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

All Things Distributed

DECEMBER 8, 2016

It relies on the scale and power of Amazon Simple Storage Service (Amazon S3) to deliver in-region storage options to businesses and organizations across the world in Canada, Japan, Singapore, Australia, Ireland, Germany, and the U.S., as part of its Box Zones ecosystem. AWS as your strategic cloud provider.

AWS 155

AWS Cloud Lambda Innovation 155

The Netflix TechBlog

MAY 21, 2019

Netflix engineers run a series of tests and benchmarks to validate the device across multiple dimensions including compatibility of the device with the Netflix SDK, device performance, audio-video playback quality, license handling, encryption and security. Experiment with different neural network architectures.

Testing 163

Testing AWS Lambda Network 163

O'Reilly

DECEMBER 2, 2019

I don’t need more bandwidth for video conferences or movies, but I would like to be able to download operating system updates and other large items in seconds rather than minutes. What would the world look like if all of our storage was in the cloud, and access to that storage was so fast we didn’t care? Mike Loukides.

Wireless 53

Wireless Serverless IoT Artificial Intelligence 53

Brendan Gregg

FEBRUARY 28, 2023

The video is now on YouTube : The slides are online and as a PDF : first prev next last / permalink/zoom In Q&A I was asked about CXL (compute express link) which was fortunate as I had planned to cover it and then forgot, so the question let me talk about it (although Q&A is missing from the video).

Performance 52

Performance Latency Cache Virtualization 52

High Scalability

NOVEMBER 14, 2018

New topics range from additional workloads like video streaming, machine learning, and public cloud to specialized silicon accelerators, storage and network building blocks, and a revised discussion of data center power and cooling, and uptime.

Design 54

Design Education Google Internet 54

The Netflix TechBlog

SEPTEMBER 24, 2021

After content ingestion, inspection and encoding, the packaging step encapsulates encoded video and audio in codec agnostic container formats and provides features such as audio video synchronization, random access and DRM protection. Packaging has always been an important step in media processing.

Cloud 237

Cloud Media Storage Cache 237

The Netflix TechBlog

MARCH 14, 2023

An example of using Machine Learning to find shots of Eleven in Stranger Things and surfacing the results in studio application for the consumption of Netflix video editors. Specifically, we will dive into the architecture that powers search capabilities for studio applications at Netflix. Artists and video editors must create them.

Media 291

Media Innovation Energy Architecture 291

Dynatrace

NOVEMBER 20, 2023

Across the cloud operations lifecycle, especially in organizations operating at enterprise scale, the sheer volume of cloud-native services and dynamic architectures generate a massive amount of data. AWS and Dynatrace work better together – video Every cloud provider provides different technologies and services.

AWS 209

AWS Artificial Intelligence Analytics Cloud 209

The Netflix TechBlog

MARCH 7, 2023

in a video file. As described in the above picture During the first run of the algorithm it identified 500 objects in a particular Video file. Now when we re-ran the algorithm on the same video file it created 600 annotations of schema type Objects and stored them in our service. The Algorithm team improved their algorithm.

Media 264

Media Latency Architecture Database 264

Brendan Gregg

APRIL 30, 2018

LISA originally stood for "Large Installation System Administration," where "large" meant systems with more than a gigabyte of storage, or with more than 100 users. To learn more about how LISA has evolved, browse last year's LISA17 conference program , and see the slides and talk videos.

DevOps 43

DevOps Network Best Practices Programming 43

Brendan Gregg

APRIL 29, 2018

LISA originally stood for "Large Installation System Administration," where "large" meant systems with more than a gigabyte of storage, or with more than 100 users. To learn more about how LISA has evolved, browse last year's LISA17 conference program , and see the slides and talk videos.

DevOps 40

DevOps Network Best Practices Programming 40

The Netflix TechBlog

SEPTEMBER 2, 2020

While this abundance of dashboards and information is by no means unique to Netflix, it certainly holds true within our microservices architecture. As you can imagine, this comes with very real storage costs. All of these sources make it challenging to know where to begin and add to the time spent figuring out what went wrong.

