Dynatrace

SEPTEMBER 28, 2021

The emerging concepts of working with DevOps metrics and DevOps KPIs have really come a long way. DevOps metrics to help you meet your DevOps goals. Like any IT or business project, you’ll need to track critical key metrics. Here are nine key DevOps metrics and DevOps KPIs that will help you be successful.

DevOps 246

DevOps Metrics Traffic Efficiency 246

Dynatrace

MAY 18, 2022

With the most important components becoming release candidates , Dynatrace now supports the full OpenTelemetry specification on all runtimes and automatically adds intelligence to metrics at enterprise scale. So these metrics are immensely valuable to SRE and DevOps teams. Automation and intelligence for metrics at enterprise scale.

Metrics 246

Metrics DevOps Tuning Virtualization 246

Dynatrace

OCTOBER 23, 2024

My goal was to provide IT teams with insights to optimize customer experience by collaborating with business teams, using both business KPIs and IT metrics. Automate smarter using actual customer experience metrics, not just server-side data. Follow the “Dynatrace for Executives” blog series.

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Analytics Logistics IoT Mobile 286

Dynatrace

JANUARY 21, 2025

I used to work at another Observability vendor, and many of the OpenTelemetry examples that I played with and blogged about in the last 2 years or so featured sending OTel data to that backend. Theres a time and place for each, and you can check out my blog post on OTel Collector Anti-patterns on the OTel Blog to learn more.

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Metrics Education Cloud Programming 253

DZone

JULY 3, 2022

This is the second in a series of blogs discussing unified observability with microservices and the Oracle database. This second blog will take a deeper dive into the Metrics, Logs, and Tracing exporters (which can be found at [link] ), describing them and showing how to configure them, Grafana, alerts, etc.

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Metrics DevOps Database Code 246

Dynatrace

APRIL 7, 2022

Micrometer is used for instrumenting both out-of-the-box and custom metrics from Spring Boot applications. Davis topology-aware anomaly detection and alerting for your Micrometer metrics. Topology-related custom metrics for seamless reports and alerts. Micrometer uses a registry to export metrics to monitoring systems.

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Metrics Java Latency Cache 246

Dynatrace

NOVEMBER 4, 2024

For years, logs have been the dominant approach many observability vendors have taken to report business metrics on dashboards. Within the target pipeline, you can also define processing rules, extract metrics, set the security context, and define retention periods. Now’s the time to see how it can benefit your organization.

Analytics 241

Analytics Airlines Metrics Monitoring 241

Dynatrace

OCTOBER 29, 2024

The Dynatrace platform automatically captures and maps metrics, logs, traces, events, user experience data, and security signals into a single datastore, performing contextual analytics through a “power of three AI”—combining causal, predictive, and generative AI. It’s about uncovering insights that move business forward.

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Innovation Strategy Cloud AWS 288

Dynatrace

OCTOBER 21, 2021

There’s no lack of metrics, logs, traces, or events when monitoring your Kubernetes (K8s) workloads. I was pulled into that troubleshooting call and started taking notes and screenshots so I can share how easy it is to troubleshoot the Kubernetes workload with our engineers and you – our readers – on this blog post. Dynatrace news.

Metrics 246

Metrics DevOps Engineering Strategy 246

Dynatrace

JANUARY 21, 2025

Chances are, youre a seasoned expert who visualizes meticulously identified key metrics across several sophisticated charts. Have a look at our recent Davis CoPilot blog post for more information and practical use cases. Your trained eye can interpret them at a glance, a skill that sets you apart.

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Traffic Metrics Analytics Monitoring 262

Dynatrace

OCTOBER 14, 2024

Access policies for Dynatrace Grail™ data lakehouse are still available as service-related policies; they allow you to control access to the monitoring data on a per-data-source level, for example, logs and metrics. This blog post is part of our series on Tailored access management.

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Monitoring Metrics Systems Scalability 246

Dynatrace

DECEMBER 18, 2023

To get a more granular look into telemetry data, many analysts rely on custom metrics using Prometheus. Named after the Greek god who brought fire down from Mount Olympus, Prometheus metrics have been transforming observability since the project’s inception in 2012.

