DZone

JUNE 16, 2025

As applications scale dynamically within Kubernetes environments, tracking performance issues, enforcing security policies, and ensuring smooth deployments become complex challenges. In modern microservices architectures, achieving comprehensive observability is not just an option—it's a necessity.

Metrics 100

Metrics Performance Architecture Monitoring 100

Scalegrid

MAY 22, 2025

Database performance issues, such as slow queries and high CPU usage, can severely impact your applications. Implementing appropriate indexes is a critical strategy for optimizing database performance, as it helps identify frequently used columns in search conditions and enhances query efficiency.

Database 130

Database Performance Hardware Traffic 130

Dynatrace

OCTOBER 31, 2024

Provide an at-a-glance view of your system’s health and performance Dynatrace guides you in quickly getting the most valuable SLOs set up in just a few clicks. Heterogeneous services require heterogeneous indicators Metrics, logs, and traces are the core ingredients for making your environment observable.

Metrics 277

Metrics Availability Monitoring Scalability 277

DZone

MAY 21, 2025

In one of the previous articles on identifying issues in your project, Creating a Web Project: Key Steps to Identify Issues, we discussed how to analyze application performance and how collecting metrics can assist in this task. However, identifying a problem is only the first step; action must be taken to resolve it.

Cache 147

Cache Performance Metrics 147

DZone

APRIL 8, 2025

The right policy can significantly reduce mean response time without needing faster machines, effectively improving performance for free. Scheduling also optimizes other metrics, such as user fairness and differentiated service levels, ensuring some job classes have lower mean delays than others [1].

Performance 147

Performance Metrics Design Systems 147

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

OCTOBER 17, 2024

The newly introduced Network devices and Details view within Hosts provide comprehensive health status information, relevant networking signals, and machine metrics—all analyzed and provided by the industry-leading combination of Dynatrace Grail™ data lakehouse and Davis ® AI. Overview of a cloud-hosted frontend web application.

Infrastructure 246

Infrastructure Network DevOps Metrics 246

DZone

JULY 2, 2024

Recently, I encountered a task where a business was using AWS Elastic Beanstalk but was struggling to understand the system state due to the lack of comprehensive metrics in CloudWatch. By default, CloudWatch only provides a few basic metrics such as CPU and Networks.

Metrics 241

Metrics AWS Virtualization Network 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. With Dashboards , you can monitor business performance, user interactions, security vulnerabilities, IT infrastructure health, and so much more, all in real time.

Metrics 243

Metrics Infrastructure Monitoring Best Practices 243

Dynatrace

MAY 22, 2025

To combat these issues, Google introduced Core Web Vitals (CWVs): a set of metrics designed to measure and improve the user experience of websites. But despite their importance, understanding and mastering these metrics can be just one more set of signals your team has to manage. LCP measures loading performance.

Google 226

Google Website Metrics Monitoring 226

Dynatrace

JANUARY 21, 2025

Ensuring smooth operations is no small feat, whether you’re in charge of application performance, IT infrastructure, or business processes. Chances are, youre a seasoned expert who visualizes meticulously identified key metrics across several sophisticated charts. For instance, in a web shop, sales might vary by day of the week.

Traffic 262

Traffic Metrics Analytics Monitoring 262

The Netflix TechBlog

DECEMBER 17, 2024

DataJunction: Unifying Experimentation and Analytics Yian Shang , AnhLe At Netflix, like in many organizations, creating and using metrics is often more complex than it should be. DJ acts as a central store where metric definitions can live and evolve. As an example, imagine an analyst wanting to create a Total Streaming Hours metric.

Analytics 229

Analytics Engineering Entertainment Metrics 229

Dynatrace

JUNE 17, 2025

The next big wave in artificial intelligence is agentic AI, which harnesses autonomous agents to perform tasks by reasoning, learning, and adapting to changing circumstances. AI agent observability and Amazon Bedrock Agents monitoring help deliver better performance, ensure compliance, and provide detailed debugging tools.

Monitoring 204

Monitoring Best Practices Artificial Intelligence AWS 204

Dynatrace

OCTOBER 23, 2024

When I founded Dynatrace, I aimed to bridge the gap between IT performance and user experience. 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. Using causal AI, we identified and resolved performance issues automatically.

Analytics 286

Analytics Logistics IoT Mobile 286

Dynatrace

JUNE 16, 2025

Organizations can no longer rely on manually monitoring the performance and availability of their applications and infrastructure. The challenges leaders face Many business leaders understand the importance of digital transformation but lack the full visibility needed to connect IT performance with business outcomes.

Logistics 222

Logistics DevOps Cloud Efficiency 222

Dynatrace

JANUARY 22, 2025

But as with many other automation tools, it can be difficult to maintain the performance and visibility of these workflows. Everyone involved in the software delivery lifecycle can work together more effectively with a single source of truth and a shared understanding of pipeline performance and health.

Monitoring 242

Monitoring DevOps Metrics Virtualization 242

Dynatrace

OCTOBER 10, 2024

Get started with quick analysis in Notebooks and Dashboards Davis CoPilot allows you to perform rapid data analysis in Notebooks and Dashboards by translating natural language prompts into Dynatrace Query Language (DQL). In this case, Davis CoPilot can’t generate a valid DQL query since it won’t be able to find a matching built-in metric.