Latency 296

Latency Transportation Engineering Traffic 296

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. At Netflix, we also heavily embrace a microservice architecture that emphasizes separation of concerns.

Latency 243

Latency Storage Big Data Tuning 243

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

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.) are stored in secure storage layers. Amsterdam is built on top of three storage layers. It is also responsible for asset discovery, validation, sharing, and for triggering workflows.

Strategy 258

Strategy Cache Analytics Storage 258

The Netflix TechBlog

JUNE 13, 2023

For instance, video playback functionality on Netflix involves requesting URLs for the streams from a service, calling the CDN to download the bits from the streams, requesting a license to decrypt the streams from a separate service, and sending telemetry indicating the successful start of playback to yet another service.

Traffic 279

Traffic Metrics Systems Strategy 279

Dynatrace

APRIL 8, 2022

Output plugins deliver logs to storage solutions, analytics tools, and observability platforms like Dynatrace. Detailed performance analysis for better software architecture and resource allocation. There is also an excellent video tutorial available on the Is It Observable YouTube channel. Get started today.

Metrics 179

Metrics Analytics Software Architecture Open Source 179

The Netflix TechBlog

MAY 14, 2021

Managing and operating asynchronous workflows can be difficult without the proper tools and architecture that puts observability, debugging, and tracing at the forefront. The watermarking functionality, at the start, was a simple offering with various Google Drive integrations for storage and links.

Traffic 160

Traffic Latency Java Google 160

Dynatrace

APRIL 8, 2022

Output plugins deliver logs to storage solutions, analytics tools, and observability platforms like Dynatrace. Detailed performance analysis for better software architecture and resource allocation. There is also an excellent video tutorial available on the Is It Observable YouTube channel. Get started today.

Metrics 130

Metrics Analytics Software Architecture Open Source 130

ACM Sigarch

DECEMBER 6, 2018

To foster research in these categories, we provide an overview of each of these categories to understand the implications on workload analysis and HW/SW architecture research. Architectural research in these areas remains traditionally focused on the analysis of object detection and recognition algorithms (e.g.

Wireless 54

Wireless IoT Analytics Architecture 54

Brendan Gregg

NOVEMBER 29, 2017

In this configuration, the AMI and boot is paravirt (PV), the kernel is making hypercalls instead of privileged instructions, and the system is using paravirt network and storage drivers. But not all workloads: some are network bound (proxies) and storage bound (databases). ## 5. The AMI and boot are now HVM. Nitro is lightweight.

Virtualization 111

Virtualization AWS Hardware Storage 111

High Scalability

JUNE 15, 2018

1.6x : better deep learning cluster scheduling on k8s; 100,000 : Large-scale Diverse Driving Video Database; 3rd : reddit popularity in the US; 50% : increase in Neural Information Processing System papers, AI bubble? JoeEmison : Another thing that serverless architectures change: how do you software development. Hungry for more?

Internet 113

Internet Internet Scalability Blockchain 113

The Netflix TechBlog

FEBRUARY 13, 2020

With the motion extension, it was accepted as the video coding standard for digital cinema in 2004. Webp is based on intra-frame coding from the VP8 video coding format. High-Efficiency Video Coding ( HEVC ) is the successor of H.264, Advanced Video Coding ( AVC ) format. 264, a.k.a.

Code 212

Code Metrics Efficiency Open Source 212

The Netflix TechBlog

DECEMBER 3, 2019

Netflix applies data science to hundreds of use cases across the company, including optimizing content delivery and video encoding. 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.

Open Source 232

Open Source AWS Infrastructure Energy 232

Tech News Gather

JULY 19, 2023

Connect the architectural pieces of your program using secure gateways. Choosing a Data Storage Method Data must be kept in a reliable location where it can be updated on a regular basis with little risk of loss or duplication. Audits, patch releases, and upgrades to improve security posture are crucial.

