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. While classic logging is an essential tool in debugging issues, it often lacks context and only provides snapshot information of one specific location in your code/application.

Metrics 245

Metrics Open Source Traffic Cache 245

Dynatrace

OCTOBER 15, 2021

Loosely defined, observability is the ability to understand what’s happening inside a system from the knowledge of the external data it produces, which are usually logs, metrics, and traces. Logs, metrics, and traces make up the bulk of all telemetry data. The data life cycle has multiple steps from start to finish.

Open Source 246

Open Source Metrics Cloud Transportation 246

Dynatrace

NOVEMBER 23, 2020

To ensure observability, the open source CNCF project OpenTelemetry aims at providing a standardized, vendor-neutral way of pre-instrumenting libraries and platforms and annotating UserLAnd code. New OpenTelemetry metrics exporters provide the broadest language support on the market.

Metrics 200

Metrics Open Source Tuning Analytics 200

Dynatrace

APRIL 8, 2020

Java Memory Management, with its built-in garbage collection, is one of the language’s finest achievements. However, garbage collection is one of the main sources of performance and scalability issues in any modern Java application. Optimize your code by finding and fixing the root cause of garbage collection problems.

Speed 214

Speed Code Java Lambda 214

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

The Netflix TechBlog

FEBRUARY 3, 2021

By open-sourcing the project, we hope to contribute to the Java and GraphQL communities and learn from and collaborate with everyone who will be using the framework to make it even better in the future. The transition to the new federated architecture meant that many of our backend teams needed to adopt GraphQL in our Java ecosystem.

Open Source 246

Open Source Java Architecture Metrics 246

Dynatrace

MAY 6, 2019

For this blog post I want to focus on how you can leverage Dynatrace to get a lot of insight into your plugin code. Part 1 – The code as it stood. The Juniper plugin is an ActiveGate Plugin written in Python, it consists of a script that connects to a Juniper Networks device and collects some facts and metrics about it.

Code 153

Code Development Metrics Network 153

Dynatrace

NOVEMBER 3, 2023

focused on technology coverage, building on the flexibility of JMX for Java and Python-based coded extensions for everything else. While Python code can address most data acquisition and ingest requirements, it comes at the cost of complexity in implementation and use-case modeling. Comprehensive metrics support Extensions 2.0

Technology 264

Technology Technology Scalability Availability 264

Dynatrace

FEBRUARY 9, 2023

While memory allocation analysis can show wasteful or inefficient code, it can also reveal different problems, one of which we’ll examine in this blog post. We recently extended the pre-shipped code-level API definitions to group logical parts of our code so they’re consistently highlighted in all code-level views.

Java 246

Java Metrics Servers Code 246

Dynatrace

NOVEMBER 6, 2023

The Dynatrace ® unified observability and security platform addresses the needs of enterprise-edge scenarios by managing the health and performance of containerized applications and multi-cloud infrastructures with metrics, traces, and logs in one place. The following illustrations outline a typical Red Hat Device Edge and Dynatrace setup.

Retail 306

Retail Storage Analytics Cloud 306

Dynatrace

JULY 31, 2020

Fully automated code-level visibility. Apart from its best-in-class observability capabilities like distributed traces, metrics, and logs, Dynatrace OneAgent additionally provides automatic deep code-level insights for Java,NET, Node.js, PHP, and Golang, without the need to change any application code or configuration.

Monitoring 264

Monitoring Performance Java Processing 264

Dynatrace

NOVEMBER 18, 2021

Manual and configuration-heavy approaches to putting telemetry data into context and connecting metrics, traces, and logs simply don’t scale. With PurePath ® distributed tracing and analysis technology at the code level, Dynatrace already provides the deepest possible insights into every transaction. How to get started.

Analytics 246

Analytics Cloud Java Serverless 246

Dynatrace

DECEMBER 13, 2024

Managing Auto-Instrumentation in Pods The Operator automatically injects and configures auto-instrumentation for your applications, which enables you to collect telemetry data without modifying your source code. Instrumentation Instrumentation is the process of adding code to software to generate telemetry signalslogs, metrics, and traces.

