Dynatrace

MAY 6, 2024

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. Within Red Hat Ansible Automation Controller, the corresponding job template remediates the problem: in this example, the canary weighting is reset.

DevOps 306

DevOps Software Engineering Games Infrastructure 306

Dynatrace

DECEMBER 18, 2024

Select any execution you’re interested in to display its details, for example, the content response body, its headers, and related metrics. HTTP monitor execution details Your analysis might require comparing the details of two executions, for example, a current failing execution and a historical one when the test passed.

Monitoring 246

Monitoring Testing Metrics Analytics 246

Dynatrace

SEPTEMBER 13, 2023

For example, optimizing resource utilization for greater scale and lower cost and driving insights to increase adoption of cloud-native serverless services. SLO examples for operational excellence The following examples show how to define an SLO for operational excellence in the Site Reliability Guardian using DQL.

AWS 305

AWS Efficiency Azure Cloud 305

The Netflix TechBlog

NOVEMBER 17, 2022

For example, we invest in next-generation, royalty-free codecs and sophisticated video encoding optimizations. Video downscaling is the most pertinent example herein, which tailors our encoding to screen resolutions of different devices and optimizes picture quality under varying network conditions. A visual example is shown below.

Network 296

Network Media Innovation Serverless 296

Dynatrace

JUNE 11, 2024

However, in the time series example below, we must determine whether the number of access attempts to our example Travel Mobile app is normal or abnormal. For example, the value of the violation or the source entity where the anomaly was detected. See examples of using Davis AI to detect anomalies.

Analytics 264

Analytics Monitoring Mobile Availability 264

Dynatrace

JUNE 4, 2024

For example, the team must establish specific thresholds for desired service performance behavior. The Dynatrace data science team continuously improves the machine learning models used by Davis AI, for example, by adding new features to forecasting or refining mathematical calculations.

Metrics 297

Metrics Engineering Code Tuning 297

Dynatrace

MARCH 27, 2024

The automated extraction of ownership information, for example, from Kubernetes annotations, is therefore essential. An example via Monaco can be found in this public GitHub repository. For example, if team:myTeamName is already used to mark selected components, then team can be added as a supported key.

Best Practices 263

Best Practices Azure Database Code 263

Dynatrace

FEBRUARY 25, 2025

Heres an example of what the action class should look like. Consider the following example, where a couple of objects are stored in the value stack. An example depicting how identically named values for different objects are retrieved from a value stack. For example, using a parameter named fileFileName[0].

Servers 214

Servers Processing Java Tuning 214

Dynatrace

SEPTEMBER 27, 2024

In our retail company example, older systems are involved in shipping the order. For example, support teams might access logs for troubleshooting, while business teams access business events for analytics. Rename these IDs to make them uniform with other events (for example, rename “order ID”).

Processing 263

Processing Retail Analytics Monitoring 263

DZone

JUNE 13, 2024

(Commitment) A Service Level Agreement is an agreement that exists between the cloud provider and client/user about measurable metrics; for example, uptime check, etc. It includes all the factors to be considered as part of the agreement and the consequences if it fails; for example, credits, penalties, etc.

Metrics 264

Metrics Cloud Monitoring Technology 264

Dynatrace

MAY 17, 2022

Onboarding teams using self-service Kubernetes selectors is one of the best examples of how Dynatrace embraces cloud native technologies to increase automation, reduce bureaucracy, and encourage agility. The following example drives the point home. Embracing cloud native best practices to increase automation. Putting it all together.

Availability 348

Availability Scalability Cloud Metrics 348

DZone

MARCH 22, 2024

Here are a few examples: This is beyond databases that just store information. Knowledge graphs also store the connections between information. This makes knowledge graphs very useful in various fields.

Database 290

Database 290

Dynatrace

OCTOBER 6, 2023

For example, a separate bucket could be used for detailed logs from Dynatrace Synthetic nodes. In conjunction with the previous example of keeping high-volume and short-lived logs separate, you might also need to keep your application data longer. Now, let’s take a look at a query example that puts this all into use.

