The Netflix TechBlog

FEBRUARY 13, 2023

In addition, we provide a unified library that enables ML practitioners to seamlessly access video, audio, image, and various text-based assets. Media Feature Storage: Amber Storage Media feature computation tends to be expensive and time-consuming. Background Match Cutting is a video editing technique.

Media 297

Media Storage Infrastructure Systems 297

The Netflix TechBlog

AUGUST 28, 2020

As the number of 4K titles in our catalog continues to grow and more devices support the premium features, we expect these video streams to have an increasing impact on our members and the network. We also show the corresponding full frame which helps to get a sense of how the cutout fits in the corresponding video frame.

Network 336

Network Storage Innovation Mobile 336

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 242

Cloud Media Storage Cache 242

DZone

MAY 7, 2023

By the end of the tutorial, you’ll have a running Spring Boot app that serves as an HTTP API server with ScyllaDB as the underlying data storage. Note that ScyllaDB University offers a number of videos with additional background that are helpful for this lesson. And you’ll learn how ScyllaDB can be used to store time series data.

Storage 285

Storage Servers Testing 285

High Scalability

JANUARY 11, 2022

Generating machine learning based personalized recommendations to discover new people, photos, videos, and stories relevant one’s interest. After that, the post gets added to the feed of all the followers in the columnar data storage. Users should be able to like and comment the posts. Out of Scope. High Level Design.

Design 334

Design Media Storage Logistics 334

Dynatrace

MAY 7, 2024

New processors: Introducing new processors, including Metric Selector and Content Modifier, for selective data processing and metadata adjustment, improving data relevance and storage efficiency. If you’d like to learn more about the updates, don’t miss Henrik’s video: Fluent Bit 3.0 Observability: Elevating Logs, Metrics, and Traces!

Best Practices 279

Best Practices IoT Metrics Storage 279

Dynatrace

AUGUST 1, 2022

You also decide to run your database for storing user uploads – such as images or videos – directly in Kubernetes. You quickly realize that it will take ages to fill up the overprovisioned database storage. Two days later, your database runs out of storage in the middle of the night. What about my persistent volume provider?

Storage 246

Storage Database Network Metrics 246

Adrian Cockcroft

JANUARY 27, 2025

I showed the iPhone to people at Netflix, as it had excellent quality video playback, but they werent interested. At that time YouTube was primarily very short low quality videos, and Netflix average viewing time was over 30 minutes of high qualityvideo. I use mine most days to watch videos. The code is still up on github.

C++ 88

C++ Mobile Hardware Java 88

All Things Distributed

MARCH 23, 2021

Storage was one of our biggest pain points, and the traditional systems we used just weren’t fitting the needs of the Amazon.com retail business. When we took a hard look at our storage for the Amazon ecommerce web site in 2005, we realized that the majority of our data needed an object (or key-value) store.

Ecommerce 206

Ecommerce Retail Storage Scalability 206

The Netflix TechBlog

SEPTEMBER 2, 2020

This difference has substantial technological implications, from the classification of what’s interesting to transport to cost-effective storage (keep an eye out for later Netflix Tech Blog posts addressing these topics). As you can imagine, this comes with very real storage costs.

Latency 298

Latency Transportation Engineering Traffic 298

All Things Distributed

APRIL 20, 2021

I recently posted about Amazon S3 and how it’s evolved over the last 15 years since we launched the service in 2006 as “storage for the internet.” ” We built S3 because we knew customers wanted to store backups, videos, and images for applications like e-commerce web sites.

Internet 216

Internet Internet Storage Design 216

Dynatrace

NOVEMBER 6, 2023

As an example, many retailers already leverage containerized workloads in-store to enhance customer experiences using video analytics or streamline inventory management using RFID tracking for improved security. The challenge of cloud-native observability at the enterprise edge In aggregate, connected devices generate huge volumes of data.

Retail 306

Retail Storage Analytics Cloud 306

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. We must quickly surface the most stand-out highlights from the titles available on our service in the form of images and videos in the member experience.

