Dynatrace

OCTOBER 1, 2021

In IT and cloud computing, observability is the ability to measure a system’s current state based on the data it generates, such as logs, metrics, and traces. DevSecOps teams can tap observability to get more insights into the apps they develop, and automate testing and CI/CD processes so they can release better quality code faster.

Metrics 363

Metrics Open Source Monitoring Infrastructure 363

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 206

Metrics Infrastructure Open Source Database 206

CSS Wizardry

JUNE 30, 2023

I never thought I’d write an article in defence of DOMContentLoaded , but here it is… For many, many years now, performance engineers have been making a concerted effort to move away from technical metrics such as Load , and toward more user-facing, UX metrics such as Speed Index or Largest Contentful Paint. Or are they…?

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Metrics Google Monitoring Analytics 326

Dynatrace

OCTOBER 21, 2021

There’s no lack of metrics, logs, traces, or events when monitoring your Kubernetes (K8s) workloads. If you take a closer look at the screenshot above it’s easy to spot the root cause; it was an unhandled error condition in the code that was waiting and processing feedback from the MongoDB instance. Dynatrace news.

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Metrics DevOps Engineering Strategy 222

Dynatrace

OCTOBER 15, 2021

Loosely defined, observability is the ability to understand what’s happening inside a system from the knowledge of the external data it produces, which are usually logs, metrics, and traces. Logs, metrics, and traces make up the bulk of all telemetry data. The data life cycle has multiple steps from start to finish.

Open Source 224

Open Source Metrics Cloud Transportation 224

Dynatrace

MARCH 11, 2020

In many cases, events are generated as these workloads go through different phases of their life cycles. For instance, events appear when the scheduler performs actions to bring workloads back to a desired state. For better or worse, every Kubernetes user learns about the CrashLoopBackOff and ImagePullBackOff events.

Metrics 229

Metrics Analytics Monitoring Cloud 229

Dynatrace

FEBRUARY 28, 2024

The Visual Resolution Path offers a chronological overview of events detected by Dynatrace across all components linked to the underlying issue. Additionally, align the action’s validation window with the timeframe derived from the recently completed test events. Configure an action for the Site Reliability Guardian in the workflow.

DevOps 208

DevOps Metrics Engineering Analytics 208

Dynatrace

MARCH 6, 2024

As a result, teams can focus on writing code and building features rather than dealing with infrastructure nuances. The pair showed how to track factors including developer velocity, platform adoption, DevOps research and assessment metrics, security, and operational costs. “It makes them more productive.

Engineering 245

Engineering Development DevOps Infrastructure 245

Dynatrace

NOVEMBER 27, 2020

Welcome back to the second part of our blog series on how easy it is to get enterprise-grade observability at scale in Dynatrace for your OpenTelemetry custom metrics. In Part 1 , we announced our new OpenTelemetry custom-metric exporters that provide the broadest language coverage on the market, including Go , .NET record(value); }.

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Metrics Open Source Lambda Serverless 141

Dynatrace

AUGUST 5, 2020

With Dynatrace, you can also validate your findings against Real User Monitoring data or even drill down to the code level to pinpoint the root cause of a change in performance. Recently introduced improvements to Visually complete and new web performance metrics for Real User Monitoring are now available for Synthetic Monitoring as well.

Metrics 220

Metrics Monitoring Performance Benchmarking 220

Dynatrace

FEBRUARY 14, 2020

Automatic detection of service health and performance incidences, which are synchronized into the Event Management Dashboard. . Prioritize event entries . With ServiceNow capturing event alert data from Dynatrace, you get complete visibility, including code level metrics and tracing, to eliminate service outages.

Website 151

Website Infrastructure Cloud Metrics 151

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. The following illustrations outline a typical Red Hat Device Edge and Dynatrace setup.

Retail 263

Retail Analytics Storage Metrics 263

Dynatrace

AUGUST 17, 2023

Spring also introduced Micrometer, a vendor-agnostic metric API with rich instrumentation options. Soon after, Dynatrace built a registry for exporting Micrometer metrics. Our data APIs, which ingest millions of metrics, traces, and logs per second, are reconciled using Micrometer-based metrics.

