The Netflix TechBlog

MARCH 7, 2024

Berg , Romain Cledat , Kayla Seeley , Shashank Srikanth , Chaoying Wang , Darin Yu Netflix uses data science and machine learning across all facets of the company, powering a wide range of business applications from our internal infrastructure and content demand modeling to media understanding.

Systems 226

Systems Media Cache Open Source 226

Dynatrace

MARCH 20, 2024

Infrastructure health The underlying infrastructure’s health directly impacts application availability and performance. With these, you can implement checks that ensure your infrastructure is in a healthy state before a new version of a deployment is rolled out.

Open Source 272

Open Source Hardware DevOps Infrastructure 272

Dynatrace

MARCH 6, 2024

Effortlessly analyze IBM i Performance with the new Dynatrace extension Dynatrace has created a new version of its popular extension that is faster, offers better interactive pages, and includes more metrics, metadata, and analytics without having to install anything on your mainframe infrastructure.

Monitoring 240

Monitoring Infrastructure Metrics Analytics 240

The Netflix TechBlog

JUNE 1, 2023

This tier extended existing infrastructure by adding new backend components and a new remote call to our ads partner on the playback path. New content or national events may drive brief spikes, but, by and large, traffic is usually smoothly increasing or decreasing. We used Elasticsearch dashboards to analyze results.

Traffic 342

Traffic Best Practices Systems Testing 342

Dynatrace

AUGUST 17, 2023

Also, if limits are set too low, some critical components in your infrastructure might go unmonitored, potentially negatively impacting your business. They notify you when unusual forecasts and cost events occur so you can focus on monitoring your applications, not your subscription. Simple configuration of cost notifications.

Monitoring 218

Monitoring Tuning Infrastructure Availability 218

Dynatrace

MAY 24, 2023

Today, it’s a generally available container host for AKS and AKS-HCI. Tracking the availability, health, and resource utilization of the underlying Kubernetes infrastructure is essential for several reasons. Visibility of the lifecycle of k8s objects (pods, services, nodes) and associated events is needed.

Azure 231

Azure Monitoring Operating System Virtualization 231

Dynatrace

JANUARY 4, 2024

Traditional analytics and AI systems rely on statistical models to correlate events with possible causes. Causal AI is a different approach that goes beyond event correlations to understand the underlying reasons for trends and patterns. It uses fault-tree analysis to identify the component events that cause outcomes at a higher level.

Government 205

Government Analytics Benchmarking Storage 205

Dynatrace

FEBRUARY 1, 2024

But organizations must also be aware of the pitfalls of AI: security and compliance risks, biases, misinformation, and lack of insight into critical metrics (including availability, code development, infrastructure, databases, and more). In this example, there is a suspicious increase in scripting events.

Artificial Intelligence 191

Artificial Intelligence Analytics Efficiency Database 191

Dynatrace

NOVEMBER 9, 2023

By integrating Nutanix metrics into Dynatrace, you can gain valuable insights into the performance and health of your Nutanix infrastructure. This enables organizations to monitor the performance of Nutanix infrastructure in real-time, identify performance bottlenecks, and take preventive, corrective actions.

Virtualization 198

Virtualization Storage Metrics Monitoring 198

Dynatrace

MARCH 14, 2023

Available directly from the AWS Marketplace , Dynatrace provides full-stack observability and AI to help IT teams optimize the resiliency of their cloud applications from the user experience down to the underlying operating system, infrastructure, and services.

AWS 286

AWS Lambda Serverless Virtualization 286

Dynatrace

SEPTEMBER 5, 2023

They handle complex infrastructure, maintain service availability, and respond swiftly to incidents. Predictive AI-based capacity management and automation Proactive capacity management is essential for avoiding outages and ensuring that an organization’s applications and services are always available.

Artificial Intelligence 266

Artificial Intelligence DevOps Analytics Engineering 266

Dynatrace

MAY 3, 2024

Without the ability to see the logs that are relevant to your service, infrastructure, or cloud function—at exactly the right time and in exactly the right format—your cloud or DevOps engineers lose the ability to find the root causes of the issues they troubleshoot. Managing this change is difficult. Now, you can set up your Firehose stream.

