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

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

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

Dynatrace

OCTOBER 16, 2024

So, for example, if you need to seamlessly integrate metrics with logs for your workloads , you can create a customized view based on the pre-configured dashboard that consolidates all critical signals in one place, which is particularly essential for troubleshooting. Next, let’s use the Kubernetes app to investigate more metrics.

Social Media 263

Social Media Metrics Network Analytics 263

DZone

DECEMBER 24, 2024

For your reference, the complete working example is available on GitHub. By leveraging tools like Spring Boot Actuator , Micrometer with InfluxDB , and Grafana , you can gather meaningful insights easily and quickly. In this article, we'll walk through setting up this stack using a simple "Card-Playing" app/game as our use case.

Monitoring 223

Monitoring Performance Games Java 223

DZone

JANUARY 2, 2025

Below are some of the best practices with coding examples to optimize performance in Azure Cosmos DB. Likewise, in Azure Cosmos DB, optimization is crucial for maximizing efficiency, minimizing costs, and ensuring that your application scales effectively.

Best Practices 245

Best Practices Azure Performance Efficiency 245

Dynatrace

MARCH 5, 2025

Segments can implement variables to dynamically provide, for example, a list of entities to users, such as available Kubernetes clusters, for unmatched flexibility and dynamic segmentation. For example, a segment for Service Errors in Azure Region can be applied instantly by selecting it from the dropdown. What are Dynatrace Segments?

AWS 217

AWS Azure Best Practices Efficiency 217

Dynatrace

OCTOBER 29, 2024

Note that the developers of the respective services need to make these metrics available by exposing them via, for example, a Prometheus endpoint that can be used by the OpenTelemetry collector to ingest them and forward them to your Dynatrace tenant. You can even walk through the same example above. This is just the beginning.

Metrics 246

Metrics Tuning Monitoring Availability 246

Dynatrace

JANUARY 21, 2025

I used to work at another Observability vendor, and many of the OpenTelemetry examples that I played with and blogged about in the last 2 years or so featured sending OTel data to that backend. A great way to learn is to try to run my go-to examples using Dynatrace as the Observability backend. Then check out my example repo.

Metrics 253

Metrics Education Cloud Programming 253

The Netflix TechBlog

DECEMBER 19, 2024

As an example, you can specify a Config that reads a pleasantly human-readable configuration file, formatted as TOML. Consider these examples from the updated documentation: You can choose the right level of runtime configurability versus fixed deployments by mixing Parameters and Configs.

Best Practices 201

Best Practices Cache Metrics Code 201

Dynatrace

OCTOBER 23, 2024

Improve software delivery by observing customer success on a subset of customers first before going broad (for example, progressive delivery, dark launches, and A/B testing) with Dynatrace support for feature flags and software delivery observability. Automate smarter using actual customer experience metrics, not just server-side data.

Analytics 286

Analytics Logistics IoT Mobile 286

DZone

FEBRUARY 11, 2025

In my previous article on Pydantic, I introduced you to Logfire in one of the code examples as an observability platform designed to provide developers with insights into Python applications.

Innovation 214

Innovation Design Code Development 214

Dynatrace

OCTOBER 31, 2024

No problem—out-of-the-box templates simplify the setup of time series data based on service requests, and templates can quickly be adapted for more fine-grain needs, for example, to consider only single endpoints. Are you defining SLOs based on the four golden signals of a critical service?

Metrics 277

Metrics Availability Monitoring Scalability 277

Dynatrace

OCTOBER 14, 2024

Access policies for Dynatrace Grail™ data lakehouse are still available as service-related policies; they allow you to control access to the monitoring data on a per-data-source level, for example, logs and metrics. All other default policies on the service level, for example, “AutomationEngine – User” access, are now marked as Legacy.

Monitoring 246

Monitoring Metrics Systems Scalability 246

Dynatrace

JANUARY 22, 2025

For this example, we go to Simple Workflows and select Trigger > Davis event trigger to find these out-of-memory errors. They trigger a single, out-of-the-box action: for example, Sending a Slack Notification, Creating a Jira Issue, Sending an Email, or Executing an HTTP Request. Theyre free and unlimited.

Development 245

Development Processing Monitoring Code 245

The Netflix TechBlog

MARCH 24, 2025

The reason HDR10+, with its dynamic metadata, shines in this example is that the scenes preceding and following the scene with this frame have markedly different luminance statistics. While this is a simple example, the dynamic metadata in HDR10+ demonstrates such value across any set of scenes.

Innovation 167

Innovation Mobile Media Efficiency 167

DZone

MARCH 6, 2025

This comprehensive guide explores advanced techniques and best practices for maximizing Snowflake performance, backed by practical examples and implementation strategies. As organizations scale their data operations in the cloud, optimizing Snowflake performance on AWS becomes crucial for maintaining efficiency and controlling costs.

AWS 165

AWS Performance Best Practices Architecture 165

DZone

MARCH 4, 2025

In this guide, Ill share battle-tested strategies to optimize React apps , sprinkled with real-world war stories and practical examples. Ive been in that exact spot debugging performance issues at 2 AM, fueled by coffee and frustration. No jargon, no fluff just actionable advice.

Performance 147

Performance Strategy Testing 147

Dynatrace

FEBRUARY 4, 2025

For a detailed explanation of this example and walkthrough, visit our blog post, Debug complex performance issues in production. Tailor-made entry points can be achieved using the aforementioned IDE plugins or by extending the Backstage developer portal with the Dynatrace plugin.

