The Netflix TechBlog

APRIL 27, 2023

High Level Architecture The idea, at a high level, was to avoid the need to query the Atlas database almost entirely and transition most alert queries to streaming evaluation. The internals here are outside the scope of this blog post. Hence, we started down the path of alert evaluation via real-time streaming metrics. OK, Results?

Storage 288

Storage Cache Metrics Database 288

ACM Sigarch

FEBRUARY 23, 2018

The rest of the article presents some examples of this behavior and how it impacts our field, whether we care to admit it or not. Present Bias. In Thaler’s book, he uses the term “present bias” to describe how people discount the future and give larger weight or value to decisions that are closer in time. Discounting the Past.

Architecture 47

Architecture Cache Hardware Virtualization 47

Dynatrace

NOVEMBER 11, 2021

Despite the fact that more than 80% of organizations now employ multicloud architecture, “hyperscaler” clouds such as AWS, Google Cloud and Microsoft Azure present monitoring and management issues for cloud practitioners. AWS re:Invent 2021: Modernizing for cloud-native environments.

AWS 218

AWS Cloud Lambda Azure 218

Dynatrace

AUGUST 5, 2022

DevSecOps presents organizations that are already practicing DevOps with an alternate, more proactive perspective on security. But as more organizations adopt cloud-native and multicloud architecture, teams are now releasing software more frequently and running into operational complexities, including critical security risks.

DevOps 212

DevOps Cloud Best Practices Open Source 212

Dynatrace

AUGUST 7, 2023

This combined approach provides reliable answers for two key purposes,” wrote Dynatrace CTO Bernd Greifeneder in a May 2023 blog post. AI for cybersecurity Enterprises need a better solution for identifying security vulnerabilities that present the greatest risk. – blog Understand the difference between DevOps and DevSecOps.

DevOps 190

DevOps Analytics Best Practices Java 190

Dynatrace

JANUARY 31, 2024

While off-the-shelf models assist many organizations in initiating their journeys with generative AI (GenAI), scaling AI for enterprise use presents formidable challenges. This blog post explores how AI observability enables organizations to predict and control costs, performance, and data reliability.

Cache 208

Cache Azure Infrastructure Monitoring 208

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

Dynatrace

OCTOBER 1, 2019

My favorite slide, that I used in nearly every one of my presentations, is a simple statement; “You have one of the hardest jobs in the world.”. IT performance problems increase with cloud-native architectures. 76% said they don’t have complete visibility into application performance in cloud-native architectures.

Cloud 214

Cloud Artificial Intelligence Serverless Government 214

Strategic Tech

DECEMBER 29, 2020

In Part 1 of this series, a shared language was proposed to accurately describe different elements of a business’s architecture. We can now start to slice and group those architectural pieces into team-sized chunks and analyse the trade-offs of each pattern, and explore contexts in which they might be applicable.

Architecture 59

Architecture Design Mobile Systems 59

The Netflix TechBlog

JANUARY 25, 2023

Marken architecture Above picture represents the block diagram of the architecture for our service. Our architecture makes it possible to easily onboard and ingest data from Media algorithms. We will cover more details on Semantic Search support in a future blog article. This data is used by various teams for eg.

Scalability 283

Scalability Latency Media Architecture 283

Dynatrace

SEPTEMBER 4, 2020

This is a mouthful of buzzwords” is how I started my recent presentations at the Online Kubernetes Meetup as well as the DevOps Fusion 2020 Online Conference when explaining the three big challenges we are trying to solve with Keptn – our CNCF Open Source project: Automate build validation through SLI/SLO-based Quality Gates. Dynatrace news.

DevOps 248

DevOps Metrics Innovation Azure 248

All Things Distributed

AUGUST 17, 2012

Back-to-Basics Weekend Reading - Staged Event-Driven Architecture. Staged Event-Driven Architecture. SEDA: An Architecture for Well-Conditioned, Scalable Internet Services , Matt Welsh, David Culler, and Eric Brewer. blog comments powered by Disqus. he posts material that doesnt belong on this blog or on twitter.

Architecture 95

Architecture AWS Internet Internet 95

Dynatrace

FEBRUARY 4, 2021

Site reliability engineering is a constantly evolving discipline, presenting opportunities to build methods, policies, and processes into the delivery pipeline that allow applications to “auto-remediate,” or for users to solve their own problems. SRE drives a “shift left” mindset. Solving for SR.