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134

Dynatrace

NOVEMBER 2, 2023

Enhanced customer confidence through excellent service availability. Unified observability is the ability to know how systems and infrastructure are performing based on the data they generate, such as logs, metrics, and traces. Availability Observability helps banks meet availability SLAs for mission-critical services.

Cloud 227

Cloud Infrastructure Strategy Hardware 227

Dynatrace

JULY 18, 2023

While infrastructure has historically been treated as a bottleneck where proper scaling and compute power are applied to improve performance, these aspects are now typically addressed by hyperscalers that offer cloud-based infrastructure and infrastructure as a service.

Best Practices 195

Best Practices Code Infrastructure Latency 195

Dynatrace

SEPTEMBER 22, 2021

Famous for providing out-of-the-box solutions, automation, and smart context across the entire application infrastructure with our unique Davis AI, Dynatrace now delivers two new extensions to assist teams that face the challenges associated with operating self-managed OCP installations. Control plane.

Availability 173

Availability Best Practices Infrastructure Monitoring 173

High Scalability

APRIL 16, 2019

In this three-part blog series, we introduced a High Availability (HA) Framework for MySQL hosting in Part I, and discussed the details of MySQL semisynchronous replication in Part II. Now in Part III, we review how the framework handles some of the important MySQL failure scenarios and recovers to ensure high availability.

Availability 149

Availability Network Azure AWS 149

Dynatrace

FEBRUARY 28, 2024

SRG is a potent tool that automates the analysis of release impacts, ensuring validation of service availability, performance, and capacity objectives throughout the application ecosystem by examining the effect of advanced test suites executed earlier in the testing phase.

DevOps 208

DevOps Metrics Engineering Analytics 208

Dynatrace

SEPTEMBER 5, 2023

Drill down into further details You can review the availability and performance of high availability replicas and AlwaysOn groups in SQL Server. By leveraging query-level visibility and custom metric-event tracking, you can identify areas that require improvement, ensuring your business operates smoothly.

Database 206

Database Metrics Monitoring Servers 206

Dynatrace

AUGUST 30, 2023

GKE Autopilot empowers organizations to invest in creating elegant digital experiences for their customers in lieu of expensive infrastructure management. These CSI pods provide a unique way of solving a handful of infrastructure problems. Agent logs security. The CSI pod is mounted to application pods using an overlay file system.

Google 225

Google Cloud Innovation Infrastructure 225

Dynatrace

JANUARY 17, 2023

OpenTelemetry SDKs are available for most contemporary programming languages, such as C++, Go, Java, JavaScript, and Python (see [link] for the full list). Kubernetes workload pages offer resource analysis, lists of services, pods, events, and logs. The same page provides further analysis with workload logs and events.

Analytics 285

Analytics Metrics Open Source Java 285

The Netflix TechBlog

JUNE 7, 2021

Challenges The cloud network infrastructure that Netflix utilizes today consists of AWS services such as VPC, DirectConnect, VPC Peering, Transit Gateways, NAT Gateways, etc and Netflix owned devices. These metrics are visualized using Lumen , a self-service dashboarding infrastructure.

Network 325

Network Transportation AWS Cloud 325

Dynatrace

APRIL 7, 2023

Now, customers can use streamed responses to build more responsive applications by sending partial responses to clients as the response becomes available. Despite being serverless, the function still requires infrastructure on which to run. This enhancement allows AWS users to stream response payloads back to clients.

Lambda 221

Lambda AWS Serverless Latency 221

Dynatrace

AUGUST 25, 2023

Program staff depend on the reliable functioning of critical program systems and infrastructure to provide the best service delivery to the communities and citizens HHS serves, from newborn infants to persons requiring health services to our oldest citizens. Both can result in lost productivity for IT teams and staff in the field.

Government 209

Government Infrastructure Programming Cloud 209

Dynatrace

OCTOBER 23, 2023

Full stack observability with the Dynatrace Hyper-V extension Use Dynatrace for deeper insights into the Microsoft ecosystem with the new Hyper-V extension; it provides crucial virtualization layer characteristics for Windows infrastructure observability. We’re always looking for feedback and opportunities to improve.