Java 246

Java Servers Code Metrics 246

Dynatrace

OCTOBER 8, 2020

This means, you don’t need to change even a single line of code in the serverless functions themselves. Full integration with existing Dynatrace capabilities for AWS Lambda (for example, metric ingestion via AWS Cloud Watch). In upcoming sprints, additional improvements will include: Support for Java-based functions.

Lambda 345

Lambda AWS Programming Serverless 345

Dynatrace

FEBRUARY 25, 2021

Dynatrace has offered a Lambda code module for Node.js This has led to the recent release of our new Lambda monitoring extension supporting Node.js, Java, and Python. In theory, an existing code module or agent can be used to monitor a Lambda function if there’s a way to load it into the running Lambda process.

Lambda 278

Lambda AWS Monitoring Serverless 278

Dynatrace

DECEMBER 4, 2023

OpenTelemetry has become a standard for collecting traces, metrics, and logs. Given the prevalence of Python in AI model development, OpenTelemetry serves as a robust standard for collecting observability data, including traces, metrics, and logs. Maintained under the Apache 2.0 However, Python models are trickier.

Open Source 279

Open Source Metrics Java Latency 279

DZone

DECEMBER 18, 2020

In the first part, I've introduced Cyclomatic Complexity ( CYC ) metrics in the previous part. So CYC has no intention to be a readability code metric. Cognitive Complexity Metric. Cognitive Complexity (CC) attempts to count the cognitive effort required to understand the code's flow.

Code 147

Code Metrics Java Performance 147

Dynatrace

APRIL 7, 2022

One of these solutions is Micrometer which provides 17+ pre-instrumented JVM-based frameworks for data collection and enables instrumentation code with a vendor-neutral API. Micrometer is used for instrumenting both out-of-the-box and custom metrics from Spring Boot applications. That’s a large amount of data to handle.

Metrics 130

Metrics Java Latency Cache 130

Dynatrace

APRIL 7, 2022

One of these solutions is Micrometer which provides 17+ pre-instrumented JVM-based frameworks for data collection and enables instrumentation code with a vendor-neutral API. Micrometer is used for instrumenting both out-of-the-box and custom metrics from Spring Boot applications. That’s a large amount of data to handle.

Metrics 130

Metrics Java Latency Cache 130

The Netflix TechBlog

NOVEMBER 9, 2022

We decided to move one of our Java microservices?—?let’s We turned to JVM-specific profiling, starting with the basic hotspot stats, and then switching to more detailed JFR (Java Flight Recorder) captures to compare the distribution of the events. The problem It started off as a routine migration. let’s call it GS2?—?to

Hardware 363

Hardware Cache Performance Latency 363

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. When a cgroup ID correlates with a container, we emit a percentile timer Atlas metric (runq.latency) for that container. ' They let us identify when a process is ready to run and is waiting for CPU time.

Latency 262

Latency Metrics Programming Monitoring 262

Dynatrace

AUGUST 17, 2023

Spring also introduced Micrometer, a vendor-agnostic metric API with rich instrumentation options. Soon after, Dynatrace built a registry for exporting Micrometer metrics. Our data APIs, which ingest millions of metrics, traces, and logs per second, are reconciled using Micrometer-based metrics.

Metrics 246

Metrics Analytics Speed Java 246

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

NOVEMBER 6, 2023

When an incident occurs, developers need to know what data to look at, where the incident occurred, and other relevant metrics. But developers need code-level visibility and code-level data.” That’s not how I envision code-level observability,” Laifenfeld said. KubeCon North America is this week.

Development 290

Development DevOps Programming Cloud 290

Dynatrace

JULY 10, 2019

Dynatrace monitors your full stack and offers you thousands of metrics with almost zero configuration. Just a single OneAgent per host is required to collect all relevant monitoring data, all the way down to specific lines of code. This article we help distinguish between process metrics, external metrics and PurePaths (traces).

Java 197

Java Best Practices Metrics Azure 197

Dynatrace

NOVEMBER 22, 2021

It affects only those extensions that use native libraries called from Python code distributed with the extension. Symptoms : Metrics provided by affected extensions may stop working, such that no data is provided for affected metrics on dashboards, alerts, and custom device pages populated by the affected extension metrics.