Wireless 52

Wireless IoT Development Internet 52

Official Blog - World Web Technology

NOVEMBER 27, 2023

Check whether the website builder offers information in the best format: video or text. With LayoutEngine and Content Block architecture, you can make different types of content and designs. monthly and allows you to host a single website with 50GB of storage space. Hostinger’s Single Plan is $1.99

Website 59

Website Development Mobile Storage 59

O'Reilly

MAY 19, 2020

Live online training, videos, books, certification prep, and more, from O’Reilly and our partner publishers. Interestingly, multi-cloud, or the use of multiple cloud computing and storage services in a single homogeneous network architecture, had the fewest users (24% of the respondents).

Cloud 141

Cloud Serverless AWS Architecture 141

Smashing Magazine

JUNE 25, 2020

We’ll also discuss the costs and benefits of CDNs and dedicated file storage solutions. Also called “static assets,” these files include CSS and JavaScript, both written by the application developer and third-party libraries, as well as PDFs, software installers, images, music, videos, and icons. Media Files.

Media 69

Media Cache Storage AWS 69

All Things Distributed

AUGUST 20, 2015

Today, we are releasing a plugin that allows customers to use the Titan graph engine with Amazon DynamoDB as the backend storage layer. It opens up the possibility to enjoy the value that graph databases bring to relationship-centric use cases, without worrying about managing the underlying storage. The importance of relationships.

Database 134

Database Logistics Availability Social Media 134

Brendan Gregg

NOVEMBER 28, 2017

In this configuration, the AMI and boot is paravirt (PV), the kernel is making hypercalls instead of privileged instructions, and the system is using paravirt network and storage drivers. But not all workloads: some are network bound (proxies) and storage bound (databases). ## 5. The AMI and boot are now HVM. Nitro is lightweight.

Virtualization 40

Virtualization AWS Hardware Storage 40

All Things Distributed

MARCH 11, 2016

The expectation was that with each order or two of magnitude, we would need to revisit and revise the architecture to make sure we could address the issues of scale. We needed to build such an architecture that we could introduce new software components without taking the service down. The importance of the network.

AWS 144

AWS Hardware Retail Virtualization 144

The Netflix TechBlog

DECEMBER 3, 2019

Netflix applies data science to hundreds of use cases across the company, including optimizing content delivery and video encoding. 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.

Open Source 134

Open Source AWS Infrastructure Energy 134

Testsigma

MARCH 23, 2020

These guidelines can be about coding practices, storage and retrieval of test data and test results, interaction with external resources and many other things. For example, if you need to test a video player, a very basic testing script would look something like this: For non-data driven framework for testing: Load A.mp4.

Testing 52

Testing Programming Media Systems 52

Percona

APRIL 17, 2023

The swap issue is explained in the excellent article by Jeremy Cole at the Swap Insanity and NUMA Architecture. For example: Read/Write tickets WiredTiger uses tickets to control the number of read / write operations simultaneously processed by the storage engine. The report focuses on MySQL, but it is valid for MongoDB as well.

Best Practices 52

Best Practices Design Tuning Database 52

The Morning Paper

SEPTEMBER 10, 2019

to understand YouTube video performance) drive tens of thousands of canned (known in advance) queries per second, that need to be served with latency in the tens of milliseconds. Procella achieves high scalability and efficiency by segregating storage (in Colossus) from compute (on Borg). Reporting and dashboarding use cases (e.g.

Analytics 75

Analytics Latency Cache Google 75

SQL Server According to Bob

SEPTEMBER 26, 2016

When we released Always On Availability Groups in SQL Server 2012 as a new and powerful way to achieve high availability, hardware environments included NUMA machines with low-end multi-core processors and SATA and SAN drives for storage (some SSDs). First, we looked at the overall architecture of the replica design. Tiger Team.

Availability 40

Availability Servers Hardware Benchmarking 40