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 175

Metrics Engineering Energy Tuning 175

Dynatrace

MARCH 16, 2022

Now, Dynatrace has the ability to turn numerical values from logs into metrics, which unlocks AI-powered answers, context, and automation for your apps and infrastructure, at scale. Whatever your use case, when log data reflects changes in your infrastructure or business metrics, you need to extract the metrics and monitor them.

Metrics 210

Metrics Lambda Infrastructure Monitoring 210

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 197

Metrics Infrastructure Open Source Database 197

Dynatrace

FEBRUARY 2, 2023

But are observability platforms—born from the collision between the demands of cloud computing and the limitations of APM and infrastructure monitoring—the best solution for managing business analytics? Metric extraction is a convenient way to create your business metrics, delivering fast, flexible, and cost-effective analytics.

Analytics 197

Analytics Metrics DevOps Storage 197

Dynatrace

MAY 4, 2021

Infrastructure complexity is costing enterprises money. AIOps offers an alternative to traditional infrastructure monitoring and management with end-to-end visibility and observability into IT stacks. As 69% of CIOs surveyed said, it’s time for a “radically different approach” to infrastructure monitoring.

Infrastructure 178

Infrastructure Monitoring Artificial Intelligence Cloud 178

Dynatrace

JUNE 29, 2022

More than 90% of enterprises now rely on a hybrid cloud infrastructure to deliver innovative digital services and capture new markets. That’s because cloud platforms offer flexibility and extensibility for an organization’s existing infrastructure. Dynatrace news. With public clouds, multiple organizations share resources.

Infrastructure 179

Infrastructure Cloud Azure AWS 179

Dynatrace

SEPTEMBER 28, 2021

The emerging concepts of working with DevOps metrics and DevOps KPIs have really come a long way. DevOps metrics to help you meet your DevOps goals. Like any IT or business project, you’ll need to track critical key metrics. Here are nine key DevOps metrics and DevOps KPIs that will help you be successful.

DevOps 196

DevOps Metrics Traffic Efficiency 196

Dynatrace

AUGUST 5, 2020

Synthetic monitors are also the perfect tool to monitor performance baselines. This clean-room, lab-like environment allows you to react to slight changes in performance. It also gives you the first indication of whether a new deployment of your application or API leads to a performance improvement or, perhaps, a regression.

Metrics 211

Metrics Monitoring Performance Benchmarking 211

Dynatrace

DECEMBER 9, 2020

For example, you can get comprehensive monitoring of SAP ABAP Systems , which lowers the barrier of communication between enterprise IT operations and SAP Basis teams. Simplify SAP HANA performance monitoring and analysis. Enable the Davis AI causation engine to automatically analyze every metric.

Infrastructure 196

Infrastructure Database Monitoring Metrics 196

The Netflix TechBlog

OCTOBER 19, 2020

a Netflix member via Twitter This is an example of a question our on-call engineers need to answer to help resolve a member issue?—?which Now let’s look at how we designed the tracing infrastructure that powers Edgar. This insight led us to build Edgar: a distributed tracing infrastructure and user experience.

Infrastructure 233

Infrastructure Transportation Storage Open Source 233

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. In addition to tracing, observability also defines two other key concepts, metrics and logs. When software runs in a monolithic stack on on-site servers, observability is manageable enough. What is OpenTelemetry?

Metrics 177

Metrics Open Source Traffic Cache 177

Dynatrace

SEPTEMBER 18, 2020

Sure, cloud infrastructure requires comprehensive performance visibility, as Dynatrace provides , but the services that leverage cloud infrastructures also require close attention. Well-defined APIs are required for managing such microservices and tracking changes in their performance. Read on to see how it works.

Infrastructure 190

Infrastructure Latency Metrics Analytics 190

Dynatrace

JULY 7, 2020

By deploying OneAgent via the OneAgent Operator in Kubernetes environments, application teams can understand and ensure that their applications deliver the expected value and performance. In addition to the existing Kubernetes metrics we’ve introduced a number of new metrics you might want to use in your dashboards.