Efficiency 219

Efficiency Virtualization Hardware Performance 219

Dynatrace

NOVEMBER 14, 2023

Imagine that instead of development teams fending for themselves amidst a sea of tools and infrastructure, well-defined and enterprise-wide templates are provided for the development of all new product services. In this case, it is possible to consume data from the triggering event or a previous workflow action using Jinja expressions.

Government 199

Government Best Practices DevOps Engineering 199

Dynatrace

AUGUST 25, 2023

It makes them available for a log analytics platform to gain automated, contextual, and actionable insights into the services and underlying platforms. Logs can then be located in the Kubernetes entity model on the Dynatrace platform, enhancing the observability of your infrastructure and workloads.

Serverless 227

Serverless Analytics AWS Azure 227

Dynatrace

FEBRUARY 8, 2021

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. Some companies are still using different tools for application performance monitoring, infrastructure monitoring, and log monitoring.

Cloud 261

Cloud Azure Analytics Open Source 261

Dynatrace

MARCH 24, 2023

Containers enable developers to package microservices or applications with the libraries, configuration files, and dependencies needed to run on any infrastructure, regardless of the target system environment. This orchestration includes provisioning, scheduling, networking, ensuring availability, and monitoring container lifecycles.

Infrastructure 191

Infrastructure Open Source Operating System Cloud 191

Dynatrace

JANUARY 31, 2024

Data dependencies and framework intricacies require observing the lifecycle of an AI-powered application end to end, from infrastructure and model performance to semantic caches and workflow orchestration. Organizations need to stay on top of AI developments, and AI adoption is not a one-time event for which they can plan.

Cache 209

Cache Azure Infrastructure Monitoring 209

Dynatrace

APRIL 21, 2022

Now, Dynatrace has gone a step further and expanded its coverage and intelligent observability into the next layer: database infrastructure. With auto-adaptive baselining in response to the specific requirements of your environment, Davis® only raises alerts for important events. MS SQL Services (via WMI). SAP HanaDB.

Database 243

Database DevOps Analytics Servers 243

Dynatrace

JANUARY 16, 2023

Findings provide insights into Kubernetes practitioners’ infrastructure preferences and how they use advanced Kubernetes platform technologies. Kubernetes infrastructure models differ between cloud and on-premises. Kubernetes infrastructure models differ between cloud and on-premises. Kubernetes moved to the cloud in 2022.

Open Source 346

Open Source Java Operating System Programming 346

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. This can cause latency outliers and may lead to a poor end-user experience for latency-sensitive applications. What is Lambda?

Lambda 229

Lambda AWS Serverless Latency 229

Dynatrace

MARCH 9, 2023

Meanwhile, the Gartner 2022 State of Infrastructure and Operations (I&O) Automation report indicates that just 21% of I&O leaders report high success in their automation endeavors. Ideally, this notification and collaboration should extend to any event type and status. This statistic is despite the $9.1

DevOps 237

DevOps Infrastructure Software Software 237

Dynatrace

JUNE 3, 2022

Whenever a performance problem is flagged, Infrastructure and Operations (I&O) practitioners strive to resolve the issue as soon as possible by identifying the root cause, understanding the impact, obtaining the relevant details, and fixing the issue within the shortest possible timeframe—the meantime to resolution (MTTR). Dynatrace news.

Metrics 228

Metrics Mobile IoT Monitoring 228

Dynatrace

JULY 25, 2023

Dynatrace applies these techniques to the broadest set of modalities in the market, including the data types of metrics, traces, logs, behavior, topology, dependencies, events, and more, with unmatched precision for precise predictions, accurate determinations, and meaningful insights. Start your free trial now!

Best Practices 237

Best Practices Analytics Metrics Code 237

Dynatrace

OCTOBER 19, 2023

It’s more important than ever for organizations to ensure they’re taking appropriate measures to secure and protect their applications and infrastructure. This approach helps organizations deliver more secure software and infrastructure with greater efficiency and speed. federal government and the IT security sector.

Best Practices 214

Best Practices Benchmarking Speed Infrastructure 214

Dynatrace

OCTOBER 14, 2022

Log data provides a unique source of truth for debugging applications, optimizing infrastructure, and investigating security incidents. This helps you stay compliant while working with sanitized logs without losing the event context, which provides valuable insights into DevOps, SRE, or business teams’ observability goals.

Storage 232

Storage Government Network Infrastructure 232