DZone

JANUARY 20, 2025

Prometheus is a powerful monitoring tool that provides extensive metrics and insights into your infrastructure and applications, especially in k8s and OCP (enterprise k8s). In this article, we will explore how to count worker nodes and track changes in resources effectively using PromQL.

Metrics 258

Metrics Infrastructure Monitoring 258

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

DECEMBER 13, 2023

As a result, organizations need to monitor mobile app performance metrics that are meaningful and actionable by gaining adequate observability of mobile app performance. There are many common mobile app performance metrics that are used to measure key performance indicators (KPIs) related to user experience and satisfaction.

Best Practices 246

Best Practices Mobile Metrics Performance 246

Dynatrace

FEBRUARY 6, 2025

Even if infrastructure metrics aren’t your thing, you’re welcome to join us on this creative journey simply swap out the suggested metrics for ones that interest you. For our example dashboard, we’ll only focus on some selected key infrastructure metrics. Click on Select metric. Change it now to sum.

Metrics 243

Metrics Infrastructure Monitoring Best Practices 243

Dynatrace

OCTOBER 31, 2024

This lets you build your SLOs around the indicators that matter to you and your customers—critical metrics related to availability, failure rates, request response times, or select logs and business events. Depending on the environment, the different information types provide indicators that reveal potential problems for your customers.

Metrics 277

Metrics Availability Monitoring Scalability 277

Dynatrace

DECEMBER 18, 2024

Select any execution you’re interested in to display its details, for example, the content response body, its headers, and related metrics. All metrics and events storing information about execution details are available for further exploratory analytics utilizing Dashboards, Notebooks, or Davis CoPilot.

Monitoring 246

Monitoring Testing Metrics Analytics 246

Dynatrace

NOVEMBER 3, 2023

The five key metrics to improve customer satisfaction To help turn this around, Dynatrace makes available its unified observability platform, which captures all CX interactions and transactions in an automated, intelligent manner – including user session replays. When combined, key metrics will generate an accurate CX index score.

Metrics 246

Metrics Government Website Monitoring 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.

Analytics 241

Analytics Airlines Metrics Monitoring 241

Dynatrace

OCTOBER 29, 2024

A Dynatrace API token with the following permissions: Ingest OpenTelemetry traces ( openTelemetryTrace.ingest ) Ingest metrics ( metrics.ingest ) Ingest logs ( logs.ingest ) To set up the token, see Dynatrace API – Tokens and authentication in Dynatrace documentation. If you don’t have one, you can use a trial account.

Metrics 246

Metrics Tuning Monitoring Availability 246

Dynatrace

NOVEMBER 20, 2024

Combined with Microsoft Sentinel, Dynatrace automation and AI capabilities provide SecOps teams with deeper intelligence to detect attacks, vulnerabilities, audit logs, and problem events based on metrics, logs, and traces it collects from monitored environments.

Best Practices 299

Best Practices Innovation Azure Cloud 299

Dynatrace

JANUARY 21, 2025

Chances are, youre a seasoned expert who visualizes meticulously identified key metrics across several sophisticated charts. Seasonal Baseline: Ideal for metrics with predictable seasonal patterns, this option leverages Davis AI to create a confidence band based on historical data, accounting for expected variations.

Traffic 262

Traffic Metrics Analytics Monitoring 262

Dynatrace

JANUARY 21, 2025

Finally, Dynatrace requires metrics data to be sent with delta temporality , not cumulative temporality. This means that youll need to include the cumulativetodelta processor in: Your Collector configuration ( cumulativetodelta ) Your metrics pipeline ( pipelines.metrics ) Never store your Dynatrace token and tenant name in plain text.

Metrics 253

Metrics Education Cloud Programming 253

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). We implemented a wasted energy metric in the app to enhance practitioner actionability.

Energy 223

Energy Analytics Traffic Cloud 223

Dynatrace

JANUARY 22, 2025

This data covers all aspects of CI/CD activity, from workflow executions to runner performance and cost metrics. This customization ensures that only the relevant metrics are extracted, tailored to the users needs. In the final step of the workflow, a JavaScript processes the API responses.

Monitoring 242

Monitoring DevOps Metrics Virtualization 242

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. Using causal AI, we identified and resolved performance issues automatically.

Analytics 286

Analytics Logistics IoT Mobile 286

Dynatrace

FEBRUARY 27, 2025

Semconv for HTTP Spans quite possibly the most important signal have been declared stable, and HTTP Metrics will hopefully soon follow. Semantic Conventions, or semconv, are the standard that makes it all possible. Other key domains, such as Databases and Messaging, are in very advanced stages and are expected to stabilize soon.

Tuning 310

Tuning Open Source Innovation Monitoring 310

Dynatrace

MARCH 13, 2025

The configuration also includes an optional span metrics connector, which generates Request, Error, and Duration (R.E.D.) metrics from span data. The configuration also includes an optional span metrics connector, which generates Request, Error, and Duration (R.E.D.) metrics from span data.

