The Netflix TechBlog

JANUARY 25, 2023

An example for storing both time and space based data would be an ML algorithm that can identify characters in a frame and wants to store the following for a video In a particular frame (time) In some area in image (space) A character name (annotation data) Pic 1 : Editors requesting changes by drawing shapes like the blue circle shown above.

Scalability 283

Scalability Latency Media Architecture 283

VoltDB

JUNE 9, 2017

Historically, telco analytics have been limited and difficult. Analytics and insights have always taken a back seat to the first two priorities – accurate data processing and billing. Watch the Video of our Telco Expert. Does this affect our analytics strategy? downgrading the streaming rate on video).

Analytics 40

Analytics Strategy Network Games 40

Dynatrace

JULY 30, 2021

One of the aspects of progressive delivery is using new zero-downtime deployment strategies such as Canary, Blue-Green, or Feature Flags. Those strategies allow development teams to decouple the tasks of deployment (rolling out a new binary to production) from releasing (making it accessible by your end-users). Step 3: SLOs.

Cloud 229

Cloud Metrics Strategy Monitoring 229

VoltDB

JUNE 9, 2017

Historically, telco analytics have been limited and difficult. Analytics and insights have always taken a back seat to the first two priorities – accurate data processing and billing. Does this affect our analytics strategy? downgrading the streaming rate on video). The answer: Absolutely!

Analytics 40

Analytics Strategy Network Games 40

The Morning Paper

SEPTEMBER 10, 2019

Procella: unifying serving and analytical data at YouTube Chattopadhyay et al., 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. VLDB’19. Reporting and dashboarding use cases (e.g.

Analytics 75

Analytics Latency Cache Google 75

High Scalability

APRIL 27, 2020

60-page Analytics supplement guide. Video walkthroughs of every chapter. The book is filled with clear examples backed by strategies for various use cases. Against my expectations the videos turned out to be very useful. Each level provides additional content: Basic package ($79). A 450 page book and six cheatsheets.

AWS 225

AWS Analytics Design Code 225

Dynatrace

JULY 1, 2020

The multi-dimensional analytics in the screenshot below is an example. In the below 4 minute video, Lucas Hocker shows you how it is done. How to get campaign tracking started using Dynatrace Log Analytics? The key to gain insights leveraging Dynatrace Log Analytics are the access log files of your frontend web servers.

Traffic 264

Traffic Analytics Metrics Servers 264

Dynatrace

JANUARY 5, 2023

An IT automation strategy should start by breaking down the workflow, the types of operations they will perform, and how teams can best monitor and optimize them in production. Developing an AIOps strategy for cloud observability – eBook. Customer panel: Innovating with advanced AIOps – video. What is AIOps?

Artificial Intelligence 147

Artificial Intelligence Innovation Technology Technology 147

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. Improved analytic context. Develop a broad recording strategy. Sign up here.

Mobile 243

Mobile Website Analytics Cache 243

The Netflix TechBlog

MARCH 2, 2021

Together with data analytics and data engineering, we comprise the larger, centralized Data Science and Engineering group. Our quasi-experimentation helps us constantly improve our streaming experience, giving our members fewer buffers and ever better video quality. Analytics Engineers and Data Visualization Engineers?—?who

Analytics 207

Analytics C++ Innovation Engineering 207

Official Blog - World Web Technology

JUNE 28, 2023

Try to come up with various smart content marketing strategies such as content repurposing and enriching your audience with a wide range of blogs, infographics, images, statistics, and other types of content. Create Explanatory Videos Videos are the new normal. It is the best way to reach out to your audience.

Website 52

Website Social Media Media Traffic 52

Smashing Magazine

MARCH 25, 2021

For example, a budget can help them decide if a page should contain five images — or three images and one video — and still remain within the planned limits. If you splurge a lot of bytes on nonoptimal videos and images, the rich-media experience will not be so rich anymore. Appeal Of Videos. Large preview ).

Media 117

Media Performance Mobile Latency 117

Dynatrace

MARCH 4, 2020

Dynatrace introduced Session Replay some time ago to help modernize your DEM strategy. It helps you identify errors, analyze areas of struggle, and provides tons of analytical data for your testing teams. The following two-minute video shows you howto hide sensitive data during replay: What’s next?