Metrics 203

Metrics Analytics Speed Java 203

Dynatrace

FEBRUARY 28, 2024

Challenges to exploratory data analytics Among the challenges analysts face are multiple heterogeneous data sources, noisy or incomplete data, insufficient causal reasoning (faulty connections between event cause and effect), and untrustworthy AI , according to an article from the Columbia University Data Science Institute.

Analytics 215

Analytics Metrics Media Monitoring 215

Percona

OCTOBER 12, 2023

It shows which code paths are more busy on the CPU in given samples. Kubernetes limitations In Linux, by default, performance system events can’t be collected by unprivileged users. The first step is to identify the UID from the pod we want to collect system metrics and the underlying Worker node where it’s running.

Code 112

Code Tuning C++ Benchmarking 112

Dynatrace

JULY 25, 2023

Davis CoPilot empowers users to effortlessly create queries, data dashboards, and data notebooks using natural language and provides coding suggestions for workflow automation, reflecting the unique attributes of each customer’s hybrid and multicloud ecosystem. Identify all user sessions that contain conversion metrics (using Smartscape).

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Best Practices Analytics Metrics Code 237

Dynatrace

JULY 11, 2023

The forecast operation is selected within the Davis action, and a DQL query is used to specify the set of disks and the capacity indicator metric that should be predicted. Conditional execution Raise events in case of disk capacity shortage! Create an alarm event for predicted shortages. List of events created by the workflow.

Metrics 208

Metrics Games Analytics Network 208

Dynatrace

NOVEMBER 6, 2023

When an incident occurs, developers need to know what data to look at, where the incident occurred, and other relevant metrics. But developers need code-level visibility and code-level data.” That’s not how I envision code-level observability,” Laifenfeld said. KubeCon North America is this week.

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Development DevOps Programming Cloud 266

Dynatrace

DECEMBER 13, 2023

Rexed, Singh, and Stull outline the importance of metrics, traces, logs, events, and the role they play in achieving full–context Kubernetes observability and driving automated responses in hybrid and multi-cloud environments. So many tools can result in data inconsistencies.

Google 230

Google Cloud Infrastructure Metrics 230

Dynatrace

APRIL 3, 2024

Telemetry data — such as metrics, logs, and traces — gives IT teams crucial context to understand how all entities are connected. This includes not only infrastructure connections but also the relationships and dependencies between containers, microservices , and code at all network layers. These are not only numerous but also dynamic.

Government 161

Government Social Media Metrics Infrastructure 161

Dynatrace

FEBRUARY 9, 2024

Recent platform enhancements in the latest Dynatrace, including business events powered by Grail™, make accessing the goldmine of business data flowing through your IT systems easier than ever. Business events can come from many sources, including OneAgent®, external business systems, RUM sessions, or log files.

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Processing Monitoring Analytics Games 194

Dynatrace

JANUARY 31, 2024

With siloed data sources, heterogeneous data types—including metrics, traces, logs, user behavior, business events, vulnerabilities, threats, lifecycle events, and more—and increasing tool sprawl, it’s next to impossible to offer users real-time access to data in a unified, contextualized view. Understanding the context.

Analytics 197

Analytics Processing Transportation Storage 197

Jos

MARCH 29, 2018

I was browsing Tim Kadlec’s website and I noticed he had added page load time metrics in the footer. Stoyan Stefanov also realized and wrote “This page loaded in X seconds” , a blog post describing the code used for this. First Paint and First Contentful Paint Page load time is a metric that tells us part of the story.

Metrics 130

Metrics Google Analytics Code 130

Dynatrace

MARCH 27, 2024

Dynatrace integration with AWS AppFabric for security The AWS AppFabric for security feature fully manages the integrations with over 25 applications so customers can get started tracking application security in just a few clicks—no coding required. Let’s see a pie chart with the breakdown of log events per SaaS application.