Metrics 245

Metrics Engineering Energy Tuning 245

Dynatrace

MARCH 5, 2025

The Carbon Impact app directly supports our customers sustainability efforts through granular real-time emissions reporting and analytics, translating host utilization metrics into their CO2 equivalent (CO2e). Youll be able to read more about our approach to cloud cost optimization in an upcoming blog post.

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Energy Analytics Traffic Cloud 223

Dynatrace

MARCH 16, 2022

Now, Dynatrace has the ability to turn numerical values from logs into metrics, which unlocks AI-powered answers, context, and automation for your apps and infrastructure, at scale. Whatever your use case, when log data reflects changes in your infrastructure or business metrics, you need to extract the metrics and monitor them.

Metrics 246

Metrics Lambda Infrastructure Monitoring 246

Dynatrace

APRIL 8, 2022

All metrics, traces, and real user data are also surfaced in the context of specific events. With Dynatrace, you can create custom metrics based on user-defined log events. Also depicted is Dynatrace instrumentation of the pods that deliver metrics and trace data to the Dynatrace environment.

Metrics 245

Metrics Analytics Software Architecture Open Source 245

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.

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Open Source Metrics Cloud Transportation 246

Dynatrace

NOVEMBER 11, 2024

To calculate the service-level indicator for the Kubernetes namespace memory efficiency SLO, simply query the memory working set and request the memory metrics that are provided out of the box. However, if you require more granular information, you can adjust the levels for resource utilization monitoring accordingly.

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Efficiency Best Practices Monitoring Cloud 263

Dynatrace

JULY 14, 2022

We also explore how to improve user experiences within the Zero Trust framework and how to develop security metrics that eliminate DevSecOps bottlenecks. Episode 40 – Security Metrics: Measure Twice, Cut Once with Rick Stewart. Security Metrics: Measure Twice, Cut Once with Rick Stewart. appeared first on Dynatrace blog.

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Metrics Social Media Government Media 246

Dynatrace

OCTOBER 10, 2024

While histograms look much like time-series bar charts, they’re different in that each bar represents a count (often termed frequency) of metric values. We will release another dedicated blog post in the next few days. That way, you can compare multiple charts more easily, regardless of the metric or time span.

Latency 246

Latency Infrastructure Monitoring Metrics 246

Dynatrace

JUNE 3, 2022

The post Identify issues immediately with actionable metrics and context in Dynatrace Problem view appeared first on Dynatrace blog. To learn more about how Dynatrace can help optimize your user experiences across mobile, web, IoT, and APIs, visit Dynatrace Digital Experience Monitoring (DEM) or sign up for a 15-day free trial.

Metrics 246

Metrics Mobile IoT Monitoring 246

Dynatrace

FEBRUARY 13, 2025

Dynatrace currently supports the following: Traces Logs Metrics What information do I need to send OpenTelemetry data to Dynatrace? Does Dynatrace support OpenTelemetry metrics? Yes, but its important to note the following: Dynatrace requires metrics data to be sent with delta temporality and not cumulative temporality.

Open Source 147

Open Source Metrics C++ Java 147

Dynatrace

NOVEMBER 26, 2019

Read on for links to blog posts that highlight the key benefits you get with our next-generation AI causation engine. These blog posts, published over the course of this year, span a huge feature set comprising Davis 2.0, detects suspicious metric behavior by analyzing the value distribution of metrics.

Engineering 69

Engineering Serverless Metrics Code 69

Dynatrace

FEBRUARY 19, 2021

Particularly during the COVID-19 pandemic, we’ve seen how poor application performance can impact business bottom lines and lead to lost revenue for many organizations, as laid out in our recent blog post about digital experience. with: Aggregated field metrics?rather?than?valuable?details Metrics and recommendations?rather

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Google Metrics Monitoring Network 306

Dynatrace

SEPTEMBER 28, 2021

Teams are using concepts from site reliability engineering to create SLO metrics that measure the impact to their customers and leverage error budgets to balance innovation and reliability. Nobl9 integrates with Dynatrace to gather SLI metrics for your infrastructure and applications using real-time monitoring or synthetics.

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Metrics Innovation Monitoring Software 356

The Netflix TechBlog

JUNE 14, 2023

This blog post will share broadly-applicable techniques (beyond GraphQL) we used to perform this migration. So, we relied on higher-level metrics-based testing: AB Testing and Sticky Canaries. To determine customer impact, we could compare various metrics such as error rates, latencies, and time to render.