Operating System 246

Operating System Java Metrics Google 246

Dynatrace

NOVEMBER 20, 2019

In particular, the following capabilities are included in this release of OneAgent for Linux on Z platform: Deep-code monitoring. OneAgent for IBM Z platform comes with several deep-code monitoring modules: Java, Apache/IHS, and IIB/MQ (read more about this announcement in our blog post about IBM Integration Bus monitoring ).

Availability 43

Availability Hardware Java Tuning 43

Dynatrace

JUNE 13, 2022

Open source code, for example, has generated new threat vectors for attackers to exploit. Considering open source software (OSS) libraries now account for more than 70% of most applications’ code base, this threat is not going anywhere anytime soon. Spring4Shell vulnerabilities expose Java Spring Framework apps to exploitation.

Open Source 246

Open Source DevOps Java Innovation 246

The Netflix TechBlog

SEPTEMBER 8, 2020

On the Android team, while most of our time is spent working on the app, we are also responsible for maintaining this backend that our app communicates with, and its orchestration code. Image taken from a previously published blog post As you can see, our code was just a part (#2 in the diagram) of this monolithic service. Java…Script?

Latency 241

Latency Cache Java Traffic 241

Dynatrace

MAY 9, 2022

Modernize the application, containerize the application, and refactor the code. Figure 5 shows the service flow of a Java-based application hosted on VMware. A service flow of a Java-based application hosted on VMware. Repurchase. Migrate to SaaS or marketplace products. Migrate to the same architecture in a different location.

Strategy 246

Strategy Cloud Infrastructure Metrics 246

Dynatrace

JULY 11, 2019

I have been using it at my current tour through different conferences ( Devoxx , Confitura ) and meetups, ( Cloud Native , KraQA , Trojmiasto Java UG ) where I’ve promoted keptn. Automated Metric Anomaly Detection. Prometheus is a great open source monitoring solution in the cloud-native space that gives me a lot of metrics.

Open Source 54

Open Source Metrics Monitoring Cloud 54

Dynatrace

MAY 17, 2023

Making applications observable—relying on metrics, logs, and traces to understand what software is doing and how it’s performing—has become increasingly important as workloads are shifting to multicloud environments. We also introduced our demo app and explained how to define the metrics and traces it uses.

Metrics 243

Metrics Database Monitoring Network 243

Dynatrace

JUNE 16, 2020

This real-time visibility, as well as proven code-level analysis from cloud to the mainframe, gives enterprises a huge competitive advantage—they can eliminate inefficiencies and consequently, innovate at a faster rate. Easily achieve a cost-effective IBM Z configuration by monitoring relevant infrastructure metrics.

Innovation 207

Innovation Metrics Infrastructure Programming 207

Dynatrace

JANUARY 9, 2022

Symptoms : No data is provided for affected metrics on dashboards, alerts, and custom device pages populated by the affected extension metrics. Impact : This issue affects only those extensions that use native libraries called from Python code distributed with the extension. Extension logs display errors. x – 2.12.x.

Operating System 246

Operating System Google Java Virtualization 246

Dynatrace

AUGUST 30, 2023

Cloud-native observability for Google’s fully managed GKE Autopilot clusters demands new methods of gathering metrics, traces, and logs for workloads, pods, and containers to enable better accessibility for operations teams. Managed Kubernetes clusters on GKE Autopilot have gained unprecedented momentum among enterprises.

Google 264

Google Cloud Innovation Infrastructure 264

Dynatrace

JULY 18, 2022

Users can add the APIs manually to their code to define exactly what needs to be measured and monitored continuously after the code is deployed for maintenance purposes. The reference architecture works with C++,NET, Erlang/Elixir, Go, Java, PHP, Python, Ruby, Rust, and Swift — with support for additional languages to come.

Artificial Intelligence 246

Artificial Intelligence Open Source Analytics Monitoring 246

Dynatrace

JULY 31, 2020

Loosely defined, Observability boils down to inferring the internal health and state of a system by looking at the external data it produces, which most commonly are logs, metrics, and traces. The answer is in the data collection, and more specifically, how the logs, metrics, traces are collected. Java, Python, .Net,

Open Source 246

Open Source Metrics Google Java 246