Tuning 227

Tuning Analytics Strategy Website 227

The Netflix TechBlog

MARCH 10, 2023

Production Use Cases Real-Time APIs (backed by the Cassandra database) for asset metadata access don’t fit analytics use cases by data science or machine learning teams. Data sharding completely based on the asset type may have created the wide rows considering some types like VIDEO may have many more assets compared to others like TEXT.

Media 237

Media Traffic Processing Design 237

Smashing Magazine

JANUARY 11, 2021

This guide has been kindly supported by our friends at LogRocket , a service that combines frontend performance monitoring , session replay, and product analytics to help you build better customer experiences. Assets Optimizations Brotli, AVIF, WebP, responsive images, AV1, adaptive media loding, video compression, web fonts, Google fonts.

Performance 145

Performance Cache Media Metrics 145

The Netflix TechBlog

JANUARY 11, 2022

To learn about Analytics and Viz Engineering, have a look at Analytics at Netflix: Who We Are and What We Do by Molly Jackman & Meghana Reddy and How Our Paths Brought Us to Data and Netflix by Julie Beckley & Chris Pham. Curious to learn more about other Data Science and Engineering functions at Netflix?

Innovation 243

Innovation Metrics Engineering Testing 243

Smashing Magazine

MARCH 2, 2021

After all, when we look at our analytics, we will hardly find any customers browsing our sites or apps with a mid-range device on a flaky 3G connection. Also, there was a 65% increase in video consumption on mobile devices in 2020. Hot-reloading is supported as well, as well as video recording and screenshots. Large preview ).

Mobile 133

Mobile Testing Website Benchmarking 133

The Netflix TechBlog

OCTOBER 19, 2020

Investigating a video streaming failure consists of inspecting all aspects of a member account. In pursuit of this goal, we outlined following storage optimization strategies: Use cheaper Elastic Block Store (EBS) volumes instead of SSD instance stores in EC2. which is difficult when troubleshooting distributed systems.

Infrastructure 233

Infrastructure Transportation Storage Open Source 233

Testsigma

SEPTEMBER 23, 2021

This tool aims at making test creation and maintenance very easy by the uniqueness of the test creation strategy it offers. Automate for web, mobile, and APIs from the same place: The same test case creation strategy(in simple English) lets you automate your web tests, mobile tests and APIs easily from the same place.

Testing 52

Testing Analytics Testing Tools Website 52

KeyCDN

DECEMBER 12, 2019

The phrase “every resource” includes every page, image, video, etc. Videos and pages are a little easier because they can be linked, but the compression of pictures has lowered their quality while also making it more difficult for them to maintain the individualized URL. and each of these assets should have a common URL.

Website 73

Website Traffic Ecommerce Google 73

Smashing Magazine

AUGUST 3, 2023

These pages serve as a pivotal tool in our digital marketing strategy, not only providing valuable information about our services but also designed to be easily discoverable through search engines. While paid marketing strategies like Google Ads play a part in our approach as well, enhancing our organic traffic remains a major priority.

Performance 74

Performance Cache Traffic Metrics 74

Speed Curve

FEBRUARY 25, 2021

You can hold them accountable and maintain a strategy for keeping them in line. This includes: waterfall charts with details about every request, filmstrips and videos that help you visualize the rendering experience, and. Think of RUM as performance-based analytics measured from the end user's actual browser.

Performance 143

Performance Benchmarking Metrics Monitoring 143

Smashing Magazine

JANUARY 6, 2020

Study common complaints coming into customer service and sales team, study analytics for high bounce rates and conversion drops. Run performance experiments and measure outcomes — both on mobile and on desktop (for example, with Google Analytics ). Yet often, analytics alone doesn’t provide a complete picture.

Performance 145

Performance Cache Network Metrics 145

Smashing Magazine

MARCH 7, 2022

Weirdly, they report as a range of browsers in our analytics including the Android WebView, Chrome and Safari (despite it’s not supporting this!). Using signals like Save Data allows you to help those users that need help the most, compared to traditional analytics of looking at all users or even segmenting by device type. “.

Website 103

Website Media Mobile Network 103

Smashing Magazine

JANUARY 7, 2019

To get accurate results and goals though, first study your analytics to see what your users are on. Paddy Ganti’s script constructs two URLs (one normal and one blocking the ads), prompts the generation of a video comparison via WebPageTest and reports a delta. You can then mimic the 90th percentile’s experience for testing.

