Dynatrace

JANUARY 17, 2023

The release candidate of OpenTelemetry metrics was announced earlier this year at Kubecon in Valencia, Spain. Since then, organizations have embraced OTLP as an all-in-one protocol for observability signals, including metrics, traces, and logs, which will also gain Dynatrace support in early 2023.

Analytics 321

Analytics Metrics Open Source Java 321

Dynatrace

NOVEMBER 4, 2024

For years, logs have been the dominant approach many observability vendors have taken to report business metrics on dashboards. Most of the use cases in these two broad categories benefit from the flexibility that comes from multiple available sources of business data.

Analytics 241

Analytics Airlines Metrics Monitoring 241

Dynatrace

FEBRUARY 6, 2025

Whether you’re a seasoned IT expert or a marketing professional looking to improve business performance, understanding the data available to you is essential. 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.

Metrics 243

Metrics Infrastructure Monitoring Best Practices 243

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. If you’ve read about observability, you likely know that collecting the measurements of logs, metrics, and distributed traces are the three key pillars to achieving success.

Metrics 363

Metrics Open Source Monitoring Cloud 363

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

JULY 24, 2024

Telemetry data, such as traces and metrics, allow you to analyze the end-to-end performance of your deployed applications. It automates tasks such as provisioning and scaling Dynatrace monitoring components, updating configurations, and ensuring the health and availability of your monitoring infrastructure.

Availability 279

Availability Infrastructure Metrics Hardware 279

Dynatrace

NOVEMBER 20, 2024

Dynatrace, available as an Azure-native service , has a longstanding partnership with Microsoft, deeply rooted in a strong “build with” approach to deliver seamless user experience. This enables Dynatrace customers to achieve faster time-to-value and accelerate innovation.

Best Practices 299

Best Practices Innovation Azure Cloud 299

Dynatrace

NOVEMBER 22, 2022

The nirvana state of system uptime at peak loads is known as “five-nines availability.” In its pursuit, IT teams hover over system performance dashboards hoping their preparations will deliver five nines—or even four nines—availability. But is five nines availability attainable? Downtime per year. 90% (one nine).

Infrastructure 246

Infrastructure Availability Systems Retail 246

Dynatrace

OCTOBER 3, 2024

The end goal, of course, is to optimize the availability of organizations’ software. Dynatrace is widely recognized for its AI capabilities’ ability to predict and prevent issues, and automatically identify root causes, maximizing availability. Automation, however, should not be done in isolation of tech.

Availability 278

Availability DevOps Analytics Cloud 278

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

JANUARY 21, 2025

Chances are, youre a seasoned expert who visualizes meticulously identified key metrics across several sophisticated charts. Activate Davis AI to analyze charts within seconds Davis AI can help you expand your dashboards and dive deeper into your available data to extract additional information.

Traffic 262

Traffic Metrics Analytics Monitoring 262

Dynatrace

OCTOBER 10, 2024

To achieve the best visual outcome, we recommend experimenting with the available customization options. 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. Try different cell shapes.

Latency 246

Latency Infrastructure Monitoring Metrics 246

Dynatrace

NOVEMBER 11, 2024

A Kubernetes SLO that continuously evaluates CPU, memory usage, and capacity and compares these available resources to the requested and utilized memory of Kubernetes workloads makes potential resource waste visible, revealing opportunities for countermeasures.

Efficiency 263

Efficiency Best Practices Monitoring Cloud 263

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

MAY 17, 2023

That is, relying on metrics, logs, and traces to understand what software is doing and where it’s running into snags. In addition to tracing, observability also defines two other key concepts, metrics and logs. When software runs in a monolithic stack on on-site servers, observability is manageable enough. What is OpenTelemetry?

Metrics 245

Metrics Open Source Traffic Cache 245

Dynatrace

NOVEMBER 3, 2023

address these limitations and brings new monitoring and analytical capabilities that weren’t available to Extensions 1.0: Comprehensive metrics support Extensions 2.0 These bundles ensure the provisioning of pre-configured dashboards, alerts, unified analysis views, and a topology model that relates metrics and entities.

Technology 264

Technology Technology Scalability Availability 264

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). The certification results are now publicly available. Today, Carbon Impact has a new name: Cost & Carbon Optimization.