Media 299

Media Innovation Energy Architecture 299

All Things Distributed

AUGUST 20, 2012

Managing Cold Storage with Amazon Glacier. With the introduction of Amazon Glacier , IT organizations now have a solution that removes the headaches of digital archiving and provides extremely low cost storage. All Things Distributed. Werner Vogels weblog on building scalable and robust distributed systems. Expanding the Cloud â??

Storage 113

Storage Cloud AWS Media 113

The Netflix TechBlog

OCTOBER 8, 2024

Rajiv Shringi Vinay Chella Kaidan Fullerton Oleksii Tkachuk Joey Lynch Introduction As Netflix continues to expand and diversify into various sectors like Video on Demand and Gaming , the ability to ingest and store vast amounts of temporal data — often reaching petabytes — with millisecond access latency has become increasingly vital.

Latency 239

Latency Storage Traffic Tuning 239

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 272

Media Latency Architecture Database 272

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. Then the KV DAL handles writing to the appropriate underlying storage engines depending on latency, availability, cost, and durability requirements.

Latency 252

Latency Storage Big Data Tuning 252

Smashing Magazine

NOVEMBER 9, 2021

Automatically Transforming And Optimizing Images And Videos On Your WordPress Website. Automatically Transforming And Optimizing Images And Videos On Your WordPress Website. Leonardo Losoviz. 2021-11-09T09:30:00+00:00. 2021-11-09T14:02:28+00:00. Adding Transformations To The Images.

Website 122

Website Social Media Media Design 122

Dynatrace

DECEMBER 13, 2023

This includes how quickly the application loads, how much load it is putting on the device, how much storage is being used, and how frequently it crashes. Optimize images and videos. Images and videos can be resource-intensive and can slow down your app’s performance. Optimize battery life.

Best Practices 246

Best Practices Mobile Metrics Performance 246

Percona

FEBRUARY 1, 2023

PostgreSQL is a fantastic database, but if you’re storing images, video, audio files, or other large data objects, you need to “toast” them to get optimal performance. This post will look at using The Oversized-Attribute Storage Technique (TOAST) to improve performance and scalability.

Storage 111

Storage Scalability Strategy Performance 111

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 195

Storage Design Scalability Latency 195

The Netflix TechBlog

OCTOBER 19, 2020

Investigating a video streaming failure consists of inspecting all aspects of a member account. Our distributed tracing infrastructure is grouped into three sections: tracer library instrumentation, stream processing, and storage. Storage: don’t break the bank! which is difficult when troubleshooting distributed systems.

Infrastructure 238

Infrastructure Transportation Storage Open Source 238

Dynatrace

JUNE 1, 2023

for the workout video playback feature. The ApDex SLO ensures that users have a positive experience when watching workout videos within the fitness app. and above indicates that most users find the video playback performance excellent or at least acceptable. The Apdex score of 0.85

Latency 245

Latency Website Traffic DevOps 245

Dynatrace

FEBRUARY 9, 2021

So e ven when you don’t fully understand the exact cause of a crash, you can still view a video of the end of the crashed session to see the exact steps that the affected user took and the exact data they entered. The easiest way to get answers to all these questions is to play back the crashed session using Dynatrace Session Replay.

Mobile 246

Mobile Tuning Monitoring Storage 246

Dynatrace

OCTOBER 11, 2021

On the processing side, GCF functions can interface with Google’s own AI/ML technologies to inspect video and image content. Functions integrate with APIs (such as the Video Intelligence API ) to make this possible, forming a processing chain that eventually commits data to cloud storage. Image courtesy of Google.

Google 246

Google Cloud Serverless Azure 246

Dynatrace

DECEMBER 20, 2021

Session replay is an IT technology that creates anonymized video-like recordings of actions taken by users interacting with your website or mobile application. The result is a complete recreation of the user experience in a video-like format. What is session replay? Why session replay matters. Are these costs consistent? Transparent?