Engineering 257

Engineering DevOps Government Latency 257

Dynatrace

APRIL 5, 2024

This blog post is for both novice and seasoned audiences alike. The first part of this blog post briefly explores the integration of SLO events with AI. This implies that when the status is unfavorable, implementing sophisticated alerting methods like error budget burn rate alerting presents challenges and is therefore not applicable.

Efficiency 230

Efficiency Traffic Tuning Metrics 230

The Netflix TechBlog

MARCH 4, 2024

In this blog post, we present our project on Auto Remediation, which integrates the currently used rule-based classifier with an ML service and aims to automatically remediate failed jobs without human intervention. This presents the advantages of the integrated intelligence of the rule-based classifier and the ML service.

Tuning 210

Tuning Efficiency Big Data Engineering 210

Dynatrace

AUGUST 2, 2022

Traditional approaches to application security struggle to keep up with the complexity presented by cloud-native environments and rapid software release cycles. – blog. Security as code demands proactive DevSecOps – blog. DevOps vs. DevSecOps – blog. Identify and minimize production risk of Log4Shel l – blog.

DevOps 130

DevOps Strategy Open Source Java 130

ACM Sigarch

MAY 31, 2023

Introduction Memory systems are evolving into heterogeneous and composable architectures. However, building and utilizing HCM presents challenges, including interconnecting various memory technologies (e.g., Such a combination requires new abstractions and programming models for effective management.

Latency 52

Latency Hardware Cache Architecture 52

The Netflix TechBlog

NOVEMBER 14, 2023

In this context, managing the data, especially when it arrives late, can present a substantial challenge! In this three-part blog post series, we introduce you to Psyberg , our incremental data processing framework designed to tackle such challenges! Given our role on this critical path, accuracy is paramount.

Data Engineering 264

Data Engineering Engineering Processing Games 264

Dynatrace

MAY 4, 2022

Many more currently have plans to develop cloud-native applications based on microservices architectures. Although cloud-native technologies present challenges, IT teams recognize the immense value they bring to improving software quality and increasing the speed of development.

Cloud 187

Cloud DevOps Strategy Monitoring 187

Dynatrace

FEBRUARY 4, 2021

Site reliability engineering is a constantly evolving discipline, presenting opportunities to build methods, policies, and processes into the delivery pipeline that allow applications to “auto-remediate,” or for users to solve their own problems. SRE drives a “shift left” mindset. Solving for SR.

Engineering 180

Engineering DevOps Government Latency 180

Dynatrace

JULY 6, 2022

As organizations continue to adopt multicloud strategies, the complexity of these environments grows, increasing the need to automate cloud engineering operations to ensure organizations can enforce their policies and architecture principles. Automating IT practices without integrated AIOps presents several challenges. Read eBook now!

Artificial Intelligence 193

Artificial Intelligence Tuning Strategy Big Data 193

Dynatrace

MAY 26, 2021

This blog dives into what we learned by listening to experts in the field and the key takeaways we gathered from the talks. The post Dynatrace key takeaways from o11yfest 2021 appeared first on Dynatrace blog. SRE is becoming a key component of observability. A recurring theme was Site Reliability Engineering.

AWS 217

AWS Strategy Storage Metrics 217

Adrian Cockcroft

FEBRUARY 13, 2023

Sustainability at AWS re:Invent 2022 -All the talks and videos I could find… Las Vegas MSG Sphere under construction next door to the Venetian Sands Expo Center — Photo by Adrian This blog post is long overdue — I spent too long trying to find time to watch all the videos, and finally gave up and listed a few below that I haven’t seen.

AWS 64

AWS Energy Architecture Programming 64

Adrian Cockcroft

AUGUST 1, 2022

I’m doing occasional presentations and will be attending conferences, in-between road trips and vacations, (including to visit family in the UK near the photo shown above), and I look forward to keeping in contact with old friends and colleagues. tour that goes from Brisbane to Melbourne to Sydney from the 5–13th of December.

AWS 52

AWS Virtualization DevOps Latency 52

Dynatrace

MAY 6, 2021

Increasingly, organizations are turning to observability solutions to get visibility into their dynamic container-based architectures and hybrid-cloud environments. To learn more about how Dynatrace is building probabilistic prediction AI methods into the Dynatrace platform , watch the full presentation using the local links below.