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Traffic Latency Metrics Cache 355

The Netflix TechBlog

FEBRUARY 14, 2025

In this multi-part blog series, we take you behind the scenes of our system that processes billions of impressions daily. We accomplish this by gathering detailed column-level metrics that offer insights into the state and quality of each impression.

Tuning 165

Tuning Latency Efficiency Storage 165

Dynatrace

MARCH 29, 2024

Check out the following related resources to learn more: Enhancing Duet AI for Developers through our partner ecosystem – Google blog Learn more about the powerful synergy that revolutionizes the cloud landscape when integrating Dynatrace observability with Vertex and Duet AI. Learn more.

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Google Innovation Cloud Analytics 290

Dynatrace

SEPTEMBER 4, 2020

In this blog, I want to dig a bit into a core capability of Keptn which is used across all use cases: SLI/SLO-based Evaluations for Quality Gates as well as Auto-Remediation. While an SLI is just a metric, an SLO just a threshold you expect your SLI to be in and SLA is just the business contract on top of an SLO.

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DevOps Metrics Innovation Azure 326

The Netflix TechBlog

DECEMBER 19, 2024

This followed a previous blog on the same topic. Imagine a ML practitioner on the Netflix Content ML team, sourcing features from hundreds of columns in our data warehouse, and creating a multitude of models against a growing suite of metrics. Try it athome It couldnt be easier to get started with Configs!Just

Best Practices 200

Best Practices Cache Metrics Code 200

Dynatrace

MARCH 5, 2021

For example, you might be using: any of the 60+ StatsD compliant client libraries to send metrics from various programming languages directly to Dynatrace; any of the 200+ Telegraf plugins to gather metrics from different areas of your environment; Prometheus, as the dominant metric provider and sink in your Kubernetes space.

Metrics 286

Metrics Network Monitoring Infrastructure 286

The Netflix TechBlog

MAY 4, 2023

This blog series will examine the tools, techniques, and strategies we have utilized to achieve this goal. The second phase involves migrating the traffic over to the new systems in a manner that mitigates the risk of incidents while continually monitoring and confirming that we are meeting crucial metrics tracked at multiple levels.

Traffic 343

Traffic Latency Tuning Systems 343

DZone

AUGUST 29, 2021

In this blog post, we’ll examine one such case where we use the Sentry JavaScript SDK to instrument Jest (which runs our frontend test suite) and how we addressed the issues that we found. We have high-level metrics for how well (or not) our CI is performing.

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Testing Performance Testing Metrics Systems 335

Dynatrace

AUGUST 21, 2024

The previous blog post in this series discussed the benefits of implementing early observability and orchestration of the CI/CD pipeline using Dynatrace. This approach enhances key DORA metrics and enables early detection of failures in the release process, allowing SREs more time for innovation. Why reliability?

Engineering 262

Engineering Systems Latency Metrics 262

Dynatrace

OCTOBER 2, 2024

Davis AI contextually aligns all relevant data points—such as logs, traces, and metrics—enabling teams to act quickly and accurately while still providing power users with the flexibility and depth they desire and need. This is explained in detail in our blog post, Unlock log analytics: Seamless insights without writing queries.

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Analytics AWS DevOps Cloud 304

Dynatrace

JUNE 4, 2024

How we define auto-adaptive thresholds at Dynatrace This blog post explores how Dynatrace leveraged the Site Reliability Guardian to establish a fast feedback loop for Davis AI model improvements. Our data scientists utilize metrics and events to store these quality metrics.

Metrics 297

Metrics Engineering Code Tuning 297

The Netflix TechBlog

JUNE 13, 2023

Our previous blog post presented replay traffic testing — a crucial instrument in our toolkit that allows us to implement these transformations with precision and reliability. This blog post will delve into the techniques leveraged at Netflix to introduce these changes to production.

Traffic 282

Traffic Metrics Systems Strategy 282

Dynatrace

NOVEMBER 15, 2021

The ops team understood the concept of business metrics like NPS, conversions rates, even call center volume—but believed these KPIs were meant for other teams. Similarly, IT’s solid SLOs and Apdex scores—important metrics agreed upon by the app owner and IT—were met with a lack of enthusiasm by the business team.

FinTech 299

FinTech Metrics Website Monitoring 299