Mobile 264

Mobile Website Analytics Cache 264

Dynatrace

AUGUST 21, 2024

With Dynatrace, teams can seamlessly monitor the entire system, including network switches, database storage, and third-party dependencies. In the video below, Davis AI identifies the interdependencies and pinpoints that database slowness impacted multiple services, identifying it as the root cause.

Engineering 262

Engineering Systems Latency Metrics 262

Dynatrace

NOVEMBER 20, 2023

Accelerate cloud migration: How to modernize faster with Dynatrace – video Watch this tutorial and learn hands-on from Lucas Hocker and Kayla Bondy how Dynatrace helps you migrate better to the cloud. AWS and Dynatrace work better together – video Every cloud provider provides different technologies and services.

AWS 277

AWS Artificial Intelligence Cloud Analytics 277

Dynatrace

SEPTEMBER 8, 2023

As you follow along in the video, you’ll notice the ability to determine the day of the week for each transaction and visualize the data in a user-friendly bar chart. This integration allows seamless connectivity to a variety of databases, enabling the real-time retrieval and storage of business data.

Database 290

Database Artificial Intelligence Metrics Monitoring 290

High Scalability

MARCH 15, 2019

trillion : new record for calculating digits of pi (121 days); 112Gbps : Intel's SerDes; 100M : image and video dataset; 1.5 were using Google Cloud Storage, but given too many issues big and small over the year, we’ll be migrating to AWS S3 for storage going forward. They'll learn a lot and love you even more.

Internet 34

Internet Internet Scalability IoT 34

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 264

Strategy Cache Storage Analytics 264

Dynatrace

DECEMBER 22, 2019

AWS offers a broad set of global, cloud-based services including computing, storage, networking, Internet of Things (IoT), and many others. Amazon Kinesis Video Streams. Amazon Simple Storage Service (S3). Dynatrace news. Amazon Kinesis Data Analytics. Amazon Kinesis Data Firehose. Amazon Kinesis Data Streams (KDS).

AWS 200

AWS Metrics IoT Storage 200

DZone

APRIL 14, 2021

Be it an image editing tool like Canva, a cloud-storage manager like Google Drive, or project planning and collaboration tools like Trello, Asana, Jira; drag and drop functionality can be found everywhere. You might have used it for positioning multimedia objects like text, images, video clips, etc.,

Storage 147

Storage Google Website Cloud 147

Dynatrace

JANUARY 18, 2023

These include the following highlights: Long-term cost-effective storage to support seasonal trending and forecasting. Instant indexless storage to support unanticipated retrospective questions. There are other characteristics important for business use cases, delivered through Grail and Dynatrace Query Language (DQL).

Analytics 246

Analytics Retail Storage Monitoring 246

Dynatrace

DECEMBER 22, 2019

AWS offers a broad set of global, cloud-based services including computing, storage, networking, Internet of Things (IoT), and many others. Amazon Kinesis Video Streams. Amazon Simple Storage Service (S3). Dynatrace news. Amazon Kinesis Data Analytics. Amazon Kinesis Data Firehose. Amazon Kinesis Data Streams (KDS).

AWS 182

AWS Metrics IoT Storage 182

Dynatrace

OCTOBER 2, 2024

Video of a Dynatrace user reviewing individual log lines, leveraging automatic log correlation of surrounding logs, and viewing details of additionally surfaced log entries. With Dynatrace, there is no need to think about schema and indexes, re-hydration, or hot/cold storage concepts.

Azure 244

Azure DevOps Infrastructure Cloud 244

Dynatrace

APRIL 8, 2022

Output plugins deliver logs to storage solutions, analytics tools, and observability platforms like Dynatrace. There is also an excellent video tutorial available on the Is It Observable YouTube channel. Processing plugins parse (normalize), filter, enrich (tagging), format, and buffer log streams. Get started today.

Metrics 245

Metrics Analytics Software Architecture Open Source 245