The Netflix TechBlog

NOVEMBER 14, 2023

By Abhinaya Shetty , Bharath Mummadisetty At Netflix, our Membership and Finance Data Engineering team harnesses diverse data related to plans, pricing, membership life cycle, and revenue to fuel analytics, power various dashboards, and make data-informed decisions. Our audits would detect this and alert the on-call data engineer (DE).

Data Engineering 264

Data Engineering Engineering Processing Games 264

Dynatrace

NOVEMBER 14, 2023

Site reliability engineering (SRE) has become increasingly important to organizations looking to keep up with the rapid pace of digital transformation. Effective site reliability engineering requires enterprise-wide transformation Without a unified understanding of SRE practices, organizational silos can quickly form between departments.

Best Practices 197

Best Practices Engineering DevOps Software Engineering 197

The Netflix TechBlog

FEBRUARY 1, 2022

By Karen Casella, Director of Engineering, Access & Identity Management Have you ever experienced one of the following scenarios while looking for your next role? Most backend engineering teams follow a process very similar to what is shown below. If so, we invite you to begin the interview process.

Engineering 199

Engineering Games Entertainment Innovation 199

Dynatrace

JUNE 2, 2022

Site reliability engineering (SRE) continues to gain popularity as organizations embrace hybrid cloud strategies and IT automation at scale. By applying software engineering principles to operations and infrastructure practices, SRE enables organizations to streamline and automate IT processes. Dynatrace news.

DevOps 147

DevOps Innovation Engineering Benchmarking 147

The Netflix TechBlog

OCTOBER 28, 2021

Data Engineers of Netflix?—?Interview Interview with Pallavi Phadnis This post is part of our “ Data Engineers of Netflix ” series, where our very own data engineers talk about their journeys to Data Engineering @ Netflix. Pallavi Phadnis is a Senior Software Engineer at Netflix.

Data Engineering 173

Data Engineering Engineering Big Data Software Engineering 173

Dynatrace

APRIL 30, 2021

But because of the complexity involved in executing and analyzing test results of dynamic systems, performance engineering is difficult to scale — especially with lean staff or resources. Grabner also introduced four ways organizations can turbocharge their performance engineering with automation.

Engineering 205

Engineering Testing Performance Performance Testing 205

The Netflix TechBlog

JUNE 1, 2021

Data Engineers of Netflix?—?Interview Interview with Samuel Setegne Samuel Setegne This post is part of our “Data Engineers of Netflix” interview series, where our very own data engineers talk about their journeys to Data Engineering @ Netflix. What drew you to Netflix?

Data Engineering 130

Data Engineering Engineering Big Data Healthcare 130

The Netflix TechBlog

MARCH 4, 2024

We have deployed Auto Remediation in production for handling memory configuration errors and unclassified errors of Spark jobs and observed its efficiency and effectiveness (e.g., For efficient error handling, Netflix developed an error classification service, called Pensive, which leverages a rule-based classifier for error classification.

Tuning 210

Tuning Efficiency Big Data Engineering 210

DZone

FEBRUARY 26, 2024

These systems are designed to perform specific tasks efficiently, often in real-time, without the complexities of a general-purpose computer. Unlike general-purpose computers, which run various applications and have a wide range of capabilities, embedded systems are designed to excel in a particular area.

Operating System 183

Operating System Systems Automotive Efficiency 183

The Netflix TechBlog

MAY 1, 2019

Our engineering team and Creative Technologies sound expert joined forces to quickly solve the issue, but a larger conversation about higher quality audio continued. We expect these bitrates to evolve over time as we get more efficient with our encoding techniques. channel stream, as well as audible degradation of high frequencies.

Engineering 274

Engineering Network Media Entertainment 274

Dynatrace

DECEMBER 21, 2023

Options at each level offer significant potential benefits, especially when complemented by practices that influence the design and purchase decisions made by IT leaders and individual contributors. Most approaches focus on improving Power Usage Effectiveness (PUE), a data center energy-efficiency measure. A PUE of 1.0

Cloud 214

Cloud Energy Best Practices Cache 214

Dynatrace

JANUARY 23, 2024

AI-enabled chatbots can help service teams triage customer issues more efficiently. Composite’ AI, platform engineering, AI data analysis through custom apps This focus on data reliability and data quality also highlights the need for organizations to bring a “ composite AI ” approach to IT operations, security, and DevOps.