Infrastructure 195

Infrastructure Metrics Monitoring Cloud 195

Dynatrace

JULY 8, 2020

One of the promises of container orchestration platforms is to make i t easier for the developers to accelerate the deployment of their app lication s without having to worry about scalability and infrastructure dependencies. When Kubernetes perform autoscaling (up/down) and on what. U nlike CPU, it ’s not compressible.

Infrastructure 196

Infrastructure Monitoring Cloud Metrics 196

Dynatrace

APRIL 18, 2024

Observability of applications and infrastructure serves as a critical foundation for DevOps and platform engineering, offering a comprehensive view into system performance and behavior. Shifting left is an approach that includes software quality, performance, and security testing as a part of the SDLC.

DevOps 187

DevOps Engineering Artificial Intelligence Infrastructure 187

Dynatrace

MARCH 6, 2024

Platform engineering creates and manages a shared infrastructure and set of tools, such as internal developer platforms (IDPs) , to enable software developers to build, deploy, and operate applications more efficiently. As a result, teams can focus on writing code and building features rather than dealing with infrastructure nuances.

Engineering 237

Engineering Development DevOps Infrastructure 237

Dynatrace

APRIL 17, 2024

Mainframe is a strong choice for hybrid cloud, but it brings observability challenges IBM Z is a mainframe computing platform chosen by many organizations with a hybrid cloud strategy because of its security, resiliency, performance, scalability, and sustainability. Next you can start using logs in your troubleshooting and analysis tasks.

Operating System 201

Operating System Energy Infrastructure Architecture 201

Dynatrace

JULY 21, 2020

In those cases, what should you do if you want to be proactive and ensure that your infrastructure is always up and running? Are you looking to monitor your infrastructure using one of our ready-made extensions, or would you like to draw on our experience and create your own synthetic monitors? Third-party synthetic monitors.

Infrastructure 152

Infrastructure Monitoring Open Source Traffic 152

Dynatrace

OCTOBER 15, 2021

OpenTelemetry (also referred to as OTel) is an open-source observability framework made up of a collection of tools, APIs, and SDKs, that enables IT teams to instrument, generate, collect, and export telemetry data for analysis and understand software performance and behavior. Logs, metrics, and traces make up the bulk of all telemetry data.

Open Source 216

Open Source Metrics Cloud Transportation 216

Dynatrace

MARCH 18, 2021

DevOps metrics and digital experience data are critical to this. Dynatrace got to explore this challenge as part of our 2021 Perform series when we spoke with Mark Forrester, Digital Readiness Manager for Mitchells & Butlers (M&B) – one of the UK’s largest restaurants and bar groups. Dynatrace news. Beginnings of BizDevOps.

DevOps 209

DevOps Metrics Virtualization Strategy 209

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 282

DevOps Software Engineering Games Java 282

Dynatrace

JANUARY 12, 2021

In Part 1 we explored how you can use the Davis AI to analyze your StatsD metrics. In Part 2 we showed how you can run multidimensional analysis for external metrics that are ingested via the OneAgent Metric API. In Part 3 we discussed how the Davis AI can analyze your metrics from scripting languages like Bash or PowerShell.

Metrics 176

Metrics Open Source Monitoring Analytics 176

Dynatrace

FEBRUARY 21, 2024

To remain competitive in today’s fast-paced market, organizations must not only ensure that their digital infrastructure is functioning optimally but also that software deployments and updates are delivered rapidly and consistently. Continuous, informed improvement : Quality gates provide consistent feedback on key metrics.

Speed 203

Speed Software Software Latency 203

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 207

Metrics Innovation Strategy Monitoring 207

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. Detailed performance analysis for better software architecture and resource allocation. Fluentd logs in context: Example use cases.

Metrics 176

Metrics Analytics Software Architecture Open Source 176

Dynatrace

OCTOBER 26, 2020

Dynatrace has recently enhanced its Metrics APIs, allowing everyone to send any type of metric with any set of data dimension to Davis, Dynatrace’s AI engine. All your JMeter results in Dynatrace for better performance engineering. In our conversation, I mentioned the new Dynatrace Metrics ingestion and off we went. ??

