The Netflix TechBlog

MARCH 4, 2025

Part 3: System Strategies and Architecture By: VarunKhaitan With special thanks to my stunning colleagues: Mallika Rao , Esmir Mesic , HugoMarques This blog post is a continuation of Part 2 , where we cleared the ambiguity around title launch observability at Netflix. The response schema for the observability endpoint.

Traffic 180

Traffic Strategy Entertainment Innovation 180

Dynatrace

APRIL 21, 2023

With constraints on IT resources, downtime shifts staff away from innovation and other strategic work. State agencies measurably reduce outage severity and costs In the event of a performance problem, observability can reduce MTTR. Those hours spent troubleshooting can be spent innovating,” Smith continued.

Innovation 246

Innovation Speed Artificial Intelligence Government 246

Dynatrace

OCTOBER 16, 2023

At the Dynatrace Innovate conference in Barcelona, Bernd Greifeneder, Dynatrace chief technology officer, discussed key examples of how the Dynatrace observability platform delivers value well beyond traditional monitoring. As a result, the team found that cloud architecture had resulted in overprovisioning of resources.

Innovation 246

Innovation DevOps Cloud Efficiency 246

The Netflix TechBlog

MARCH 28, 2025

Furthermore, it was difficult to transfer innovations from one model to another, given that most are independently trained despite using common data sources. To harness this data effectively, we employ a process of interaction tokenization, ensuring meaningful events are identified and redundancies are minimized.

Tuning 165

Tuning Efficiency Latency Strategy 165

Dynatrace

FEBRUARY 16, 2023

You’re getting all the architectural benefits of Grail—the petabytes, the cardinality—with this implementation,” including the three pillars of observability: logs, metrics, and traces in context. Now, that same full-spectrum value is available at the massive scale of the Dynatrace Grail data lakehouse.

Analytics 246

Analytics Innovation Metrics Database 246

Dynatrace

OCTOBER 1, 2021

As dynamic systems architectures increase in complexity and scale, IT teams face mounting pressure to track and respond to conditions and issues across their multi-cloud environments. An advanced observability solution can also be used to automate more processes, increasing efficiency and innovation among Ops and Apps teams.

Metrics 363

Metrics Open Source Monitoring Cloud 363

Dynatrace

JANUARY 13, 2022

More seamless handoffs between tasks in the toolchain can improve DevOps efficiency, software development innovation, and better code quality. Today, organizations of all kinds are under increasing pressure to innovate faster, meet customer expectations, and stay on the positive side of the revenue equation.

DevOps 290

DevOps Speed Artificial Intelligence Innovation 290

Dynatrace

FEBRUARY 8, 2021

Also, these modern, cloud-native architectures produce an immense volume, velocity, and variety of data. Logs and events play an essential role in this mix; they include critical information which can’t be found anywhere else, like details on transactions, processes, users and environment changes.

Cloud 264

Cloud Azure Analytics Open Source 264

Dynatrace

OCTOBER 3, 2024

Teams need a better way to work together, eliminate silos and spend more time innovating. Trace your application Imagine a microservices architecture with hundreds of dependencies. This architecture also means you’re not required to determine your log data use cases beforehand or while analyzing logs within the new logs app.

Performance 290

Performance Architecture Innovation Latency 290

Dynatrace

DECEMBER 23, 2020

As legacy monolithic applications give way to more nimble and portable services, the tools once used to monitor their performance are unable to serve the complex cloud-native architectures that now host them. Traces: A record of events that occur along the path of a single request. Where traditional methods struggle.

Infrastructure 246

Infrastructure Cloud Monitoring Metrics 246

Dynatrace

FEBRUARY 23, 2022

As businesses take steps to innovate faster, software development quality—and application security—have moved front and center. These DevSecOps trends will also aid teams as they integrate security and compliance into processes without slowing innovation or creating additional work for already time-strapped teams. Dynatrace news.

Serverless 312

Serverless Infrastructure Innovation DevOps 312

Dynatrace

JANUARY 23, 2020

In the past, monolith architectures could only be implemented with big bang deployments which result in a slow pace of innovation and significant downtime. Dynatrace provides built-in features, such as tagging, adding deployment events, and request tagging to mark and compare deployments for performance and feature parity.

Performance 51

Performance Benchmarking Innovation DevOps 51

Dynatrace

AUGUST 12, 2020

As companies strive to innovate and deliver faster, modern software architecture is evolving at near the speed of light. Following the innovation of microservices, serverless computing is the next step in the evolution of how applications are built in the cloud. Understand and optimize your architecture. Dynatrace news.

