of our test cases. Test Area: Requested Media Profile Validation A Netflix capable STB should request accurate media streams from our cloud service for optimal user experience.

Media 169

Media Testing Entertainment Virtualization 169

DZone

MARCH 6, 2021

Considering that some major financial and social media apps may share data with literally hundreds of partners, that's a bigger undertaking than you might imagine. Performance issues also factor into the question of enterprise-readiness, especially when scalability features become an issue.

Social Media 124

Social Media Media Scalability Performance 124

Dynatrace

DECEMBER 10, 2020

Increased reliance on third-party integrations for payment processing, supply chain, or media content. By then, you’ve gone through numerous iterations and improvement cycles so that your performance automation is scalable and produces highly valuable feedback to product teams who espouse it. Business events like a marketing campaign.

Strategy 245

Strategy Performance Logistics Monitoring 245

Dynatrace

FEBRUARY 15, 2023

Introducing Metrics on Grail Despite their many advantages, modern cloud-native architectures can result in scalability and fragmentation challenges. Grail solves this scalability issue! Ensuring observability across these environments requires access to data at a massive scale.

Analytics 264

Analytics Social Media Metrics Design 264

The Netflix TechBlog

MAY 4, 2023

The first phase involves validating functional correctness, scalability, and performance concerns and ensuring the new systems’ resilience before the migration. For instance, envision a response payload that delivers media streams for a playback session.

Traffic 347

Traffic Latency Tuning Systems 347

The Netflix TechBlog

NOVEMBER 11, 2022

Although model-based anomaly detection approaches are more scalable and suitable for real-time analysis, they highly rely on the availability of (often labeled) context-specific data. DRM is a collection of access control technologies that are used for protecting the copyrights of digital media such as movies and music tracks.

C++ 321

C++ Metrics Tuning Strategy 321

The Netflix TechBlog

MAY 14, 2021

We wanted a scalable service that was near real-time, 2. Even though Cosmos was developed for asynchronous media processing, we worked with them to expand to generic file processing and tune their workflow platform for our near real-time use case. New feature requests were adding to the maintenance burden for the team.

Traffic 166

Traffic Java Latency Google 166

High Scalability

SEPTEMBER 8, 2018

First, we deployed the storage engine across multiple storage media — currently RAM and flash disk. Our monitoring engine automatically moves data between tiers based on access patterns. In order to implement these mechanisms, we had to make two significant changes to the design of Anna.

Storage 199

Storage Performance AWS Cloud 199

All Things Distributed

AUGUST 20, 2015

Social media apps navigate relationships between friends, photos, videos, pages, and followers. Like many AWS innovations, the desire to build a solution for a scalable graph database came from Amazon’s retail business. Amazon’s need for a hassle-free, scalable Titan solution is not unique. Graph databases at Amazon.

Database 121

Database Logistics Availability Social Media 121

All Things Distributed

NOVEMBER 8, 2012

Werner Vogels weblog on building scalable and robust distributed systems. The Amazon Simple Queue Service (SQS) is a highly scalable, reliable and elastic queuing service that just works. Simple Queue Service (SQS) is very useful, easy to use, scalable and reliable. Amazon SQS provides highly scalable â??eventual

Efficiency 84

Efficiency Cloud Games Scalability 84

All Things Distributed

JUNE 20, 2017

After the launch of the AWS APAC (Hong Kong) Region, there will be 19 Availability Zones in Asia Pacific for customers to build flexible, scalable, secure, and highly available applications. It's an entertainment website where users can post content or "memes" that they find amusing and share them across social media networks.

AWS 126

AWS Logistics Cloud Social Media 126

Edge Perspectives

JANUARY 28, 2019

Emotions are suspect As I’ve written elsewhere , our institutions are organized on a scalable efficiency model that views emotions as deeply suspect. Our mass media (and social media) are increasingly focused on the terrible things that are happening in the world. Why is that the case? Hopelessness and passivity.

