The Netflix TechBlog

OCTOBER 19, 2020

a Netflix member via Twitter This is an example of a question our on-call engineers need to answer to help resolve a member issue?—?which Now let’s look at how we designed the tracing infrastructure that powers Edgar. We needed to increase engineering productivity via distributed request tracing.

Infrastructure 233

Infrastructure Transportation Storage Open Source 233

Dynatrace

MARCH 29, 2023

With this Google Cloud Ready integration, Dynatrace ensures that AlloyDB for PostgreSQL users can now ingest metrics along with existing Google Cloud data. This capability allows users to gain more real-time insight into their Google Cloud infrastructure with AI-powered context to automate business and cloud operations decisions.

Google 220

Google Metrics Cloud Analytics 220

Dynatrace

NOVEMBER 16, 2021

Dynatrace has recently extended its Kubernetes operator by adding a new feature, the Prometheus OpenMetrics Ingest , which enables you to import Prometheus metrics in Dynatrace and build SLO and anomaly detection dashboards with Prometheus data. Here we’ll explore how to collect Prometheus metrics and what you can achieve with them.

Metrics 200

Metrics Infrastructure Open Source Database 200

Dynatrace

DECEMBER 9, 2020

However, if you’re an operations engineer who’s been tasked with migrating to HANA from a legacy database system, you’ll need to get up to speed quickly. Enable the Davis AI causation engine to automatically analyze every metric. Enable the Davis AI causation engine to automatically analyze every metric.

Infrastructure 199

Infrastructure Database Monitoring Metrics 199

Dynatrace

FEBRUARY 2, 2023

But are observability platforms—born from the collision between the demands of cloud computing and the limitations of APM and infrastructure monitoring—the best solution for managing business analytics? Metric extraction is a convenient way to create your business metrics, delivering fast, flexible, and cost-effective analytics.

Analytics 201

Analytics Metrics DevOps Storage 201

Dynatrace

OCTOBER 1, 2020

The Dynatrace Software Intelligence Platform gives you a complete Infrastructure Monitoring solution for the monitoring of cloud platforms and virtual infrastructure, along with log monitoring and AIOps. As of today, Dynatrace constantly and automatically tracks DNS requests with zero additional configuration.

Traffic 264

Traffic Network Infrastructure Artificial Intelligence 264

Dynatrace

MARCH 30, 2023

In January and February, we spoke with a couple of the top influencers in government technology, including Jamie Holcombe , Chief Information Officer at the United State Patent and Trademark Office [USPTO]; and Dimitris Perdikou , Head of Engineering at the UK Home Office, Migration and Borders.

Social Media 170

Social Media Metrics Government Media 170

DZone

FEBRUARY 15, 2024

This guide outlines a strategic approach to deploying Prometheus in a Kubernetes cluster, leveraging helm for installation, setting up an ingress nginx controller with metrics scraping enabled, and configuring Prometheus alerts to monitor and act upon specific incidents, such as detecting ingress URLs that return 500 errors.

Monitoring 274

Monitoring Open Source Metrics Scalability 274

Dynatrace

SEPTEMBER 18, 2020

Sure, cloud infrastructure requires comprehensive performance visibility, as Dynatrace provides , but the services that leverage cloud infrastructures also require close attention. Extend infrastructure observability to WSO2 API Manager. Looking at the key metrics of the deployment does not reveal anything out of the ordinary.

Infrastructure 191

Infrastructure Latency Metrics Analytics 191

DZone

AUGUST 29, 2023

You can implement security and advance networking policies to all the communication across your infrastructure using Istio. You can use Istio to observe the performance and behavior of all your microservices in your infrastructure (see the image below). But another important feature of Istio is observability.

Monitoring 253

Monitoring Latency Infrastructure Network 253

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. This awareness is important when the goal is to drive cost-conscious engineering.

Best Practices 231

Best Practices Strategy Cloud AWS 231

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 223

Metrics Mobile IoT Monitoring 223

Dynatrace

MAY 31, 2023

As a result, site reliability has emerged as a critical success metric for many organizations. Site reliability engineering (SRE) has recently become a critical discipline in recent years as the world has shifted in favor of web-based interactions. Mobile retail e-commerce spending in the U. Service-level objectives (SLOs).

Best Practices 222

Best Practices DevOps Latency Metrics 222

Dynatrace

MARCH 20, 2024

Infrastructure health The underlying infrastructure’s health directly impacts application availability and performance. Changes in application code or configurations can impact performance metrics, affecting user experience and application functionality.

Open Source 267

Open Source Hardware DevOps Infrastructure 267

Dynatrace

AUGUST 30, 2023

Cloud-native observability for Google’s fully managed GKE Autopilot clusters demands new methods of gathering metrics, traces, and logs for workloads, pods, and containers to enable better accessibility for operations teams. These CSI pods provide a unique way of solving a handful of infrastructure problems. Agent logs security.

Google 219

Google Cloud Innovation Infrastructure 219

Dynatrace

FEBRUARY 28, 2024

Doing so reduces the risk of production disruptions and instills confidence in both SREs (Site Reliability Engineers) and end-users. This view seamlessly correlates crucial events across all affected components, eliminating the manual effort of sifting through various monitoring tools for infrastructure, process, or service metrics.

DevOps 202

DevOps Metrics Engineering Analytics 202

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. Estimates show that NVIDIA, a semiconductor manufacturer, could release 1.5 million AI server units annually by 2027, consuming 75.4+

Cache 204

Cache Azure Infrastructure Monitoring 204

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

SEPTEMBER 5, 2023

They handle complex infrastructure, maintain service availability, and respond swiftly to incidents. Predictive AI empowers site reliability engineers (SREs) and DevOps engineers to detect anomalies and irregular patterns in their systems long before they escalate into critical incidents. Capacity planning.