Serverless 246

Serverless Azure Monitoring Lambda 246

Dynatrace

JULY 11, 2023

We’re delighted to share that IBM and Dynatrace have joined forces to bring the Dynatrace Operator, along with the comprehensive capabilities of the Dynatrace platform, to Red Hat OpenShift on the IBM Power architecture (ppc64le). It also detects new containers and injects OneAgent code modules into application pods.

Architecture 189

Architecture Availability Infrastructure Monitoring 189

Dynatrace

NOVEMBER 9, 2021

Amplify PowerUP, our half-yearly global event to update our partner community, covered a lot of ground including key Partner Program announcements, Q2 earnings and partner contribution, market growth and momentum, Dynatrace platform capabilities, and the partner services offering the platform powers.

DevOps 246

DevOps Innovation Cloud Programming 246

Dynatrace

NOVEMBER 17, 2023

In the first blog post of this series , we explored how the Dynatrace ® observability and security platform boosts the reliability of Site Reliability Engineers (SRE) CI/CD pipelines and enhances their ability to focus on innovation. This proactive approach reduces wait times and allows SREs to redirect their efforts toward innovation.

Innovation 278

Innovation Code Processing Architecture 278

Dynatrace

JULY 18, 2024

Navigate digital infrastructure complexity In today’s rapidly evolving digital environment, organizations face increasing pressure from customers and competitors to deliver faster, more secure innovations. Workflows in Dynatrace provide a powerful mechanism for triggering tasks in response to various platform events.

Monitoring 278

Monitoring DevOps Infrastructure Games 278

Dynatrace

DECEMBER 23, 2020

As legacy monolithic applications give way to more nimble and portable services, the tools once used to monitor their performance are unable to serve the complex cloud-native architectures that now host them. Traces: A record of events that occur along the path of a single request. Where traditional methods struggle.

Infrastructure 225

Infrastructure Cloud Monitoring Metrics 225

Dynatrace

OCTOBER 14, 2021

Gartner defines AIOps as the combination of “big data and machine learning to automate IT operations processes, including event correlation, anomaly detection, and causality determination.” And how can it support your organization? What is AIOps? What are the components of a modern AIOps solution? Challenges of traditional AIOps.

Artificial Intelligence 246

Artificial Intelligence DevOps Innovation Metrics 246

Dynatrace

JULY 9, 2020

Autonomous Cloud Enablement (ACE) and Keptn – the Event-Driven Autonomous Cloud Control Plane – are helping our Dynatrace customers to automate their delivery and operations processes. This is now where Keptn, our Event-Driven Control Plane for Autonomous Cloud Control Plane, comes into the picture! Dynatrace news.

Cloud 261

Cloud DevOps Azure Architecture 261

Dynatrace

NOVEMBER 15, 2021

Log monitoring, log analysis, and log analytics are more important than ever as organizations adopt more cloud-native technologies, containers, and microservices-based architectures. A log is a detailed, timestamped record of an event generated by an operating system, computing environment, application, server, or network device.

Analytics 264

Analytics Monitoring DevOps Artificial Intelligence 264

Dynatrace

FEBRUARY 10, 2023

They now use modern observability to monitor expanding cloud environments in order to operate more efficiently, innovate faster and more securely, and to deliver consistently better business results. Check out the guide from last year’s event. These are just some of the topics being showcased at Perform 2023 in Las Vegas.

Efficiency 306

Efficiency Performance Analytics DevOps 306

Dynatrace

DECEMBER 8, 2021

In contrast to modern software architecture, which uses distributed microservices, organizations historically structured their applications in a pattern known as “monolithic.” Modern cloud-native architectures leverage a completely different development paradigm compared to monolithic applications. Centralized applications.

Cloud 246

Cloud Serverless Hardware Operating System 246

Dynatrace

FEBRUARY 26, 2024

The event focused on empowering and informing our valued partner ecosystems by providing updates on strategy, market opportunities, cloud modernization, and a wealth of crucial insights. Building apps and innovations. Spotlight on platform capabilities.

Artificial Intelligence 246

Artificial Intelligence IoT Programming Innovation 246

Dynatrace

JULY 24, 2024

As we did with IBM Power , we’re delighted to share that IBM and Dynatrace have joined forces to bring the Dynatrace Operator, along with the comprehensive capabilities of the Dynatrace platform, to Red Hat OpenShift on the IBM Z and LinuxONE architecture (s390x).