Development 235

Development Analytics Code Architecture 235

Dynatrace

MARCH 5, 2025

Step-by-step setup The log ingestion wizard guides you through the prerequisites and provides ready-to-use command examples to start the installation process. The pre-defined monitoring mode settings, for example, Full-Stack, are pre-selected following your platform administrators guidelines.

Open Source 211

Open Source IoT Cloud Azure 211

Dynatrace

FEBRUARY 4, 2025

In this example use case, we’re investigating a high CPU load issue in an application using OpenTelemetry. Dynatrace OpenPipeline is configured to ingest logs from our environment, including the AdService example service. Live Debugger allows you to set non-breaking breakpoints, capturing critical data snapshots in real time.

Performance 147

Performance Code Processing Availability 147

DZone

JANUARY 16, 2025

No complex jargon, just simple steps to get you started with real-world examples. In this article, well walk through setting up observability in 10 minutes using OpenSearch Observability.

Open Source 173

Open Source Scalability Metrics Systems 173

Dynatrace

MARCH 13, 2025

Because it includes examples of 10 programming languages that OpenTelemetry supports with SDKs, the application makes a good reference for developers on how to use OpenTelemetry. In this example, we’ll use Dynatrace. This example illustrates how to pass the token most easily using the terminal.

Open Source 147

Open Source Metrics Architecture Infrastructure 147

Dynatrace

MARCH 12, 2025

How it works Dynatrace seamlessly instruments your LLM-based workloads using Traceloop OpenLLMetry, which augments standard OpenTelemetry data with AI-specific KPIs (for example, token usage, prompt length, and model version). The specific foundation model version (for example, anthropic.claude-v1 or amazon.nova).

Metrics 165

Metrics Serverless Analytics Innovation 165

Dynatrace

OCTOBER 23, 2024

You can even walk through the same example above. As soon as the new Distributed Tracing Experience is available for your environment, you’ll see a teaser banner in your classic Distributed Traces app. If you’re not yet a DPS customer, you can use the Dynatrace playground instead. This is just the beginning.

Tuning 299

Tuning Website Availability Performance 299

DZone

FEBRUARY 19, 2025

Let's explore the key features of these platforms and examine some code examples to illustrate their practical applications. These platforms provide developers with powerful tools to monitor, debug, and optimize AI agents, ensuring their reliability, efficiency, and scalability.

Artificial Intelligence 162

Artificial Intelligence Scalability Efficiency Monitoring 162

Dynatrace

OCTOBER 10, 2024

For example, it supports string and numerical values, enabling a multitude of different use cases. For example, set the value range for CPU consumption from 0% to 100%. They have become a quasi-standard in the industry, especially for infrastructure monitoring visualizations. Min and max limits.

Latency 246

Latency Infrastructure Monitoring Metrics 246

DZone

MARCH 5, 2025

In this article, we will explore the definition of scalability, its importance, types, methods to achieve it, and real-world examples. This characteristic is crucial for maintaining performance and efficiency as need increases.

Scalability 147

Scalability Network Efficiency Technology 147

DZone

JANUARY 13, 2025

As an example, for a trading application, it is of paramount importance to show changing stock prices for several stocks in a single instance with high performance and accuracy. Modern web and mobile applications require showing information from large and changing datasets in an actionable manner to end users.

Performance 130

Performance Mobile Servers Development 130

DZone

FEBRUARY 28, 2025

Logs can also be transformed appropriately for presentation, for example, or further pipeline processing. We can select the right log streams and then filter to focus on the relevant logs. We can then parse structured log data to be formatted for our customized analysis needs.

Architecture 130

Architecture Scalability Efficiency Cloud 130

Dynatrace

NOVEMBER 20, 2024

For example, Dynatrace completely reinvented its platform in 2015 into a cloud-native, multi-tenant software-as-a-service (SaaS). As the company has grown to more than 4,700 employees, Greifeneder’s team has designed an agile and autonomous approach to innovation at scale. The company also introduced its proprietary Davis® AI engine.

Innovation 189

Innovation Programming Scalability Design 189

Dynatrace

MARCH 17, 2025

Of course, this example was easy to troubleshoot because were using a built-in failure simulation. You can even walk through the same example above. Confirmation that our hunch was right: the failures all involve a particular product ID. If youre not yet a DPS customer, you can use the Dynatrace playground instead.

Monitoring 147

Monitoring Analytics Metrics Strategy 147

DZone

FEBRUARY 14, 2025

We'll walk through step-by-step examples, demonstrating how to integrate RxJS into your React applications. RxJS operators simplify handling complex asynchronous data flows, making your React components more manageable and efficient. In this article, we'll explore RxJS operators within the context of ReactJS.

Programming 147

Programming Efficiency 147

DZone

OCTOBER 9, 2024

if you wanted to schedule a job, you could use the Cron binding component to implement recurring jobs on a regular defined schedule; for example, automating database backups, sending out recurring email notifications, running routine maintenance tasks, data processing, and ETL, running system updates and batch processing. Prior to v1.14

Scalability 318

Scalability Design Database Processing 318

Dynatrace

NOVEMBER 4, 2024

For example: An airline’s reporting and analytics dashboard includes data showing flights, passengers, available seats, passenger load, revenue per passenger, flight crew staffing, arrival delays, and customer satisfaction metrics.

Analytics 241

Analytics Airlines Metrics Monitoring 241

DZone

JANUARY 8, 2025

In this article, Ill walk you through an example of using Ansible to monitor and manage a Nginx web server specifically, to demonstrate how to use a URL check module to trigger a node restart playbook that will automatically start the Nginx server when a particular URL becomes unreachable.

Monitoring 130

Monitoring Infrastructure Servers Efficiency 130