The Netflix TechBlog

AUGUST 24, 2022

Working within the time budget introduces an extra resource constraint for the recommender system. The evaluation process may include trying to recognize the show from its box art, watching trailers, reading its synopsis or in some cases reading reviews for the show on some external website.

Metrics 178

Metrics Systems Architecture Processing 178

Dynatrace

APRIL 10, 2023

But “the benefits are definitely worth the effort, provided you do it in a strategic way,” Bollampally said. These range from the simple lift-and-shift re-hosting approach to the significant architectural changes involved in refactoring. “At one point, we saw a process that was causing a lot of CPU contention.

Cloud 168

Cloud Ecommerce Performance Retail 168

Dynatrace

NOVEMBER 9, 2021

The general agreed-upon definition of. Data from all these sources is collected and analyzed by Dynatrace’s AI engine, Davis, that’s built into the core of the platform (not bolted on) to drive intelligent and definitive problem identification and root-cause analysis. Legacy IT systems inhibit change while consuming budgets.

DevOps 214

DevOps Innovation Cloud Programming 214

The Netflix TechBlog

JULY 30, 2019

Many of the Netflix Content and Studio Engineering services rely on Conductor for efficient processing of their business flows. Adoption As of writing this blog, Conductor orchestrates 600+ workflow definitions owned by 50+ teams across Netflix. The Netflix Media Database (NMDB) is one such example.

Lambda 189

Lambda Media Open Source Metrics 189

Dynatrace

MARCH 3, 2020

This involves new software delivery models, adapting to complex software architectures, and embracing automation for analysis and testing. Here is the definition of this model: ?. In this visual, you can see the whole processing of Keptn deploying, testing, and evaluating performance tests against defined SLIs is automated.

Performance 239

Performance Education Innovation Software Architecture 239

O'Reilly Software

FEBRUARY 27, 2018

Watch highlights covering the latest tools and techniques of software architecture. From the O'Reilly Software Architecture Conference in New York 2018. Experts from across the software architecture world came together in New York for the O'Reilly Software Architecture Conference. Defining software architecture.

Software Architecture 62

Software Architecture Architecture Software Software 62

Dynatrace

DECEMBER 2, 2021

As organizations adopt microservices-based architecture , service-level objectives (SLOs) have become a vital way for teams to set specific, measurable targets that ensure users are receiving agreed-upon service levels. And why have SLOs and SLIs become so important as teams automate processes to consistently meet SLAs and error budgets?

Metrics 187

Metrics Best Practices DevOps Infrastructure 187

ACM Sigarch

AUGUST 3, 2023

(Editor’s Note: This post was submitted as a rebuttal to Andrew Chien’s July 24 SIGARCH Blog Post ) The recent post “ Why Embodied Carbon is a poor Architecture Design metric, and Operational Carbon remains an important Problem ” by Prof. Throughout, we adopt the Greenhouse Gas Protocol scope definition as used in Prof.

Energy 98

Energy Architecture Hardware Metrics 98

Dynatrace

AUGUST 28, 2020

With the acceleration of complexity, scale, and dynamic systems architectures, under-resourced IT teams are under increasing pressure to understand when there is abnormal behavior, identify the precise reason why this occurred, quickly remediate the issue, and prevent this behavior in the future. How do you make a system ‘observable’?

IoT 160

IoT Infrastructure Monitoring Innovation 160

The Netflix TechBlog

MARCH 5, 2020

Review how the incident process was performed, tracking actions to be performed after the incident, and driving learning through structuring informal knowledge. Each of these steps has the incident commander and incident participants moving through various systems and interfaces. Perform Post Incident Review (PIR)? —?Review

AWS 204

AWS Open Source Google Speed 204

The Netflix TechBlog

AUGUST 1, 2022

A Data Movement and Processing Platform @ Netflix By Bo Lei , Guilherme Pires , James Shao , Kasturi Chatterjee , Sujay Jain , Vlad Sydorenko Background Realtime processing technologies (A.K.A stream processing) is one of the key factors that enable Netflix to maintain its leading position in the competition of entertaining our users.

Processing 272

Processing Transportation Entertainment Tuning 272

High Scalability

FEBRUARY 1, 2022

Wynter is looking for system administrators, engineers, and developers to join its research panel. If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! Who's Hiring?

Education 100

Education DevOps Infrastructure Scalability 100

High Scalability

MAY 4, 2022

Wynter is looking for system administrators, engineers, and developers to join its research panel. If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! Try it today!

Education 100

Education DevOps Infrastructure Scalability 100

High Scalability

JULY 18, 2022

Wynter is looking for system administrators, engineers, and developers to join its research panel. If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! Try it today!

Education 100

Education DevOps Infrastructure Scalability 100

Alex Russell

FEBRUARY 28, 2022

I propose four key ingredients: Definition: What is "performance" beyond page speed? The difference in weight between the two architectures is interesting, but what we should focus on is the per interaction loop. These steps inform a general description of the interaction loop: The system is ready to receive input.

Performance 104

Performance Latency Architecture Network 104

High Scalability

DECEMBER 9, 2021

Wynter is looking for system administrators, engineers, and developers to join its research panel. If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! Who's Hiring?