Energy 223

Energy Analytics Traffic Cloud 223

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

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

DECEMBER 12, 2024

I realized that our platforms unique ability to contextualize security events, metrics, logs, traces, and user behavior could revolutionize the security domain by converging observability and security. Boost your operational resilience: Combining availability and security is now essential.

Analytics 289

Analytics Government Efficiency Innovation 289

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. By prioritizing observability, organizations can ensure the availability, performance, and security of business-critical applications.

Cloud 263

Cloud Azure Artificial Intelligence Innovation 263

Dynatrace

JUNE 3, 2022

The type of breached baseline (auto-detected baseline or fixed manual threshold) is also available as additional information in the crash rate increase section. The post Identify issues immediately with actionable metrics and context in Dynatrace Problem view appeared first on Dynatrace blog. How to get started. New to Dynatrace?

Metrics 246

Metrics Mobile IoT Monitoring 246

Scalegrid

FEBRUARY 24, 2025

Implementing clustering and quorum queues in RabbitMQ significantly improves load distribution and data redundancy, ensuring high availability and fault tolerance for messaging services. Classic queues can be used in clusters, emphasizing their behavior during node failures, particularly regarding durability and availability.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

Dynatrace

MARCH 31, 2025

You can either continue with the custom infrastructure metrics dashboard you created in Part I or use the dashboard we prepared here (Dynatrace login required). exploring your data when you know your desired outcome but are unfamiliar with the available data. Select the tile and go to the Visual tab. Expand the Single value section.

Metrics 147

Metrics Infrastructure Network Best Practices 147

Dynatrace

MARCH 11, 2025

The Dynatrace platform now enables comprehensive data exploration and interactive analytics across data sets (trace, logs, events, and metrics)empowering you to solve complex use cases, handle any observability scenario, and gain unprecedented visibility into your systems.

Analytics 165

Analytics Games Innovation Metrics 165

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. You can select any trigger thats available for standard workflows, including schedules, problem triggers, customer event triggers, or on-demand triggers.

Development 245

Development Processing Monitoring Code 245

The Netflix TechBlog

FEBRUARY 14, 2025

This dual-path approach leverages Kafkas capability for low-latency streaming and Icebergs efficient management of large-scale, immutable datasets, ensuring both real-time responsiveness and comprehensive historical data availability. These alerts promptly notify us of any potential issues, enabling us to swiftly address regressions.

Tuning 166

Tuning Latency Efficiency Storage 166

Dynatrace

APRIL 9, 2025

Thats why Dynatrace will make its AI-powered, unified observability platform generally available on Google Cloud for all customers later this year. The power of Dynatrace unified observability on Google Cloud By the end of June, the latest Dynatrace core innovations will be available on Google Cloud, including the following: Dynatrace Grail.

Google 130

Google Cloud Analytics Infrastructure 130

Dynatrace

FEBRUARY 19, 2021

To provide “quality signals that are essential to delivering a great user experience on the web,” Google introduced their Core Web Vitals initiative last year, advocating the Largest contentful paint , Cumulative layout shift , and First input delay metrics. with: Aggregated field metrics?rather?than?valuable?details

Google 306

Google Metrics Monitoring Network 306

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 327

Metrics Google Code Monitoring 327

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

DZone

JUNE 28, 2021

There are numerous programming languages available today, with new ones continuously emerging. The following list is prepared after considering metrics like recent trends, language popularity, career prospects, open-source projects, and more. Which Automation Programming Language Is the Best for Testing?

Programming 363

Programming Artificial Intelligence Blockchain Java 363

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 357

Traffic Latency Metrics Cache 357

Dynatrace

JANUARY 18, 2022

As our customers adopt agile software development and continuous delivery to drive value faster, they face new risks that could impact availability, performance, and business KPIs. An SLI is a measurement of the performance or availability of an entity. The measurement equates to a metric that captures expected results.

Metrics 264

Metrics Availability Scalability Software 264

The Netflix TechBlog

DECEMBER 19, 2024

The standard dictionary subscript notation is also available. 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. You can access Configs of any past runs easily through the Client API.

Best Practices 204

Best Practices Cache Metrics Code 204

Dynatrace

DECEMBER 27, 2022

By implementing service-level objectives, teams can avoid collecting and checking a huge amount of metrics for each service. According to Google’s SRE handbook , best practices, there are “ Four Golden Signals ” we can convert into four SLOs for services: reliability, latency, availability, and saturation.

Software 306

Software Software Benchmarking Latency 306

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