Social Media 88

Social Media Media Scalability Efficiency 88

All Things Distributed

AUGUST 20, 2012

Werner Vogels weblog on building scalable and robust distributed systems. This is apparent in the Media industry where film re-edits, for example, are no longer just about revisiting the original 35mm or 65 mm film but rather all the digital content captured by the 2K or 4K cameras that were used during filming. Comments ().

Storage 114

Storage Cloud AWS Media 114

All Things Distributed

MARCH 28, 2011

Werner Vogels weblog on building scalable and robust distributed systems. But now this mp3 is on their phone and not on the laptop that they use to sync their iPod with and not on the Windows Media Center PC that powers their HiFi TV set. a Fast and Scalable NoSQL Database Service Designed for Internet Scale Applications.

AWS 123

AWS Cloud Storage Internet 123

KeyCDN

FEBRUARY 22, 2023

Cloud-based development and deployment One of the main advantages of cloud-based development and deployment is scalability. The main benefits of serverless architecture are cost savings and scalability. Asking users to log in to your website via their Facebook account or other social media credentials is no longer recommended.

Artificial Intelligence 111

Artificial Intelligence Development Serverless Website 111

All Things Distributed

SEPTEMBER 6, 2013

In my many conversations with customers, and with the media, I encountered surprise and excitement about the extent that European enterprises have already been using the Amazon Web Services for some time. This spring I travelled through Europe for the AWS Global Summit series.

Cloud 102

Cloud Energy AWS Healthcare 102

All Things Distributed

DECEMBER 13, 2016

UK companies are using AWS to innovate across diverse industries, such as energy, manufacturing, medicaments, retail, media, and financial services and the UK is home to some of the world's most forward-thinking businesses. Fraud.net is a good example of this.

AWS 155

AWS Cloud Artificial Intelligence IoT 155

All Things Distributed

AUGUST 17, 2011

Werner Vogels weblog on building scalable and robust distributed systems. If you have a largely static site you can rely on the enormous power of S3 to make serving your content highly scalable and storing it extremely durable. a Fast and Scalable NoSQL Database Service Designed for Internet Scale Applications. Comments ().

Servers 111

Servers Social Media AWS Website 111

Dynatrace

DECEMBER 9, 2020

Google has a long history of shaping SRE processes for their global-scale services that are dedicated to making their services more scalable, reliable, and efficient. A music-streaming service depends on the continuous delivery of media packages while the loss of some of those packages is not overly critical.

Metrics 231

Metrics Engineering Google Monitoring 231

All Things Distributed

FEBRUARY 11, 2013

Werner Vogels weblog on building scalable and robust distributed systems. Amazon Elastic Transcoder is designed to be very easy to use, scalable and cost-effective video transcoding in the cloud. All Things Distributed. Expanding the Cloud: The Amazon Elastic Transcoder. By Werner Vogels on 11 February 2013 04:00 PM. Comments ().

AWS 81

AWS Media Scalability Storage 81

Smashing Magazine

NOVEMBER 17, 2022

— Media, Images, Web Almanac 2021 chapter. Mobile image transfer size by year graphic from Media, Images, Web Almanac 2021 chapter. Jamstack is an architectural approach that decouples the web experience layer from data and business logic, improving flexibility, scalability, performance, and maintainability.

Media 125

Media Cache Website Mobile 125

The Netflix TechBlog

FEBRUARY 13, 2020

It brought a whole range of additional features such as spatial scalability, region of interest coding, range of supported bit-depths, flexible number of color planes, lossless coding, etc. The Alliance for Open Media (AOM) has recently extended this format to specify the storage of AV1-encoded images in its AVIF format.

Code 220

Code Metrics Open Source Efficiency 220

KeyCDN

SEPTEMBER 12, 2019

The file size of your images of course is very important, but SEO and social media also play an important part in helping your website perform and convert better. How to optimize images for social media for better engagement and CTR. SVG Scalable Vector Graphics (SVG) allows vector graphics to be displayed in the browser.

Social Media 106

Social Media Media Google Website 106