Performance 191

Performance DevOps Innovation Artificial Intelligence 191

Dynatrace

MARCH 18, 2024

Following FinOps practices, engineering, finance, and business teams take responsibility for their cloud usage, making data-driven spending decisions in a scalable and sustainable manner. Suboptimal architecture design. Poorly designed cloud solutions can become costly over time.

Best Practices 237

Best Practices Strategy Cloud AWS 237

Official Blog - World Web Technology

DECEMBER 1, 2023

You can maintain a competitive edge and produce aesthetically pleasing websites in the dynamic field of web design solutions. You can create a website that is visually attractive and easy to use with the best web design solutions and tools. Web Design Solutions Made Easy! Top 9 Software for a Website Designing Company in India!

Design 59

Design Software Software Website 59

The Netflix TechBlog

NOVEMBER 17, 2022

While conventional video codecs remain prevalent, NN-based video encoding tools are flourishing and closing the performance gap in terms of compression efficiency. We employed an adaptive network design that is applicable to the wide variety of resolutions we use for encoding. How do we apply neural networks at scale efficiently?

Network 292

Network Media Innovation Efficiency 292

Dynatrace

NOVEMBER 6, 2023

Dynatrace Grail™ data lakehouse unifies the massive volume and variety of observability, security, and business data from cloud-native, hybrid, and multicloud environments while retaining the data’s context to deliver instant, cost-efficient, and precise analytics. Digital transformation 2.0

Azure 184

Azure Analytics Artificial Intelligence Innovation 184

Dynatrace

JANUARY 23, 2024

Dynatrace unified observability and security is critical to not only keeping systems high performing and risk-free, but also to accelerating customer migration, adoption, and efficient usage of their cloud of choice. Learn more about Dynatrace and AWS in the whitepaper, Why modern, well-architected AWS clouds demand AI-powered observability.

Cloud 217

Cloud Artificial Intelligence Performance AWS 217

Dynatrace

MAY 24, 2023

Dynatrace is proud to provide deep monitoring support for Azure Linux as a container host operating system (OS) platform for Azure Kubernetes Services (AKS) to enable customers to operate efficiently and innovate faster. Microsoft initially designed the OS for internal use to develop and manage Azure services. What is Azure Linux?

Azure 231

Azure Monitoring Operating System Virtualization 231

Dynatrace

NOVEMBER 2, 2023

The result is smarter, data-driven solutions designed to manage cloud spend. FinOps helps engineering, development, finance, and business teams meet critical key performance indicators (KPIs) and fulfill service-level agreements. What is FinOps? There are some challenges with implementing FinOps.

Cloud 201

Cloud Strategy Retail Energy 201

Dynatrace

JANUARY 31, 2024

Model observability provides visibility into resource consumption and operation costs, aiding in optimization and ensuring the most efficient use of available resources. Observing AI models Running AI models at scale can be resource-intensive. However, organizations must consider which use cases will bring them the biggest ROI.

Cache 209

Cache Azure Infrastructure Monitoring 209

The Netflix TechBlog

NOVEMBER 9, 2021

by Liwei Guo , Ashwin Kumar Gopi Valliammal , Raymond Tam , Chris Pham , Agata Opalach , Weibo Ni AV1 is the first high-efficiency video codec format with a royalty-free license from Alliance of Open Media (AOMedia), made possible by wide-ranging industry commitment of expertise and resources.

Media 246

Media Open Source Efficiency Software Engineering 246

The Morning Paper

MARCH 8, 2020

Building an elastic query engine on disaggregated storage , Vuppalapati, NSDI’20. This paper describes the design decisions behind the Snowflake cloud-based data warehouse. have altered the many assumptions that guided the design and optimization of the Snowflake system. From shared-nothing to disaggregation.

Storage 112

Storage Engineering Cache Serverless 112

The Netflix TechBlog

MARCH 7, 2024

Since its inception , Metaflow has been designed to provide a human-friendly API for building data and ML (and today AI) applications and deploying them in our production infrastructure frictionlessly. Importantly, all the use cases were engineered by practitioners themselves.

Systems 226

Systems Media Cache Open Source 226

DZone

JULY 13, 2021

Experienced engineers used Perl scripts, vi, grep and awk to make log searches more efficient. These historical approaches worked for a different era of software applications: ones more monolithic in design, changing relatively infrequently (once every few weeks or months) and with only a handful of log types to monitor.

