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 awareness allows teams to allocate and scale resources more effectively, reducing costs while ensuring CI/CD pipelines operate smoothly and efficiently.

Monitoring 242

Monitoring DevOps Metrics Virtualization 242

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 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

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 Strategy Cloud AWS 288

Dynatrace

APRIL 15, 2025

With this update, Davis AI can track and alert on KPI threshold violations to assure end-to-end process efficiency and reliability. Each business unit relies on a collection of processes, and each process has metrics and KPIs that can be affected by delays, exceptions, or failures. Average duration. Custom business KPI.

Processing 217

Processing Analytics C++ Metrics 217

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. An advanced observability solution can also be used to automate more processes, increasing efficiency and innovation among Ops and Apps teams. What is observability?

Metrics 363

Metrics Open Source Monitoring Cloud 363

Dynatrace

APRIL 9, 2025

The data lakehouse unifies the massive volume and variety of observability, security, and business data from cloud-native, hybrid, and multicloud environments while retaining data context to deliver instant, cost-efficient, and precise analytics. Dynatrace AutomationEngine.

Google 195

Google Cloud Analytics Infrastructure 195

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

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

FEBRUARY 10, 2023

They now use modern observability to monitor expanding cloud environments in order to operate more efficiently, innovate faster and more securely, and to deliver consistently better business results. Check out the guide from last year’s event. These are just some of the topics being showcased at Perform 2023 in Las Vegas.

Efficiency 306

Efficiency Performance Analytics DevOps 306

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

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 RabbitMQ? What is Apache Kafka?

Latency 147

Latency Analytics Architecture Storage 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.

Games 165

Games Analytics Innovation Metrics 165

Dynatrace

JULY 24, 2023

In the world of DevOps and SRE, DevOps automation answers the undeniable need for efficiency and scalability. 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.

DevOps 246

DevOps Traffic Efficiency Servers 246

Dynatrace

JANUARY 26, 2021

Unlike a traditional virtual machine-model where customers must build and manage an entire VM, serverless computing provides the ability to purchase only the CPU cycles and memory needed to support an application using an event-based pay-per-use model. To answer the question ‘what is serverless?’

Serverless 246

Serverless Efficiency Lambda Azure 246

Scalegrid

FEBRUARY 24, 2025

This guide will cover how to distribute workloads across multiple nodes, set up efficient clustering, and implement robust load-balancing techniques. This leadership ensures that messages are managed efficiently, providing the fastest fail-over among replicated queue types.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

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 172

Traffic Scalability Strategy Monitoring 172

Dynatrace

APRIL 10, 2025

Context-aware and topology-rich logs : Logs must be enriched with metadata and contextual information, allowing powerful log analytics of all distributed traces, metrics, and events within the Kubernetes topology. Easily derive metrics and events from logs for dashboarding and prediction.

Analytics 147

Analytics Metrics Open Source Monitoring 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

The Netflix TechBlog

SEPTEMBER 10, 2024

Continuous instrumentation is critical to catching such matters as they emerge, and eBPF, with its hooks into the Linux scheduler with minimal overhead, enabled us to monitor run queue latency efficiently. To emit a run queue latency metric, we leveraged three eBPF hooks: sched_wakeup, sched_wakeup_new, and sched_switch.

Latency 262

Latency Metrics Programming Monitoring 262

Dynatrace

OCTOBER 14, 2019

But sometimes you might have a scenario where simple access to log file content is not enough—you need to create a metric for log entries that contain “Error,” for instance, or something more complex like “Error and not Warning.” In such cases, you need the ability to turn log data into custom metrics. That’s it, you’re done!

Metrics 164

Metrics Monitoring AWS Availability 164

Dynatrace

SEPTEMBER 5, 2024

These developments open up new use cases, allowing Dynatrace customers to harness even more data for comprehensive AI-driven insights, faster troubleshooting, and improved operational efficiency. Customers have had a positive response to our native syslog implementation, noting its easy setup and efficiency.

Innovation 290

Innovation AWS Analytics Storage 290

Dynatrace

JULY 24, 2024

By leveraging Dynatrace observability on Red Hat OpenShift running on Linux, you can accelerate modernization to hybrid cloud and increase operational efficiencies with greater visibility across the full stack from hardware through application processes.