Games 176

Games Metrics Monitoring Cloud 176

Simform

JULY 18, 2021

Micro frontend architecture presents an efficient way to scale frontend. appeared first on Insights on Latest Technologies - Simform Blog. However, frontend teams often find themselves confused as to which micro frontend composition technique to employ.

Strategy 52

Strategy Architecture Efficiency Technology 52

Simform

JULY 18, 2021

Micro frontend architecture presents an efficient way to scale frontend. appeared first on Insights on Latest Technologies - Simform Blog. However, frontend teams often find themselves confused as to which micro frontend composition technique to employ.

Strategy 52

Strategy Architecture Efficiency Technology 52

Adrian Cockcroft

FEBRUARY 9, 2023

Picture by Adrian — Ka’anapali sunset 2023 There’s been a lot of discussion about platforms recently, I talked about why I think it’s a current hot meme on the WTF Podcast with Charles Humble recently, and Sam Newman just wrote a blog post “ Don’t call it a platform ”.

Engineering 137

Engineering Serverless Lambda AWS 137

Strategic Tech

MARCH 16, 2021

I believe that attitude towards the design of code and architecture is one of them. In my experience, the culture is better and the results are better in orgs where engineers and architects obsess over the design of code and architecture. Simon Brown taught me how to review architecture diagrams 10 years ago.

Software Engineering 80

Software Engineering Design Engineering Software 80

Dynatrace

OCTOBER 15, 2020

With no required recompilation or code changes, you can: Monitor web-scale and highly dynamic microservice architectures including statically as well as dynamically linked Go applications and platform components. Read our blog post on process-group monitoring rules for more details, or check out the showcase described below.

Transportation 186

Transportation Monitoring Metrics Code 186

Dynatrace

MAY 9, 2019

Some time ago, we decided to take a stab at a number of architectural challenges present in the OneAgent installer for Windows. Stay tuned for more announcements on other changes and improvements related to OneAgent installer for Windows, coming to this Dynatrace Blog page shortly! Dynatrace news.

Storage 116

Storage Tuning Traffic Architecture 116

Dynatrace

MAY 26, 2021

This blog dives into what we learned by listening to experts in the field and the key takeaways we gathered from the talks. The post Key takeaways from o11yfest 2021 – SRE, Observability, and OpenTelemetry appeared first on Dynatrace blog. SRE is becoming a key component of observability.

AWS 147

AWS Strategy Storage Metrics 147

Strategic Tech

JANUARY 22, 2024

This article was co-authored with Eduardo da Silva (also published on his blog ). Architecture modernization initiatives are strategic efforts involving many teams, usually for many months or years. They need a more loosely coupled architecture and empowered teams. Business opportunity : the primary reason for the modernization.

Architecture 98

Architecture Metrics Logistics Strategy 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. They introduced the architecture of coarse grain reconfigurable array (CGRA) for statically scheduled data flow computing in HOTCHIPS’17 and its software stack of compiler and linker in ICCAD’17. TFLOPS FP-64, 14.8

Hardware 99

Hardware Artificial Intelligence Architecture Google 99

Tasktop

OCTOBER 18, 2021

To view the full presentation, click here. In this fascinating presentation, both Dominica and Tashfeen gave insight into how one of the largest insurance companies in North America evolved to conduct experiments during their open enrollment season. To view the full presentation, click here. – Dr. Mik Kersten.

DevOps 52

DevOps Metrics Virtualization Innovation 52

Dynatrace

OCTOBER 23, 2020

The zero-configuration philosophy we’ve infused into its architecture, combined with continuous automation, has made it possible for Dynatrace to offer the best-in-class solution on the market. The post Achieve faster time to value by deploying thousands of OneAgents at once with Ansible (Preview) appeared first on Dynatrace blog.

Tuning 130

Tuning Monitoring Availability Architecture 130

The Netflix TechBlog

AUGUST 30, 2021

In this blog post, we will focus on the latter feature set. The challenge, then, is to be able to ingest and process these events in a scalable manner, i.e., scaling with the number of devices, which will be the focus of this blog post. In particular, the Kafka integration is the most relevant for this blog post.

Latency 213

Latency Traffic Transportation Cloud 213