Google 255

Google Architecture Efficiency Cloud 255

Dynatrace

MARCH 29, 2023

Today, Dynatrace is announcing that it has successfully achieved Google Cloud Ready – AlloyDB designation in support of an extended integration to Google Cloud’s AlloyDB for PostgreSQL. Google Cloud Ready – AlloyDB is a new designation for the solutions of Google Cloud’s technology partners that integrate with AlloyDB.

Google 225

Google Metrics Cloud Analytics 225

All Things Distributed

MAY 19, 2017

In many, high-throughput, OLTP style applications the database plays a crucial role to achieve scale, reliability, high-performance and cost efficiency. That database engine is now known as Amazon Aurora and launched in 2014 for MySQL and in 2016 for PostgreSQL.

Database 120

Database Design Cloud Storage 120

DZone

DECEMBER 28, 2020

The system could work efficiently with a specific number of concurrent users; however, it may get dysfunctional with extra loads during peak traffic. Performance testing is mainly a subset of Performance engineering and is also referred to as ' Perf Tests.' An app is built with some expectations and is supposed to provide firm results.

Performance Testing 220

Performance Testing Testing Tools Testing Performance 220

Dynatrace

SEPTEMBER 13, 2023

This is a set of best practices and guidelines that help you design and operate reliable, secure, efficient, cost-effective, and sustainable systems in the cloud. The framework comprises six pillars: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 252

AWS Efficiency Azure Cloud 252

Dynatrace

JUNE 6, 2023

Dynatrace DevOps activist Andreas Grabner and director of sales engineering Brian Wilson tackled this question in a recent episode of the PurePerformance podcast. Thair elaborated on the concept of “designing for operations” with a car analogy. That’s not good design for Ops,” he said.

DevOps 165

DevOps Engineering Innovation Best Practices 165

Tasktop

APRIL 11, 2022

The pace of innovation is very much determined by the organization design and how we structure this matrix of roles and responsibilities,” says Dr. Mik Kersten, Tasktop CEO and best-selling author of Project to Product , who co-hosts the webinar. So how do you design them correctly? Watch the full webinar. Matrixes are here to stay.

Design 52

Design Infrastructure Metrics Innovation 52

Dynatrace

MAY 26, 2021

From May 17 to May 18, 2021, the Open-Source Engineering team at Dynatrace attended the virtual observability conference, o11yfest. A recurring theme was Site Reliability Engineering. After all, it’s key to sample and store traces efficiently while not missing out on important events. Dynatrace news. We second that.

AWS 217

AWS Strategy Storage Metrics 217

Dynatrace

NOVEMBER 2, 2022

Organizations have increasingly turned to software development to gain competitive edge, to innovate and to enable more efficient operations. Chaos engineering. Digital immunity has emerged as a strategic priority for organizations striving to create secure software development that delivers business value. Auto-remediation.

Software 201

Software Software Artificial Intelligence DevOps 201

The Netflix TechBlog

NOVEMBER 29, 2023

Bitrate versus quality comparison HDR-VMAF is designed to be format-agnostic — it measures the perceptual quality of HDR video signal regardless of its container format, for example, Dolby Vision or HDR10. This is achieved by more efficiently spacing the ladder points, especially in the high-bitrate region. The graphic below (Fig.

Open Source 252

Open Source Software Engineering Internet Internet 252

DZone

NOVEMBER 9, 2021

If you start catching bugs early, it will save you tons of time fixing them later.nn> Design reviewnnIt’s a very powerful tool when used in a good way. I really like what one of the smartest people with whom I worked said: “A good design is a design where you can see the code”. You may think that you know how the system works.

Software 245

Software Software Code Energy 245

DZone

JANUARY 23, 2022

There are various High availability deployment patterns that are employed and with the advent of containerization bundled with the power of DevOps, more efficient patterns of solving this problem have also emerged. In today's world, cloud providers take care of the rest usually.

Hardware 243

Hardware DevOps Network Storage 243

Brendan Gregg

APRIL 27, 2023

Observability tools are designed have the lowest overhead possible so that they are safe to run in production while analyzing an active performance issue. None of this should be news to experienced security engineers. In the meantime my best advice is: If you are making a security monitoring product, hire a good security engineer (e.g.,

Open Source 144

Open Source Monitoring Engineering Design 144

Official Blog - World Web Technology

FEBRUARY 22, 2024

These spontaneous tools revolutionize the structure of web design. It empowers WordPress designers to create stunning websites without complex coding. You may unleash your creativity and elevate your digital identity as a web designer. It helps users to create visually appealing and functional websites efficiently and quickly.

Website 59

Website Design Efficiency Code 59