Artificial Intelligence 262

Artificial Intelligence DevOps Analytics Engineering 262

DZone

SEPTEMBER 16, 2020

It is considered the default monitoring solution for the popular Kubernetes container orchestration engine, another CNCF hosted project. Prometheus can collect metrics about your application and infrastructure. Metrics are small concise descriptions of an event: date, time, and a descriptive value.

Metrics 266

Metrics Open Source Monitoring Infrastructure 266

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. How does Dynatrace help?

AWS 281

AWS Lambda Serverless Virtualization 281

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 224

Lambda AWS Serverless Latency 224

Dynatrace

JULY 11, 2023

Many global enterprises have instrumented their code to emit traces, metrics, and logs in a standardized and vendor-neutral way using OpenTelemetry. While ingestion of OpenTelemetry traces and metrics into Dynatrace is supported, companies often prefer to collect logs in the OpenTelemetry format.

Open Source 214

Open Source Analytics Metrics Cloud 214

Dynatrace

NOVEMBER 6, 2023

The Dynatrace ® unified observability and security platform addresses the needs of enterprise-edge scenarios by managing the health and performance of containerized applications and multi-cloud infrastructures with metrics, traces, and logs in one place.

Retail 258

Retail Analytics Storage Cloud 258

Uber Engineering

AUGUST 7, 2018

To facilitate the growth of Uber’s global operations, we need to be able to quickly store and access billions of metrics on our back-end systems at any given time.

Open Source 104

Open Source Metrics Infrastructure Scalability 104

Dynatrace

NOVEMBER 14, 2023

To bring these practices to life within an organization at scale, the discipline of platform engineering has gained popularity. From a high-level point of view, platform engineering aims to: Reduce the cognitive load on development teams. Improve reliability and resiliency of products that rely on platform capabilities.

Government 193

Government Best Practices DevOps Engineering 193

Dynatrace

APRIL 7, 2023

Despite being serverless, the function still requires infrastructure on which to run. Dynatrace provides AWS Lambda metrics monitoring in under five minutes, showing the function CPU, memory, and network health metrics all the way through to the process level. What is a Lambda serverless function? How does Dynatrace help?

Lambda 215

Lambda AWS Serverless Latency 215

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). After updating the query to ask for log data, the engineer was able to identify attack attempts.

Artificial Intelligence 185

Artificial Intelligence Analytics Efficiency Database 185

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. The Flow Exporter also publishes various operational metrics to Atlas. What is BPF?

Network 325

Network Transportation AWS Cloud 325

Dynatrace

OCTOBER 7, 2020

Open-source metric sources automatically map to our Smartscape model for AI analytics. With this announcement, Dynatrace brings the value of its AI engine, the scale, security, and automation of Dynatrace OneAgent and the scale of our platform (which can handle 50,000 hosts) to open source technologies so that you get the best of both worlds.

Open Source 254

Open Source Metrics Analytics Tuning 254

Dynatrace

AUGUST 8, 2022

Life as an SRE means always being alerted on issues, because your infrastructure and applications never sleep. The dashboard shows the state of multiple SLOs and downstream services the payment service depends on, its health state, and important metrics of the underlying technology stack. An issue occurs.

Mobile 236

Mobile Infrastructure DevOps Monitoring 236

The Netflix TechBlog

JANUARY 13, 2022

By Vikram Srivastava and Marcelo Mayworm Netflix has one of the most complex data platforms in the cloud on which our data scientists and engineers run batch and streaming workloads. Pensive infrastructure comprises two separate systems to support batch and streaming workloads. What’s Next? But our job is nowhere near done.

Big Data 238

Big Data Infrastructure Metrics Hardware 238

Dynatrace

FEBRUARY 8, 2021

Every service and component exposes observability data (metrics, logs, and traces) that contains crucial information to drive digital businesses. Some companies are still using different tools for application performance monitoring, infrastructure monitoring, and log monitoring.

Cloud 259

Cloud Azure Analytics Open Source 259

Dynatrace

NOVEMBER 3, 2023

are automatically distributed to a group of ActiveGates, balancing the load automatically and switching workloads in case of infrastructure failure, to assure continued monitoring execution. Comprehensive metrics support Extensions 2.0 It provides metrics for various components such as brokers, topics, producers, and consumers.

Technology 246

Technology Technology Scalability Availability 246

Dynatrace

NOVEMBER 6, 2023

In a recent webinar , Dynatrace DevOps activist Andi Grabner and senior software engineer Yarden Laifenfeld explored developer observability. Why is developer observability important for engineers? When an incident occurs, developers need to know what data to look at, where the incident occurred, and other relevant metrics.

Development 261

Development DevOps Programming Cloud 261

Dynatrace

DECEMBER 27, 2022

By implementing service-level objectives, teams can avoid collecting and checking a huge amount of metrics for each service. SLOs can be a great way for DevOps and infrastructure teams to use data and performance expectations to make decisions, such as whether to release and where engineers should focus their time.

Software 263

Software Software Benchmarking Latency 263

Dynatrace

JULY 25, 2022

A full list of metrics can be found here and include dimensions such as the following: Packets. When it comes to logs and metrics, the Dynatrace platform provides direct access to the log content of all mission-critical processes. Log Metrics. The number of packets transferred during the flow. Resource type. Why Dynatrace?

AWS 217

AWS Transportation Network Traffic 217