Availability 279

Availability Infrastructure Metrics Hardware 279

Dynatrace

JULY 22, 2024

Observability Observability is the ability to determine a system’s health by analyzing the data it generates, such as logs, metrics, and traces. There are three main types of telemetry data: Metrics. Metrics are typically aggregated and stored in time series databases for monitoring and alerting purposes.

Latency 264

Latency Best Practices Metrics Open Source 264

Dynatrace

SEPTEMBER 8, 2022

In cloud-native environments, there can also be dozens of additional services and functions all generating data from user-driven events. Metrics, logs , and traces make up three vital prongs of modern observability. With comprehensive logging support, security, operational efficiency, and application uptime all improve.

Cloud 260

Cloud Systems Analytics DevOps 260

Dynatrace

FEBRUARY 24, 2025

Theyre often categorized by their function; core processes directly create customer value, support processes increase departmental efficiency, and management processes drive strategic goals and compliance. Business events can come from: OneAgent a unique capability offering configurable no-code access to in-flight application payload.

Processing 147

Processing Analytics Infrastructure Monitoring 147

Dynatrace

NOVEMBER 1, 2022

DevOps and ITOps teams rely on incident management metrics such as mean time to repair (MTTR). These metrics help to keep a network system up and running?, Other such metrics include uptime, downtime, number of incidents, time between incidents, and time to respond to and resolve an issue. So, what is MTTR?

DevOps 276

DevOps Artificial Intelligence Metrics Network 276

DZone

FEBRUARY 5, 2024

Logs can include a wide variety of data, including system events, transaction data, user activities, web browser logs, errors, and performance metrics.

Analytics 278

Analytics Innovation Strategy Efficiency 278

Dynatrace

SEPTEMBER 13, 2023

This is a set of best practices and guidelines that help you design and operate reliable, secure, efficient, cost-effective, and sustainable systems in the cloud. The framework comprises six pillars: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 305

AWS Efficiency Azure Cloud 305

Dynatrace

MAY 6, 2024

This way, disruptions are minimized, MTTR is significantly decreased, and DevSecOps and SREs collaborate efficiently to boost productivity. Example implementation scenario #1 The diagram below illustrates configuration-event-based remediation with Dynatrace and Red Hat Ansible Automation Controller for a failing canary release.

DevOps 306

DevOps Software Engineering Games Java 306

Dynatrace

OCTOBER 14, 2020

We want to share how Dynatrace helped us identify and fix memory leaks in one of the most central and critical components within Keptn: our event broker. For that reason, we started a simple load-test scenario where we flooded our event-based system with 100 cloud-events per minute. It happened in June 2020. Can we fix it?

Cloud 302

Cloud Development Open Source Monitoring 302

Dynatrace

OCTOBER 4, 2022

Achieving the ideal state with aggregated, centralized log data, metrics, traces , and other metadata is challenging—particularly for multicloud environments. Lining up traces, logs, and metrics based on user events and timestamps provides the most complete picture of full-stack dependencies. Eliminates team silos.

Analytics 264

Analytics Storage Infrastructure Metrics 264

Dynatrace

MARCH 29, 2024

This year, Google’s event will take place from April 9 to 11 in Las Vegas. Visit Dynatrace booth #1141 during the event to explore how its real-time insights and optimization capabilities ensure seamless scalability and performance. Learn more.

Google 290

Google Innovation Cloud Analytics 290

Dynatrace

FEBRUARY 28, 2024

The Visual Resolution Path offers a chronological overview of events detected by Dynatrace across all components linked to the underlying issue. Additionally, align the action’s validation window with the timeframe derived from the recently completed test events. Configure an action for the Site Reliability Guardian in the workflow.

DevOps 264

DevOps Metrics Engineering Analytics 264

The Netflix TechBlog

JANUARY 2, 2025

The primary goals of these campaigns are to encourage more people to install and play the games, making incremental installs and engagement crucial metrics for evaluating their effectiveness. This causal inference design involves a systematic framework we designed to measure game events that relies on synthetic control ( blogpost ).

Analytics 190

Analytics Engineering Games Entertainment 190

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