The Netflix TechBlog

MARCH 4, 2024

Auto Remediation generates recommendations by considering both performance (i.e., In addition, even if a job’s memory configuration is initially well tuned, changes such as data size and job definition can cause performance to degrade. In this way, no human intervention is required in the remediation process.

Tuning 210

Tuning Efficiency Big Data Engineering 210

O'Reilly Software

OCTOBER 23, 2018

I should start by saying this section does not offer a treatise on how to do architecture. Vitruvius and the principles of architecture. Architecture begins when someone has a nontrivial problem to be solved. Everyone who goes to architecture school learns his work. It must be useful, have utility.

Strategy 100

Strategy Architecture Technology Technology 100

The Netflix TechBlog

MAY 21, 2019

The device ecosystem is rich with partners ranging from Silicon-on-Chip (SoC) manufacturers, Original Design Manufacturer (ODM) and Original Equipment Manufacturer (OEM) vendors. Solving the above problems could help Netflix and our Partners save time and money during the entire lifecycle of device design, build, test, and certification.

Testing 163

Testing AWS Lambda Network 163

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. In layman’s terms, SLOs represent the performance or health of a service. Dynatrace news. Watch webinar now!

Metrics 191

Metrics Best Practices DevOps Infrastructure 191

ACM Sigarch

MAY 31, 2023

Introduction Memory systems are evolving into heterogeneous and composable architectures. Heterogeneous and Composable Memory (HCM) offers a feasible solution for terabyte- or petabyte-scale systems, addressing the performance and efficiency demands of emerging big-data applications.

Latency 52

Latency Hardware Cache Architecture 52

Adrian Cockcroft

JANUARY 17, 2022

photo taken by Adrian Cockcroft A year ago I did a talk at re:Invent called Architecture Trends and Topics for 2021 , so I thought it was worth seeing how they played out and updating them for the coming year. I did a few talks on this subject early in the year, and linked this to the sustainability advantages of serverless architectures.

Serverless 98

Serverless Hardware AWS Architecture 98

ACM Sigarch

APRIL 26, 2018

APU: Accelerated Processing Unit is the AMD’s Fusion architecture that integrates both CPU and GPU on the same die. BPU: Brain Processing Unit is the design of the AI chips by Horizon Robotics. With its modular architecture, DLA is scalable, highly configurable, and designed to simplify integration and portability.

Hardware 99

Hardware Artificial Intelligence Architecture Google 99

Percona

DECEMBER 4, 2023

Percona is a leading provider of unbiased, performance-first, open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive, free from vendor lock-in. Release highlights include: Docker images are now available for x86_64 architectures.

Open Source 83

Open Source Azure Servers Programming 83

Strategic Tech

JULY 22, 2019

In Domain-Driven Design, a large system is decomposed into bounded contexts , which become natural boundaries in code as microservices and as teams in the organisation. The Bounded Context Design Canvas I designed this canvas based on the typical flow of strategic DDD workshops I run publicly and privately.

Design 76

Design Systems Strategy Processing 76

The Morning Paper

OCTOBER 18, 2020

What really blew me away, is that this result includes the time taken to train the model used! The resulting performance depends on the quality of the model predictions, a higher quality model leads to fewer collisions, and fewer out-of-order items to be patched in the final Insertion Sort pass. The big idea.

Cache 137

Cache C++ Java Tuning 137

High Scalability

APRIL 14, 2020

has hours of system design content. They also do live system design discussions every week. Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io's bestselling new 4-course learning track: Scalability and System Design for Developers. Who's Hiring?

Education 105

Education Software Engineering Scalability Engineering 105

High Scalability

MAY 12, 2020

has hours of system design content. They also do live system design discussions every week. Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io's bestselling new 4-course learning track: Scalability and System Design for Developers. Who's Hiring?

Education 102

Education Software Engineering Scalability Engineering 102

High Scalability

APRIL 28, 2020

has hours of system design content. They also do live system design discussions every week. Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io's bestselling new 4-course learning track: Scalability and System Design for Developers. Who's Hiring?

Education 102

Education Software Engineering Scalability Engineering 102

High Scalability

MAY 26, 2020

has hours of system design content. They also do live system design discussions every week. Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io 's bestselling new 4-course learning track: Scalability and System Design for Developers. Who's Hiring?