Performance 103

Performance Cache Metrics Network 103

Testsigma

APRIL 17, 2020

It is a good practice to record a possible fix for the error if known, include screenshots, videos, and error logs where possible. Testsigma is an automated testing tool that is built after considering all above-mentioned strategies for improving communication between team members. Removing Communication Barriers.

Software 55

Software Software Testing DevOps 55

Smashing Magazine

JULY 29, 2019

Apart from video, where you generally know what you’re getting yourself into, images are by far the biggest culprit to data usage on the web. Notice the async keyword on the Google analytics script? Google analytics has ‘low’ priority. The video is clipped off-screen. Performance Tip #13: Don’t Preload Video.

Cache 96

Cache Google Mobile Network 96

Smashing Magazine

JANUARY 21, 2021

Now, analytics tools and performance monitoring tools will provide this data when needed, but we looked specifically into CrUX , Chrome User Experience Report. A few requests were coming to the CDN, a cookie consent service Cookiebot, Google Analytics, plus our internal services for serving product panels and custom advertising.

Performance 145

Performance Cache Mobile Network 145

O'Reilly

MAY 19, 2020

Live online training, videos, books, certification prep, and more, from O’Reilly and our partner publishers. In other words, comparatively few respondent organizations appear to be pursuing dedicated multi-cloud strategies. The poor showing for multi-cloud might be the difference between tactical/ad hoc and strategic usage.

Cloud 141

Cloud Serverless AWS Architecture 141

CSS - Tricks

MARCH 29, 2021

It may not be critical data to know, but sometimes it helps to understand the caching strategy. I sometimes record my screen and then slow down the video to find the layout shifts. CSS Stats is another tool that provides analytics and visualizations for your stylesheets. Rendering panel. Frame Rendering Stats ?—?shows

Code 110

Code Media Cache Energy 110

Rigor

SEPTEMBER 17, 2019

These insightful videos will provide you with information from industry insiders that you can use to plan for upcoming events, start conversations, and make an impact in your own organization. Check out Rich Howard’s full episode of The Best In Performance video interview series – as well as episodes from other industry experts.

Performance 68

Performance Traffic Website Performance Testing 68

Testsigma

DECEMBER 20, 2019

Computer vision : Training computers to understand or interpret the visual world from images, videos and deep learning models. This lowers the threshold of the skills needed for API testing, therefore, businesses can build a sustainable API testing strategy. AI has use cases in many key sectors like manufacturing, healthcare, etc.

Artificial Intelligence 54

Artificial Intelligence Testing Healthcare Innovation 54

Dotcom-Montior

DECEMBER 8, 2021

These tools should be utilized along with your monitoring strategy. Like Slack, Microsoft is a real-time communication application that offers features like online messaging, video chat, and document sharing. Incident management, communication, and alerting tools can be some of the most important tools SRE teams utilize.

Social Media 90

Social Media Monitoring Latency DevOps 90

Testsigma

JUNE 15, 2021

A good strategy alone won’t be enough, though. Bugs are recorded and logged via screenshots and videos, which are sent to the teams through communication platforms like Slack, email, Teams, etc. A new feature implemented in the sprint is considered done only after the deliverable has passed regression testing too.

Testing 52

Testing DevOps Mobile Testing Tools 52

Rigor

MAY 29, 2019

“The Best in Performance” video series from Rigor gives you the chance to eavesdrop on conversations with web performance industry experts, thought leaders, and technologists. and engineering leader for the performance, reliability, and site analytics initiatives for @WalmartLabs. Why pay for a conference (airfare! room service!)

Performance 40

Performance Education Engineering Monitoring 40

High Scalability

NOVEMBER 25, 2019

Video Transcoding. I mean that as your scale grows then design patterns and strategies that used to work 2 years ago and allowed you to go from defensive to offensive positioning may buckle under pressure or becomes cost-prohibitive. What is your storage strategy? What is your object and content caching strategy?

Architecture 52

Architecture Cache Azure Storage 52

O'Reilly

NOVEMBER 28, 2023

Several respondents also mentioned working with video: analyzing video data streams, video analytics, and generating or editing videos. It’s time to start learning about generative AI, thinking about how it can improve your company’s business, and planning a strategy.

Open Source 108

Open Source Artificial Intelligence Google Infrastructure 108