Availability 279

Availability Infrastructure Metrics Hardware 279

Dynatrace

MARCH 14, 2022

Every day, healthcare organizations across the globe have embraced innovative technology to streamline the delivery of patient care. As patient care continues to evolve, IT teams have accelerated this shift from legacy, on-premises systems to cloud technology to more build, test, and deploy software, and fuel healthcare innovation.

Healthcare 246

Healthcare Artificial Intelligence Innovation Strategy 246

Dynatrace

AUGUST 12, 2020

As companies strive to innovate and deliver faster, modern software architecture is evolving at near the speed of light. Following the innovation of microservices, serverless computing is the next step in the evolution of how applications are built in the cloud. Understand and optimize your architecture. Dynatrace news.

Serverless 217

Serverless Azure Monitoring Lambda 217

Dynatrace

JULY 29, 2024

Currently, there is a tough balance to achieve: Organizations need to innovate rapidly at scale, yet security remains paramount. Security analysts are drowning, with 70% of security events left unexplored , crucial months or even years can pass before breaches are understood.

Analytics 245

Analytics Government DevOps Efficiency 245

Dynatrace

NOVEMBER 28, 2022

Lambda serverless functions help developers innovate faster, scale easier, and reduce operational overhead, removing the burden of managing underlying infrastructure when updating and deploying code. The latest Amazon Lambda innovation, Lambda SnapStart, has day one support from Dynatrace. Understand and optimize your architecture.

Lambda 246

Lambda AWS Serverless Latency 246

Dynatrace

APRIL 30, 2019

At its heart it uses Istio (for traffic control) and Knative (for event driven tool orchestration) and stores all configuration in Git – following the GitOps approach. Beyond basic metrics: Detecting Architectural Regressions. Use this to detect any architectural regressions introduced through code or config changes.

Architecture 149

Architecture Open Source Azure Metrics 149

Dynatrace

FEBRUARY 4, 2025

Deploying and safeguarding software services has become increasingly complex despite numerous innovations, such as containers, Kubernetes, and platform engineering. Organizations strive to strike a delicate balance between cost, time to market, and innovation. Organizations must balance many factors to stay competitive.

Analytics 130

Analytics Efficiency DevOps Innovation 130

Dynatrace

MAY 2, 2024

Additionally, blind spots in cloud architecture are making it increasingly difficult for organizations to balance application performance with a robust security posture. Tech Transforms podcast: It’s time to get familiar with generative AI – blog Generative AI can unlock boundless innovation. What is generative AI?

Artificial Intelligence 264

Artificial Intelligence Cloud Best Practices DevOps 264

Dynatrace

APRIL 7, 2023

Triggering the Lambda function is event-driven and could include changes in state or an update to a file. The event stream will contain two characteristics: a PayloadChunk that carries the streamed data to the client and the InvokeComplete when the function has completed sending the data. What is Lambda Response Streaming?

Lambda 246

Lambda AWS Serverless Latency 246

Dynatrace

AUGUST 21, 2023

A traditional log management solution uses an often manual and siloed approach, which limits scalability and ultimately hinders organizational innovation. To stay ahead of the curve, organizations should focus on strategic, proactive innovation and optimization. Free IT teams to focus on and support product innovation.

Analytics 223

Analytics Innovation Infrastructure Scalability 223

Dynatrace

NOVEMBER 22, 2021

Serverless architecture enables organizations to deliver applications more efficiently without the overhead of on-premises infrastructure, which has revolutionized software development. These tools simply can’t provide the observability needed to keep pace with the growing complexity and dynamism of hybrid and multicloud architecture.

AWS 246

AWS Lambda Artificial Intelligence Serverless 246

All Things Distributed

APRIL 5, 2012

Customer Conversations - How Intuit and Edmodo Innovate using Amazon RDS. From tax preparation to safe social networks, Amazon RDS brings new and innovative applications to the cloud. Empowering innovation is at the heart of everything we do at Amazon Web Services (AWS). Whats unique and innovative about your service?

Innovation 112

Innovation AWS Education Network 112

All Things Distributed

AUGUST 17, 2012

Back-to-Basics Weekend Reading - Staged Event-Driven Architecture. Staged Event-Driven Architecture. In a time when the debates on Threads vs Events were still rampant he came up with a practical and elegant approach of combining both, delivering excellent results. All Things Distributed. Comments (). Contact Info.

Architecture 76

Architecture AWS Internet Internet 76