Education 100

Education AWS Software Engineering Scalability 100

Testsigma

NOVEMBER 18, 2021

The type of applications that are being tested has changed as well, from (now) legacy client server-based applications to microservice-based or cloud-based architectures. API Tests are faster to design, execute and maintain. Performance or security tests are seen as a part of ‘hardening’ or release-level sprints.

Engineering 104

Engineering Social Media DevOps Azure 104

Scalegrid

JANUARY 5, 2024

It was initially designed to mitigate the limitations of file management systems, including slow operations, inadequate security, and substantial data redundancy. It optimizes performance through monitoring tools and expert support, offers scalable solutions, and ensures high data security with end-to-end encryption and compliance adherence.

Efficiency 147

Efficiency Storage Database Scalability 147

Dynatrace

MARCH 10, 2021

The designation reflects AWS’ recognition that Dynatrace has demonstrated deep experience and proven customer success building AI-powered solutions on AWS. This is exciting because we are seeing AI and ML-driven applications maturing rapidly as a way of mastering performance in hybrid, hyper-scale cloud environments.

AWS 144

AWS Cloud Artificial Intelligence Innovation 144

The Morning Paper

MAY 14, 2019

Seer: leveraging big data to navigate the complexity of performance debugging in cloud microservices Gan et al., Finally, we show that Seer can identify application level design bugs, and provide insights on how to better architect microservices to achieve predictable performance. ASPLOS’19.

Big Data 45

Big Data Cloud Performance Hardware 45

Scalegrid

JANUARY 11, 2024

Key Takeaways Cloud security monitoring is a comprehensive approach involving both manual and automated processes to oversee servers, applications, platforms, and websites, using tools that are customized to fit unique cloud architectures. This includes servers, applications, software platforms, and websites.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

Tech News Gather

FEBRUARY 20, 2024

However, while GPS is great for navigating outdoors, it often fails to perform indoors. It can help visitors quickly locate everything from the right train terminal to the appropriate hospital ward and correct office without having to waste time and energy. This is where indoor navigation comes in.

Mobile 52

Mobile Energy Transportation Technology 52

Dynatrace

SEPTEMBER 30, 2021

It requires purchasing, powering, and configuring physical hardware, training and retaining the staff capable of servicing and securing the machines, operating a data center, and so on. Improved performance and availability. The third big advantage of cloud migration is performance and availability. Inconsistent performance.

Cloud 165

Cloud Traffic Best Practices Strategy 165

Adrian Cockcroft

JUNE 21, 2022

I became the Sun UK local specialist in performance and hardware, and as Sun transitioned from a desktop workstation company to sell high end multiprocessor servers I was helping customers find and fix scalability problems. Rich became co-author of the second edition of the Sun Performance Tuning book, to describe how it worked.

Tuning 52

Tuning Benchmarking Engineering C++ 52

The Morning Paper

JUNE 13, 2019

As we saw with the SOAP paper last time out, even with a fixed model variant and hardware there are a lot of different ways to map a training workload over the available hardware. “ For instance, Facebook applications issue tens-of-trillions of inference queries per day with varying performance, accuracy, and cost constraints.”

Hardware 58

Hardware Latency Serverless Energy 58

Testsigma

SEPTEMBER 15, 2020

The upfront time required in writing the scripts for test cases, creation of the framework, training the team and maintenance is reduced considerably. To design an automation testing framework is the initial step, it doesn’t conclude the automation testing framework creation. Time Efficiency. Easier Maintenance. Better ROI.

Testing 59

Testing Testing Tools Code DevOps 59

The Symphonia

JUNE 19, 2018

We’ve got you covered), partnering with friends on a fascinating open source project, our most comprehensive training course yet, plenty of speaking engagements (see our expanding portfolio of talks that we can give to your team here ), and a revisit of an old friend. A top-to-bottom review has brought it right up to date?