Open Source 147

Open Source Metrics Architecture Infrastructure 147

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. All other default policies on the service level, for example, “AutomationEngine – User” access, are now marked as Legacy.

Monitoring 246

Monitoring Metrics Systems Scalability 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. That way, you can compare multiple charts more easily, regardless of the metric or time span. These bars are called bins or buckets; their width represents a value range.

Latency 246

Latency Infrastructure Monitoring Metrics 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.

Efficiency 263

Efficiency Best Practices Monitoring Cloud 263

Dynatrace

MARCH 12, 2025

Amazon Bedrock , equipped with Dynatrace Davis AI and LLM observability , gives you end-to-end insight into the Generative AI stack, from code-level visibility and performance metrics to GenAI-specific guardrails. Send unified data to Dynatrace for analysis alongside your logs, metrics, and traces.

Metrics 165

Metrics Serverless Analytics Innovation 165

DZone

JANUARY 16, 2025

OpenSearch simplifies this by providing an open-source, scalable solution for logging, metrics, and visualization. Observability has become a key component in software development as it enables the best customer experience by ensuring system health and performance and detecting systemic issues proactively.

Open Source 173

Open Source Scalability Metrics Systems 173

DZone

MARCH 19, 2025

Traditional debugging methods, including manual inspection of logs, event streams, configurations, and system metrics, can be painstakingly slow and prone to human error, particularly under pressure.

Metrics 147

Metrics Engineering Systems 147

Dynatrace

NOVEMBER 18, 2024

With Dynatrace, customers can utilize the full set of Azure capabilities, including metrics and data from the Azure platform, and automatically identify workflow optimization opportunities.

Cloud 263

Cloud Azure Artificial Intelligence Innovation 263

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.

Innovation 288

Innovation Strategy Cloud AWS 288

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

FEBRUARY 13, 2025

Explore OpenTelemetry data with Dynatrace Dynatrace makes unified observability possible by storing all data in Grail, a unified and purpose-built data lakehouse optimized for storing and analyzing traces, metrics, logs, and more. With Notebooks , you can Chart, analyze, set up alerts, and forecast any of your metrics. Whats next?

Open Source 173

Open Source Metrics Engineering 173

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.

Metrics 356

Metrics Innovation Monitoring Software 356

The Netflix TechBlog

DECEMBER 19, 2024

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. Subsequent versions of the model will result from experimenting with hyper parameters, tweaking feature engineering, or conducting feature diets.

Best Practices 200

Best Practices Cache Metrics Code 200

The Netflix TechBlog

JUNE 14, 2023

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. We spent the next few months diving into these high-level metrics and fixing issues such as cache TTLs, flawed client assumptions, etc.

Traffic 355

Traffic Latency Metrics Cache 355

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…?

Metrics 337

Metrics Google Code Monitoring 337

Dynatrace

DECEMBER 2, 2024

It also helps to have access to OpenTelemetry, a collection of tools for examining applications that export metrics, logs, and traces for analysis. Some observability vendors also provide an agent or client to automate the collection and provide contextualization of telemetry and entity data.

Artificial Intelligence 258

Artificial Intelligence DevOps Architecture Cloud 258

Dynatrace

MARCH 17, 2025

Ingest OpenTelemetry traces ( openTelemetryTrace.ingest ) Ingest metrics ( metrics.ingest ) Ingest logs ( logs.ingest ) A Kubernetes cluster (we recommend using kind) Helm, to install the demo on your Kubernetes cluster Once your Kubernetes cluster is up and running, the next step is to create a secret containing the Dynatrace API token.

Monitoring 147

Monitoring Analytics Metrics Strategy 147

Dynatrace

MAY 7, 2024

Fluent Bit is a telemetry agent designed to receive data (logs, traces, and metrics), process or modify it, and export it to a destination. Fluent Bit and Fluentd were created for the same purpose: collecting and processing logs, traces, and metrics. Observability: Elevating Logs, Metrics, and Traces! What is Fluent Bit?

Best Practices 279

Best Practices IoT Metrics Storage 279

Dynatrace

AUGUST 12, 2024

The addition of more and more metrics over time has only made this increasingly complex. Performance metrics to improve can be Visually Complete, Speed Index, or other timing metrics associated with the page load cycle. It predicts user behavior based on performance/error experience.

Airlines 290

Airlines Metrics Speed Internet 290

Scalegrid

FEBRUARY 24, 2025

Metrics and Statistics Monitoring the performance of a RabbitMQ cluster is crucial for maintaining its efficiency and reliability. RabbitMQ provides a wealth of metrics and statistics that offer insights into various aspects of the clusters performance.

Best Practices 147

Best Practices Traffic Strategy Efficiency 147

Dynatrace

JANUARY 22, 2025

Your teams want to iterate rapidly but face multiple hurdles: Increased complexity: Microservices and container-based apps generate massive logs and metrics. Unstructured overview: Manually scanning logs or waiting for someone to notice an error in staging is time-consuming.

Development 245

Development Processing Monitoring Code 245