AWS 249

AWS Analytics Government Monitoring 249

Dynatrace

APRIL 8, 2020

Optimize your code by finding and fixing the root cause of garbage collection problems. These details arm you with the knowledge necessary to find the respective code and remove unnecessary allocations. Any significant reduction in allocations will inevitably speed up your code. You can even look at the source code directly. .

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Speed Code Java Lambda 165

Dynatrace

APRIL 23, 2019

However, understanding the performance of different application types requires an emphasis on different performance metrics, that is, key performance metrics. For many traditional web applications , User action duration is considered the best metric available for web-performance optimization.

Metrics 102

Metrics Monitoring Performance Speed 102

Dynatrace

JULY 24, 2023

Conventional data science approaches and analytics platforms can predict the correlation between an event and possible sources. But they often fall short when it comes to understanding why an event occurred. Causal AI draws on supporting data, such as relationships, dependencies, and other context among network entities and events.

Artificial Intelligence 220

Artificial Intelligence Analytics Network Metrics 220

Smashing Magazine

FEBRUARY 24, 2022

How To Benchmark And Improve Web Vitals With Real User Metrics. How To Benchmark And Improve Web Vitals With Real User Metrics. Different products will have different benchmarks and two apps may perform differently against the same metrics, but still rank quite similarly to our subjective “good” and “bad” verdicts.

Benchmarking 116

Benchmarking Metrics Best Practices Monitoring 116

Dynatrace

FEBRUARY 1, 2024

From generating new code and boosting developer productivity to finding the root cause of performance issues with ease, the benefits of AI are numerous. The engineer can efficiently access this data via a natural language query in a CoPilot Notebook: “Summarize all MITRE security events of the last 72 hours.”

Artificial Intelligence 190

Artificial Intelligence Analytics Efficiency Database 190

Dynatrace

FEBRUARY 8, 2021

Every service and component exposes observability data (metrics, logs, and traces) that contains crucial information to drive digital businesses. 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 261

Cloud Azure Analytics Open Source 261

Dynatrace

APRIL 20, 2022

We wanted to expand and provide business process metrics (# of total orders per restaurant, orders canceled ratios, time per order, ingredients in or out of stock …) to quickly react to any issues and also get automatically alerted on anomalies. Rejections and Cancellation of Orders (our Code Red): 30% faster MTTR and 50% better visibility.

Metrics 204

Metrics Mobile Internet Internet 204

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 220

Open Source Analytics Metrics Cloud 220

Dynatrace

APRIL 18, 2024

It goes beyond traditional monitoring—metrics, logs, and traces—to encompass topology mapping, code-level details, and user experience metrics that provide real-time insights. AI helps provide in-depth context around system issues, anomalies, and other events instead of merely identifying them.

DevOps 184

DevOps Engineering Artificial Intelligence Infrastructure 184

Dynatrace

MARCH 2, 2022

A series of such actions can be combined into a GitHub workflow that can be triggered whenever new code is committed or when a new release tag is pushed to a repository. Simply drag and drop the Dynatrace Action into your CI pipeline and collect all your relevant metrics and events during each of the execution steps.

Open Source 230

Open Source DevOps Metrics Monitoring 230

Dynatrace

AUGUST 9, 2023

With up to 70% of security events going uninvestigated, security analysts need all the help they can get. After a security event, many organizations often don’t know for months (or even years) when why or how it happened. Teams must evolve to continuously create reliable, automated responses based on precise data-driven insights.

Analytics 223

Analytics Metrics Database Storage 223

Dynatrace

NOVEMBER 7, 2023

This includes out-of-the-box health alerts, health indicators, identification of problematic workload and node conditions, and warning events for various Kubernetes components. Monitoring-as-code can also be configured in GitOps fashion. Open source logs and metrics take precedence in the monitoring process.

Engineering 278

Engineering DevOps Best Practices Infrastructure 278

Dynatrace

NOVEMBER 19, 2021

Problems API v2 now includes event evidence data as part of the event details. Custom events for alerting using the Build tab and advanced query mode now apply the same metric dimension limits that are applied to Code -tab-based configurations. Events API v2 has been updated. Local self-monitoring metrics.

Metrics 210

Metrics Monitoring Traffic Servers 210