Dynatrace

NOVEMBER 20, 2024

The Dynatrace platform has been recognized for seamlessly integrating with the Microsoft Sentinel cloud-native security information and event management ( SIEM ) solution. These reports are crucial for tracking changes, compliance, and security-relevant events.

Best Practices 299

Best Practices Innovation Azure Cloud 299

Dynatrace

OCTOBER 16, 2024

You can now: Kickstart your creation journey using ready-made dashboards Accelerate your data exploration with seamless integration between apps Start from scratch with the new Explore interface Search for known metrics from anywhere Let’s look at each of these paths through an end-to-end use case focused on Kubernetes monitoring.

Social Media 263

Social Media Metrics Network Analytics 263

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

APRIL 5, 2024

The first part of this blog post briefly explores the integration of SLO events with AI. Consequently, the AI is founded upon the related events, and due to the detection parameters (threshold, period, analysis interval, frequent detection, etc), an issue arose. See the following example with BurnRate formula for Failure rate event.

Efficiency 264

Efficiency Traffic Tuning Metrics 264

Dynatrace

SEPTEMBER 8, 2023

In part 2, we’ll show you how to retrieve business data from a database, analyze that data using dashboards and ad hoc queries, and then use a Davis analyzer to predict metric behavior and detect behavioral anomalies. Dynatrace users typically use extensions to pull technical monitoring data, such as device metrics, into Dynatrace.

Database 290

Database Artificial Intelligence Metrics Monitoring 290

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

NOVEMBER 15, 2022

Business events powered by our new Grail™ data lakehouse and by other Dynatrace platform technologies ensures the real-time precision that business and IT teams need to make data-driven decisions and improve business outcomes. Business events deliver the industry’s broadest, deepest, and easiest access to your critical business data.

Analytics 264

Analytics Mobile Metrics Games 264

Dynatrace

JANUARY 22, 2025

That’s where Dynatrace business events and automation workflows come into play to provide a comprehensive view of your CI/CD pipelines. This data covers all aspects of CI/CD activity, from workflow executions to runner performance and cost metrics. Workflow overview The workflow, though simple, is highly effective.

Monitoring 242

Monitoring DevOps Metrics Virtualization 242

Dynatrace

AUGUST 10, 2023

Dynatrace business events address these systemic problems, delivering real-time business observability to business and IT teams with the precision and context required to support data-driven decisions and improve business outcomes. However, in the real world, business-related data isn’t limited to metrics.

Database 246

Database Metrics Retail Analytics 246

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. Its as simple as that!

Development 245

Development Processing Monitoring Code 245

Dynatrace

NOVEMBER 11, 2022

While you’re waiting for the information to come back from the teams, Davis on-demand exploratory analysis can proactively find, gather, and automatically analyze any related metrics, helping get you closer to an answer. The problem report below shows Dynatrace correctly detecting a CPU saturation event on an Ubuntu node.

DevOps 245

DevOps C++ Serverless Processing 245

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 246

Metrics Infrastructure Database Open Source 246

Dynatrace

NOVEMBER 30, 2022

The volume of data and events grows in tandem with the rising complexity of IT infrastructure. While SNMP allows you to query monitored devices for performance information, SNMP traps are used to proactively report certain types of events. These can range from routine state transition events to critical problem reports.

Network 246

Network Infrastructure Metrics Monitoring 246

Dynatrace

DECEMBER 2, 2024

It should also be possible to analyze data in context to proactively address events, optimize performance, and remediate issues in real time. It also helps to have access to OpenTelemetry, a collection of tools for examining applications that export metrics, logs, and traces for analysis.

Artificial Intelligence 258

Artificial Intelligence DevOps Architecture Cloud 258

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 18, 2023

Business events are a special class of events, new to Business Analytics; together with Grail, our data lakehouse, they provide the precision and advanced analytics capabilities required by your most important business use cases. What are business events? This diagram shows a few examples of business events.

Analytics 246

Analytics Retail Storage Monitoring 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. User experiences go into many dimensions: business events, dashboards, session replay, synthetic checks which help with performance, reliability, and experience of digital interactions.

Analytics 286

Analytics Logistics IoT Mobile 286

Dynatrace

APRIL 8, 2022

While Fluentd solves the challenges of collecting and normalizing Kubernetes events and logs, Kubernetes performance and availability problems can rarely be solved by investigating logs in isolation. Precise, AI-powered anomaly root-cause determination based on automatic log analysis and custom user-defined events.