Artificial Intelligence 279

Artificial Intelligence Metrics Analytics Storage 279

DZone

MARCH 7, 2023

One of the most common examples is the adoption of microservices. When organizations move toward the cloud, their systems also lean toward distributed architectures. However, this also creates new challenges when it comes to observability.

Architecture 321

Architecture Metrics Cloud Monitoring 321

Dynatrace

OCTOBER 2, 2024

For example, deleting the database is not an expected outcome when the function provided is to update a user profile. Davis CoPilot Assistant was asked to provide guidance for the example provided in this blog post and swiftly replied with the required configuration, referencing the source Application Security FAQ. Figure 11.

Analytics 304

Analytics AWS DevOps Cloud 304

Dynatrace

AUGUST 21, 2024

In this case, there could be an increased risk of exploitation, for example from a user-provided input sent through Process Group 2 to the vulnerable function. The example in figure 3 demonstrates the function tracking functionality explained above on a real-world example using the architecture of the Spring Framework.

Java 264

Java Monitoring Open Source Software 264

DZone

JANUARY 10, 2025

In this article, we will explore how AI can assist in these areas, providing code examples to tackle complex queries. Leveraging AI can revolutionize query optimization and predictive maintenance, ensuring the database remains efficient, secure, and responsive.

Servers 278

Servers Performance Database Efficiency 278

DZone

OCTOBER 21, 2024

In this article, we will discuss an example based on the client-side scenario. Client and Server Side Load Balancing We talk about client-side load balancing when one microservice calls another service deployed with multiple instances and distributes the load on those instances without relying on external servers to do the job.

Cloud 285

Cloud Servers Systems 285

Dynatrace

DECEMBER 27, 2022

In this example, “Reverse proxy” and “Front-end server” are clearly in the critical path. In this example, “hipstershop.currency,” “hipstershop.checkout” and “hipstershop.cart” are also part of this critical path. In this example, we’re creating an SLO with a target of 98% of our requests without errors. Saturation.

Software 306

Software Software Benchmarking Latency 306

DZone

NOVEMBER 24, 2023

In part 2 of the series, we will walk you through the steps on how you go about creating the FinOps cost model for an example solution. We also discussed the challenge or the need for shifting left FinOps for better optimization of your cloud usage and cost. There are 3 steps to creating and implementing the cost model:

Innovation 316

Innovation Cloud 316

DZone

AUGUST 4, 2024

In this article, I will shed some light on what differentiates unit testing from other methods and will bring examples of when we can or cannot do without unit testing. We'll also touch upon automation testing , which plays an important role in ensuring code reliability and quality.

Testing 288

Testing Software Software Code 288

Dynatrace

MAY 17, 2023

This is one example of the many use cases we’re exploring. For example, it can help DevOps and platform engineering teams write code snippets by drawing on information from software libraries. It highlights the potential of GPT technology to drive “information democracy” even further.

Innovation 306

Innovation Software Software Artificial Intelligence 306

Dynatrace

JANUARY 21, 2025

For example, if you’re monitoring network traffic and the average over the past 7 days is 500 Mbps, the threshold will adapt to this baseline. For example, if you have an SLA guaranteeing 95% uptime, you can set a static threshold to alert you whenever uptime drops below this value, ensuring you meet your service commitments.

Traffic 262

Traffic Metrics Analytics Monitoring 262

DZone

JUNE 12, 2023

Specifications, contracts, comparable products, previous versions of the same product, inferences about intended or expected purpose, user or customer expectations, relevant standards, applicable laws, or other criteria are all examples of these oracles. This highlights the significance of QA testing companies.

Software 328

Software Software Testing 328

Dynatrace

MAY 7, 2024

Before reading the expected logs, you can either create a file with log data designed for testing or use the dummy input plugin that sends dummy data to the pipeline (see example below). See the example below. For example, “I’m receiving 100 metrics, but only 30 are being outputted, which means I am losing 70% of my data.”