Availability 306

Availability Metrics Tuning Analytics 306

Dynatrace

DECEMBER 18, 2024

This allows you to build customized visualizations with Dashboards or perform in-depth analysis with Notebooks. Select any execution you’re interested in to display its details, for example, the content response body, its headers, and related metrics. Details of requests sent during each monitor execution are also available.

Monitoring 246

Monitoring Testing Metrics Analytics 246

Dynatrace

FEBRUARY 27, 2025

OpenTelemetry is enhancing GenAI observability : By defining semantic conventions for GenAI and implementing Python-based instrumentation for OpenAI, OpenTel is moving towards addressing GenAI monitoring and performance tuning needs. Semantic Conventions, or semconv, are the standard that makes it all possible.

Tuning 310

Tuning Open Source Innovation Monitoring 310

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

NOVEMBER 11, 2024

Service-level objectives (SLOs) can play a vital role in ensuring that all stakeholders have visibility into the resources being used and the performance of their applications. If your team is responsible for setting up Kubernetes clusters, you might want to monitor and optimize the workload performance when setting up SLOs.

Efficiency 263

Efficiency Best Practices Monitoring Cloud 263

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

MAY 18, 2025

NVIDIA Blackwell systems provide high-performance infrastructure for enterprise AI, and now, thanks to the Dynatrace integration with the NVIDIA Enterprise AI Factory reference design, enterprises can add Dynatrace Full-Stack Observability to NVIDIA Blackwell infrastructure.

Healthcare 200

Healthcare Monitoring Infrastructure Metrics 200

Dynatrace

JUNE 12, 2025

Auth0 monitoring with the Dynatrace observability and security platform enables organizations to gain unprecedented insights into authentication behaviors, security anomalies, and the relationship between identity events and application performance. Advanced visualization. Proactive alerting. Security monitoring.

Monitoring 201

Monitoring Analytics Best Practices Metrics 201

Dynatrace

JUNE 17, 2025

But what happens when you’re staring at a mountain of logs or metrics and don’t even know what to look for? Search within complex structures Grail’s unique data warping technology allows for index-free, schema-on-read, high-performance queries, enabling you to flexibly analyze diverse datasets.

AWS 212

AWS Analytics DevOps Metrics 212

Dynatrace

APRIL 10, 2025

Break data silos and add context for faster, more strategic decisions : Unifying metrics, logs, traces, and user behavior within a single platform enables real-time decisions rooted in full context, not guesswork. Standardizing platforms minimizes inconsistencies, eases regulatory compliance, and enhances software quality and security.

Strategy 296

Strategy Storage Network Architecture 296

Dynatrace

JUNE 23, 2025

Empowering real-time insights through petabyte-scale data processing of all your data Modern cloud native systems generate massive volumes of telemetry data, spanning logs, metrics, events, and traces. Spans can also extract metrics and route them into defined target buckets. Create unified metrics from different data types.

Processing 157

Processing Analytics Metrics Traffic 157

Speed Curve

JANUARY 19, 2025

Let's kick off the new year by celebrating someone who has not just had a huge impact on web performance over the past few years, but who has even more exciting stuff in the works for the future: Annie Sullivan! Annie and her team navigate this arduous task with true passion for web performance and for improving the user experience.

Performance 98

Performance Google Speed Metrics 98

DZone

NOVEMBER 17, 2023

This is an article from DZone's 2023 Observability and Application Performance Trend Report. Overlooking the nuances of the system state — spanning infrastructure, application performance, and user interaction — is a risk businesses can't afford.

Monitoring 278

Monitoring Performance Infrastructure Metrics 278

Dynatrace

MAY 27, 2025

The IT teams that adopt SAP S/4HANA and benefit from RISE to achieve business efficiency also strive to maintain performance and reliability. By seamlessly capturing metrics, logs, traces, and business events in one unified platform, teams are able to surface actionable insights and pinpoint issues in just minutes.

Monitoring 184

Monitoring Analytics Metrics Cloud 184

Dynatrace

DECEMBER 2, 2024

Find and prevent application performance risks A major challenge for DevOps and security teams is responding to outages or poor application performance fast enough to maintain normal service. It should also be possible to analyze data in context to proactively address events, optimize performance, and remediate issues in real time.

Artificial Intelligence 258

Artificial Intelligence DevOps Architecture Cloud 258

DZone

MAY 14, 2025

To develop a high-performance mobile application, you need functional code and a responsive, intuitive user experience. As a mobile developer who has spent years working with Android, Ive learned that performance optimization is both art and science.

Mobile 130

Mobile Development Performance Latency 130

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

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. BlackDuck performs a security and vulnerability check, returning a scan result.

Software 278

Software Software Development Performance 278

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

JUNE 17, 2025

Collector memory and heap usage: Track memory consumption and heap usage to ensure optimal performance. It surfaces key performance indicators that highlight when your collectors are under pressure, enabling you to take proactive action before problems escalate. Receivers: View signals accepted and refused, categorized by data type.

Monitoring 144

Monitoring Metrics Best Practices Efficiency 144

Dynatrace

APRIL 15, 2025

The app tracks the progress of every process instance, reporting individual and aggregated process performance, throughput, exceptions, and business outcomes. 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. Is there a trend?

Processing 215

Processing Analytics C++ Metrics 215