Innovation 152

Innovation Metrics Hardware Games 152

Dynatrace

FEBRUARY 10, 2023

These are just some of the topics being showcased at Perform 2023 in Las Vegas. Perform 2023 news At Perform 2023 in Las Vegas, the headliner theme is IT automation. For example, development teams can use automation to increase efficiency in the software development lifecycle. We’ll post news here as it happens!

Efficiency 272

Efficiency Performance Analytics DevOps 272

Dynatrace

JUNE 3, 2022

Whenever a performance problem is flagged, Infrastructure and Operations (I&O) practitioners strive to resolve the issue as soon as possible by identifying the root cause, understanding the impact, obtaining the relevant details, and fixing the issue within the shortest possible timeframe—the meantime to resolution (MTTR).

Metrics 221

Metrics Mobile IoT Monitoring 221

Dynatrace

MARCH 18, 2024

In a Dynatrace Perform 2024 session, Kristof Renders, director of innovation services, discussed how a stronger FinOps strategy coupled with observability can make a significant difference in helping teams to keep spiraling infrastructure costs under control and manage cloud spending. Wrong-sized resources. Unnecessary data transfer.

Best Practices 228

Best Practices Strategy Cloud AWS 228

Dynatrace

MARCH 20, 2024

There are a lot of potential problems that can prevent the successful deployment of a Kubernetes application, such as: Resource constraints In Kubernetes, managing resources efficiently is crucial to prevent performance bottlenecks and application failures. Verifying that there are no open problems within your cluster.

Open Source 264

Open Source Hardware DevOps Infrastructure 264

Dynatrace

MAY 13, 2020

OneAgent gives you all the operational and business performance metrics you need, from the front end to the back end and everything in between—cloud instances, hosts, network health, processes, and services. But what if a particular metric is crucial for your monitoring needs and it isn’t there?

Infrastructure 134

Infrastructure Metrics Monitoring Software Engineering 134

Dynatrace

JANUARY 11, 2023

With more organizations taking the multicloud plunge, monitoring cloud infrastructure is critical to ensure all components of the cloud computing stack are available, high-performing, and secure. APM provides real-time visibility into the status and performance of applications. predict and prevent security breaches and outages.

Cloud 220

Cloud Monitoring Best Practices Infrastructure 220

Dynatrace

MAY 3, 2024

Log data—the most verbose form of observability data, complementing other standardized signals like metrics and traces—is especially critical. Take the example of Amazon Virtual Private Cloud (VPC) flow logs, which provide insights into the IP traffic of your network interfaces. Managing this change is difficult.

Cloud 214

Cloud Lambda AWS Analytics 214

Dynatrace

JANUARY 31, 2024

This blog post explores how AI observability enables organizations to predict and control costs, performance, and data reliability. For example, a Stanford University and UC Berkeley team noted in a research study that ChatGPT behavior deteriorates over time. Consequently, AI model drift and hallucinations emerge as primary concerns.

Cache 201

Cache Azure Infrastructure Monitoring 201

The Netflix TechBlog

MARCH 7, 2024

Berg , Romain Cledat , Kayla Seeley , Shashank Srikanth , Chaoying Wang , Darin Yu Netflix uses data science and machine learning across all facets of the company, powering a wide range of business applications from our internal infrastructure and content demand modeling to media understanding.

Systems 226

Systems Media Cache Open Source 226

Dynatrace

OCTOBER 30, 2023

Without robust log management and log analytics solutions, organizations will struggle to manage log ingest and retention costs and maintain log analytics performance while the data volume explodes. The following best practices aren’t just about enhancing the overall performance of a log management system.

Best Practices 239

Best Practices Analytics Artificial Intelligence Infrastructure 239

Dynatrace

NOVEMBER 30, 2022

Complexity and data volume for IT infrastructure soars to new heights. The volume of data and events grows in tandem with the rising complexity of IT infrastructure. Monitoring modern IT infrastructure is difficult, sometimes impossible, without advanced network monitoring tools.

Network 221

Network Infrastructure Metrics Monitoring 221