Serverless 40

Serverless AWS DevOps Open Source 40

SQL Server According to Bob

FEBRUARY 15, 2018

Microsoft engineering is actually sending quite a few folks over the Atlantic to come talk about SQL Server 2017, SQL Server on Linux, GDPR, Performance, Security, Azure Data Lake, Azure SQL Database, Azure SQL Data Warehouse, and Azure CosmosDB. Maximise compute performance with Azure SQL Data Warehouse – More JRJ on Azure DW.

Engineering 40

Engineering Azure Best Practices Servers 40

The Netflix TechBlog

JUNE 20, 2023

At Netflix, such workflows are performed hundreds of times a day by many teams around the world, so investing in algorithmically-assisted tooling around content understanding can reap outsized rewards. In order to leverage this noisily aligned data source, we need to align time-stamped text (e.g.

Benchmarking 253

Benchmarking C++ Availability Programming 253

Smashing Magazine

NOVEMBER 22, 2021

Improving The Performance Of Wix Websites (Case Study). Improving The Performance Of Wix Websites (Case Study). It was at this point that we realized we needed to make a significant change in our approach towards performance, and that we must embrace performance as part of our culture. Dan Shappir. Large preview ).

Website 126

Website Performance Google Media 126

Dynatrace

DECEMBER 10, 2020

I recently joined two industry veterans and Dynatrace partners, Syed Husain of Orasi and Paul Bruce of Neotys as panelists to discuss how performance engineering and test strategies have evolved as it pertains to customer experience. What do you see as the biggest challenge for performance and reliability? Dynatrace news.

Strategy 178

Strategy Performance Logistics Monitoring 178

The Netflix TechBlog

MARCH 14, 2023

Much of the ML literature focuses on model training, evaluation, and scoring. Specifically, we will dive into the architecture that powers search capabilities for studio applications at Netflix. Dawn Chenette , Design Lead This approach had several benefits for product engineering. Incredible!”

Media 291

Media Innovation Energy Architecture 291

Scalegrid

MAY 13, 2020

In this blog post, we explain what Greenplum is, and break down the Greenplum architecture, advantages, major use cases, and how to get started. It’s architecture was specially designed to manage large-scale data warehouses and business intelligence workloads by giving you the ability to spread your data out across a multitude of servers.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Dynatrace

SEPTEMBER 28, 2020

As part of the Cloud – Native Container Services report, ISG designed the Cloud-Native Observability Quadrant to help organizations select the best observability solution for cloud-native environments that use Kubernetes, service mesh, microservices, and serverless architectures.

Cloud 244

Cloud Serverless Innovation Architecture 244

DZone

FEBRUARY 27, 2021

As a Software Engineer, the mind is trained to seek optimizations in every aspect of development and ooze out every bit of available CPU Resource to deliver a performing application. This begins not only in designing the algorithm or coming out with efficient and robust architecture but right onto the choice of programming language.

Java 207

Java C++ Benchmarking Programming 207

Dynatrace

MAY 8, 2023

They help organizations streamline and automate complex and time-consuming procedures and improve overall performance. Consumers expect personalized, proactive, and convenient service, which traditional application architectures often struggle to provide. Improved customer experience. Competitive advantage. federal agency.

Strategy 175

Strategy Retail DevOps Education 175

Dynatrace

SEPTEMBER 8, 2020

Last week, I watched the Mastering Chaos Engineering Performance Clinic from my colleague Andi Grabner and Ana Margarita Medina, Chaos Engineer from Gremlin which could have totally changed this opinion of the watchers. In the Performance Clinic, Ana also mentioned it can be used to train engineers in terms of training failure situations.

Engineering 140

Engineering Cloud Monitoring Testing 140

The Netflix TechBlog

APRIL 26, 2022

We built Axion primarily to remove any training-serving skew and make offline experimentation faster. We will share how its design has evolved over the years and the lessons learned while building it. To understand Axion’s design, we need to know the various components that interact with it.

Storage 187

Storage Design Scalability Latency 187

Adrian Cockcroft

JANUARY 20, 2023

on Myths and Legends of High Performance Computing  — it’s a somewhat light-hearted look at some of the same issues by the leader of the team that built the Fugaku system I mention below. Next generation architectures will use CXL3.0 Next generation architectures will use CXL3.0

Architecture 52

Architecture Latency Benchmarking AWS 52