Metrics 245

Metrics Analytics Software Architecture Open Source 245

Dynatrace

JULY 24, 2023

They need event-driven automation that not only responds to events and triggers but also analyzes and interprets the context to deliver precise and proactive actions. These initial automation endeavors paved the way for greater advancements, leading to the next evolution of event-driven automation.

DevOps 246

DevOps Traffic Efficiency Servers 246

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

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 39 – Improving the User Experience in a Zero Trust World: Event Recap with Willie Hicks. Tune in for Mark and Willie’s highlights and takeaways from the event.

Metrics 246

Metrics Social Media Government Open Source 246

The Netflix TechBlog

FEBRUARY 14, 2025

Collecting Raw Impression Events As Netflix members explore our platform, their interactions with the user interface spark a vast array of raw events. These events are promptly relayed from the client side to our servers, entering a centralized event processing queue.

Tuning 165

Tuning Latency Efficiency Storage 165

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. What’s behind it all?

Innovation 288

Innovation Cloud Strategy AWS 288

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

JUNE 3, 2022

Often, raised problems are the result of custom settings with fixed thresholds or the creation of custom events for alerting. The root cause analysis section now contains links to custom events for alerting and manual performance thresholds. Leverage AI assistance to deliver better customer experience.

Metrics 246

Metrics Mobile IoT Monitoring 246

Dynatrace

NOVEMBER 26, 2019

Define custom events that can either trigger deeper analysis or contribute additional contextual information to Davis. The improved configuration workflow for custom event alerting offers a lot of power in terms of defining additional metric-based events for your Dynatrace environment. We opened up the Davis 2.0

Engineering 69

Engineering Serverless Metrics Code 69

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…? That’s late!

Metrics 337

Metrics Google Code Monitoring 337

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

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

Scalegrid

FEBRUARY 6, 2025

RabbitMQ is designed for flexible routing and message reliability, while Kafka handles high-throughput event streaming and real-time data processing. Kafka is optimized for high-throughput event streaming , excelling in real-time analytics and large-scale data ingestion. What is Apache Kafka?

Latency 147

Latency Analytics Architecture Storage 147

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

SEPTEMBER 10, 2024

To emit a run queue latency metric, we leveraged three eBPF hooks: sched_wakeup, sched_wakeup_new, and sched_switch. During this event, we generate a timestamp and store it in an eBPF hash map using the process ID as the key. ' They let us identify when a process is ready to run and is waiting for CPU time.

Latency 260

Latency Metrics Programming Monitoring 260

Dynatrace

SEPTEMBER 27, 2024

Incomplete view of the ordering process due to older systems Get business process observability across data silos with Dynatrace OpenPipeline Traditional observability platforms often focus on technical metrics and logs, which are essential for troubleshooting, but they don’t take business value into consideration.

Processing 263

Processing Retail Analytics Monitoring 263

Dynatrace

MAY 6, 2024

Red Hat and Dynatrace integration overview The strategic partnership and integration between Red Hat and Dynatrace are game changers that solve each mentioned pain point: Easily ingest (and gain precise insights into) your logs, metrics, traces, and business data. In-context topology identification.

DevOps 306

DevOps Software Engineering Games Infrastructure 306

The Netflix TechBlog

DECEMBER 17, 2024

The Challenge of Title Launch Observability As engineers, were wired to track system metrics like error rates, latencies, and CPU utilizationbut what about metrics that matter to a titlessuccess? Using the source of truth: Logs serve as a reliable source of truth by providing a comprehensive record of system events.

Traffic 170

Traffic Scalability Strategy Monitoring 170

Dynatrace

OCTOBER 4, 2024

Similar to the observability desired for a request being processed by your digital services, it’s necessary to comprehend the metrics, traces, logs, and events associated with a code change from development through to production. A pipeline can be the parent of multiple tasks to group the resulting events logically.

Software 278

Software Software Development Performance 278

Dynatrace

JUNE 21, 2024

Define monitoring goals and user experience metrics Next, define what aspects of a digital experience you want to monitor and improve — such as website performance, application responsiveness, or user engagement — and prioritize what to measure for each application. Load event start. Load event end.

Best Practices 264

Best Practices Monitoring Metrics Transportation 264