Best Practices 279

Best Practices IoT Metrics Storage 279

CSS Wizardry

DECEMBER 9, 2023

A trivial performance optimisation to help speed up third-party or other-origin requests is to preconnect them: hint that the browser should preemptively open a full connection ( DNS , TCP , TLS ) to the origin in question, for example: In the right circumstances, this simple, single line of HTML can make pages hundreds of milliseconds faster !

Speed 294

Speed Network Analytics Availability 294

DZone

JANUARY 3, 2024

Are you a Java developer and looking for a working example to get started instrumenting your applications and services? Are you interested in joining the cloud-native world and wondering what cloud-native observability means for you?

Open Source 309

Open Source Java Cloud Metrics 309

The Netflix TechBlog

JANUARY 25, 2023

For example, we have a service that stores a movie entity’s metadata or a service that stores metadata about images. In Pic 1 below, we have an example of an application which is used by editors to review their work. We don’t allow incompatible changes, for example, users can not change the data type of a property.

Scalability 287

Scalability Latency Media Architecture 287

DZone

APRIL 5, 2023

A GraalVM native image does not need a JVM, so can you use a more minimalistic Docker base image for example? Nowadays, applications are often distributed as Docker images, so it is interesting to verify how this is done for a GraalVM native image. You will execute some experiments during this blog and will learn by doing.

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The Netflix TechBlog

APRIL 27, 2023

For the example query listed above, the data expressions are name,errors,:eq,:sum and name,rps,:eq,:sum. The fundamental idea behind Telltale is to detect anomalies on SLI metrics (for example, latency, error rates, etc). Data expressions define what data needs to be sourced in order to evaluate a query.

Storage 293

Storage Cache Metrics Database 293

Dynatrace

MARCH 15, 2024

For example, a supported syslog component must support the masking of sensitive data at capture to avoid transmitting personally identifiable information or other confidential data over the network. Take a look at this example for configuration. Without vendor support, you’re betting your business on goodwill.

Open Source 246

Open Source Infrastructure Network Government 246

DZone

NOVEMBER 13, 2023

In this series, we will walk you through an example solution and how to effectively implement a shift-left approach to FinOps to demonstrate the techniques to discover and validate cost optimizations throughout a typical cloud software development lifecycle.

Innovation 325

Innovation Cloud Software Software 325

Dynatrace

SEPTEMBER 17, 2024

OpenPipeline allows you to create custom endpoints for data ingestion and process the events in the pipeline (for example, adding custom pipe-dependent fields to simplify data analysis in a later phase). Give your pipeline a name, for example, Automated discovery from Security Investigator. Go to OpenPipeline.

Transportation 290

Transportation AWS Engineering Processing 290

DZone

JUNE 21, 2023

In this article, we will explore the differences between monitoring and observability, provide examples to illustrate their applications and highlight their respective benefits. While these terms are often used interchangeably, they represent distinct approaches to understanding and managing complex systems.

DevOps 324

DevOps Systems Monitoring Metrics 324

Dynatrace

NOVEMBER 30, 2023

For example, this year I was doing comparisons of headphones to purchase. Below is an example of session replay. The above screenshot shows an example of an error page that has additional detail as to why the page failed. Below is an example of a Dynatrace log and event viewer. However, logs alone won’t solve everything.

Retail 278

Retail Social Media Performance Benchmarking 278

DZone

MARCH 6, 2023

As an example, we will use BellSoft’s open-source Alpaquita Stream containers hosted on the Docker Hub Container Image Library.

Open Source 299

Open Source Cloud Software Software 299

Dynatrace

JANUARY 22, 2025

In the example below, we demonstrate how to use workflows to ingest data from the GitHub API, capturing detailed information about runners and integrating it seamlessly into Dynatrace business events for actionable insights. However, these use cases are just the beginning.

Monitoring 242

Monitoring DevOps Metrics Virtualization 242