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

Dynatrace

MAY 17, 2022

From a cost perspective, internal customers waste valuable time sending tickets to operations teams asking for metrics, logs, and traces to be enabled. A team looking for metrics, traces, and logs no longer needs to file a ticket to get their app monitored in their own environments. This approach is costly and error prone.

Availability 348

Availability Scalability Cloud Metrics 348

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. By analogy, envision an apple tree where an apple drops.

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

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

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

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 277

Metrics Analytics Monitoring Cloud 277

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

JULY 23, 2020

With the advent and ingestion of thousands of custom metrics into Dynatrace, we’ve once again pushed the boundaries of automatic, AI-based root cause analysis with the introduction of auto-adaptive baselines as a foundational concept for Dynatrace topology-driven timeseries measurements. In many cases, metric behavior changes over time.

Metrics 277

Metrics Innovation Strategy Monitoring 277

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 30, 2022

The volume of data and events grows in tandem with the rising complexity of IT infrastructure. SNMP provides access to availability and performance indicators. While SNMP allows you to query monitored devices for performance information, SNMP traps are used to proactively report certain types of events.

Network 246

Network Infrastructure Metrics Monitoring 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 166

Tuning Latency Efficiency Storage 166

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

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

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

AUGUST 5, 2020

Dynatrace Synthetic Monitoring allows you to proactively monitor the availability of your public as well as your internal web applications and API endpoints from locations around the globe or important internal locations such as branch offices. Ensure better user experience with paint-focused performance metrics. Dynatrace news.

Metrics 246

Metrics Monitoring Performance Benchmarking 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

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

JULY 31, 2020

We’re happy to announce the General Availability of cross-environment dashboarding capabilities (having released this functionality in an Early Adopter release with Dynatrace version 1.172 back in June 2019). Keep the token secret available for the second and final configuration step. Dynatrace news.

Availability 257

Availability Best Practices Monitoring Network 257

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); }.

Metrics 214

Metrics Open Source Lambda Serverless 214

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

JUNE 25, 2020

Dynatrace Managed is intrinsically highly available as it stores three copies of all events, user sessions, and metrics across its cluster nodes. Our Premium High Availability comes with the following features: Active-active deployment model for optimum hardware utilization. Dynatrace news.

Availability 264

Availability Hardware Latency Traffic 264

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. How to get started.

Metrics 246

Metrics Mobile IoT 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

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

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

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

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 Efficiency 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. There are kfuncs available to lock and unlock RCU read-side critical sections.

Latency 262

Latency Metrics Programming Monitoring 262

Dynatrace

OCTOBER 6, 2023

Table name Default bucket logs default_logs events default_events metrics default_metrics bizevents default_bizevents dt.system.events dt_system_events entities spans (in the future) The default buckets let you ingest data immediately, but you can also create additional custom buckets to make the most of Grail.

Artificial Intelligence 279

Artificial Intelligence Metrics Analytics Storage 279

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

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

Dynatrace

MARCH 14, 2023

Available directly from the AWS Marketplace , Dynatrace provides full-stack observability and AI to help IT teams optimize the resiliency of their cloud applications from the user experience down to the underlying operating system, infrastructure, and services. How does Dynatrace help?

AWS 306

AWS Lambda Serverless Virtualization 306

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 264

Cloud Azure Analytics Open Source 264

Dynatrace

SEPTEMBER 5, 2024

Logs are immediately available for troubleshooting, security investigations, and auditing, becoming integral to the platform alongside traces and metrics. This integration with AWS Firehose simplifies observability by removing intermediary components, which allows seamless log capture and analysis directly in the Grail data lakehouse.

Innovation 290

Innovation AWS Analytics Storage 290