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High Scalability

JUNE 10, 2022

Wynter is looking for system administrators, engineers, and developers to join its research panel. If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! Try it today!

Education 100

Education DevOps Infrastructure Scalability 100

High Scalability

AUGUST 24, 2021

If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! has hours of system design content. They also do live system design discussions every week. Try it today!

Education 100

Education DevOps Infrastructure Benchmarking 100

The Netflix TechBlog

JANUARY 10, 2024

Future blogs will provide deeper dives into each service, sharing insights and lessons learned from this process. The Netflix video processing pipeline went live with the launch of our streaming service in 2007. The Netflix video processing pipeline went live with the launch of our streaming service in 2007.

Processing 229

Processing Media Latency Innovation 229

High Scalability

OCTOBER 27, 2021

Wynter is looking for system administrators, engineers, and developers to join its research panel. If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! Who's Hiring?

Education 100

Education DevOps Infrastructure Benchmarking 100

High Scalability

JULY 15, 2021

If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! has hours of system design content. They also do live system design discussions every week. Try it today!

Education 100

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High Scalability

SEPTEMBER 29, 2021

Wynter is looking for system administrators, engineers, and developers to join its research panel. If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! Who's Hiring?

Education 100

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High Scalability

JUNE 29, 2021

If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! has hours of system design content. They also do live system design discussions every week. Try it today!

Education 100

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High Scalability

SEPTEMBER 15, 2021

Wynter is looking for system administrators, engineers, and developers to join its research panel. If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! Who's Hiring?

Education 100

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High Scalability

MARCH 18, 2021

If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! has hours of system design content. They also do live system design discussions every week. Try it today!

Education 100

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High Scalability

MARCH 18, 2021

If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! has hours of system design content. They also do live system design discussions every week. Try it today!

Education 100

Education DevOps Scalability Infrastructure 100

High Scalability

JUNE 8, 2021

If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! has hours of system design content. They also do live system design discussions every week. Try it today!

Education 100

Education DevOps Infrastructure Scalability 100

ACM Sigarch

OCTOBER 25, 2019

This article examines the history of architectural support, summarizes research philosophies, and delves into possible reasons for relatively little support for software security in current systems. A History of Architecture Support for Security. Timeline of ISA support for Security in Commodity Processors.

Hardware 98

Hardware Virtualization Architecture Games 98

The Netflix TechBlog

MARCH 4, 2024

Given the extensive scope and intricate complexity inherent to such a distributed, large-scale system, even if the failed jobs account for a tiny portion of the total workload, diagnosing and remediating job failures can cause considerable operational burdens. In this way, no human intervention is required in the remediation process.

Tuning 210

Tuning Efficiency Big Data Engineering 210

DZone

NOVEMBER 9, 2021

It’s much better to build your process around quality checks than retrofit these checks into the existent process. NIST did classic research to show that catching bugs at the beginning of the development process could be more than ten times cheaper than if a bug reaches production. However, it’s not a unit test. A side note.

Software 245

Software Software Code Energy 245

High Scalability

MAY 18, 2021

If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! has hours of system design content. They also do live system design discussions every week. Try it today!

Education 100

Education DevOps Scalability Infrastructure 100

High Scalability

APRIL 7, 2021

If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! has hours of system design content. They also do live system design discussions every week. Try it today!

Education 100

Education DevOps Scalability Infrastructure 100

High Scalability

MARCH 18, 2021

If you have experience in hosting and with the WordPress stack, have worked with Ubuntu or Debian-based systems, and cutting-edge technologies, such Ansible and LXC, you should definitely check us out and apply here ! has hours of system design content. They also do live system design discussions every week. Try it now!

Education 100

Education DevOps AWS Scalability 100

Alex Podelko

OCTOBER 18, 2016

– New Architectures. In more and more cases, performance testing should not be just an independent step of the software development life-cycle when you get the system shortly before release. In agile development / DevOps environments it should be interwoven with the whole development process. – New Technologies.

Performance Testing 100

Performance Testing Testing Performance DevOps 100

Alex Russell

JANUARY 5, 2022

Cribbing from Dieter Bohn's definition , the web is the set of HTML documents (and subresources they reference) currently reachable via links. DNS , the "Domain Name System" that allows servers running at opaque and forgettable IP addresses to be found at friendlier names, like infrequently.org. What is the web proper?

Blockchain 111

Blockchain Media Transportation Internet 111

Dynatrace

JANUARY 12, 2022

Messaging systems can significantly improve the reliability, performance, and scalability of the communication processes between applications and services. In serverless and microservices architectures, messaging systems are often used to build asynchronous service-to-service communication. Dynatrace news.

Analytics 183

Analytics Systems DevOps Healthcare 183

Alex Podelko

OCTOBER 13, 2016

– New Architectures. Agile development eliminates the main problem of tradition development: you need to have a working system before you may test it, so performance testing happened at the last moment. It would be published as separate posts: – Introduction (a short teaser). – Cloud. Agile (this post).

Performance Testing 100

Performance Testing Testing Performance Engineering 100