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

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

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 Analytics Metrics 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

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 213

Servers Processing Java Tuning 213

Dynatrace

OCTOBER 10, 2024

Examples of generated queries Empower users with intuitive data access—without compromising security At Dynatrace, we recognize the complexities associated with data environments. For example, the following incorrect DQL will be generated if the same conversational command is issued when environment-aware queries are not configured.

Availability 306

Availability Metrics Tuning Analytics 306

Dynatrace

DECEMBER 12, 2024

For example, user behavior helps identify attacks or fraud. Another example is when anomaly detection identifies services impacted by ransomware. For example, for companies with over 1,000 DevOps engineers, the potential savings are between $3.4

Analytics 289

Analytics Government Efficiency Innovation 289

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 217

Best Practices Cache Metrics Code 217

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

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 256

Innovation Mobile Media Efficiency 256

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

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

JUNE 17, 2025

In the query example below, taken before the introduction of DQL search, we attempt to filter within spans where any event sent from an Oracle database contains the phrase “error” Figure 1. Now, consider another example with Dynatrace Security Investigator.

AWS 213

AWS Analytics DevOps Metrics 213

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

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

Dynatrace

JUNE 9, 2025

For example, an organization might have App A send metrics to SaaS Tool X, and traces and logs to SaaS Tool Y. Consider some examples. Distributed tracing The first example shows Dynatrace Distributed Tracing. How can you effectively analyze all of your telemetry data if it’s not all stored in the same place?

Best Practices 198

Best Practices Metrics Storage Analytics 198

Dynatrace

JUNE 17, 2025

For details, follow the configuration example in our documentation. When telemetry data is dropped due to resource constraints—for example, memory exhaustion or queue overflows—it can lead to blind spots in your observability pipeline, making it harder to troubleshoot issues or ensure compliance. Collector overloaded.

Monitoring 146

Monitoring Metrics Best Practices Efficiency 146

The Netflix TechBlog

DECEMBER 17, 2024

Subsequent posts will detail examples of exciting analytic engineering domain applications and aspects of the technical craft. As an example, imagine an analyst wanting to create a Total Streaming Hours metric. For example, LORE provides human-readable reasoning on how it arrived at the answer that users can cross-verify.

Analytics 225

Analytics Engineering Entertainment Metrics 225

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

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 216

AWS Azure Best Practices Efficiency 216

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 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 Scalability Systems 246

Dynatrace

MAY 22, 2025

For example, an improvement of just 0.1 For example, if LCP deteriorates due to slow server response, teams can take corrective action before it impacts users. The following examples illustrate such an analysis with a ready-made Notebook for Core Web Vital analysis. Business impact. Proactive optimization.

Google 227

Google Website Metrics Monitoring 227

Dynatrace

JANUARY 15, 2025

A good example is a critical severity vulnerability discovered in a build-time artifact, such as a container image that isnt deployed and doesnt impact your runtime. For example, you can ingest Amazon ECR container image vulnerability findings into Dynatrace using Amazon EventBridge.

AWS 242

AWS Cloud Internet Internet 242

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

Dynatrace

APRIL 15, 2025

Examples include: A stalled connection between two services delays the process of validating food orders, resulting in dissatisfied customers, idle delivery drivers, and canceled orders. For example, average loan amount, service response time, or close rate.) Examples include revenue, order quantity, loan amount, and approval rate.

Processing 216

Processing Analytics C++ Metrics 216

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

DZone

OCTOBER 28, 2024

We have seen multiple examples and use cases of building a low code API using Kumologica and running it on AWS lambda and on Azure function. In this article, we will be taking through the build and deployment of a simple hello world service Docker container inside AWS Elastic Container Service (ECS) Fargate.

AWS 247

AWS Lambda Azure Architecture 247

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

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

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 146

Performance Code Processing Availability 146

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

The Netflix TechBlog

MARCH 28, 2025

For example, timestamps need additional processing to capture both absolute and relative notions of time, with absolute time being particularly important for understanding time-sensitive behaviors. For example, we can derive genres from the items in the original sequence and use this genre sequence as an auxiliary target.

Tuning 225

Tuning Efficiency Latency Strategy 225

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

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 210

Open Source IoT Cloud Azure 210

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 Analytics 246