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SLOs for Kubernetes clusters: Optimize resource utilization of Kubernetes clusters with service-level objectives

Dynatrace

A good Kubernetes SLO strategy helps teams manage and make containerized workloads more efficient. Efficient coordination of resource usage, requests, and allocation is critical. As every container has defined requests for CPU and memory, these indicators are well-suited for efficiency monitoring.

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Cut costs and complexity: 5 strategies for reducing tool sprawl with Dynatrace

Dynatrace

As an executive, I am always seeking simplicity and efficiency to make sure the architecture of the business is as streamlined as possible. Here are five strategies executives can pursue to reduce tool sprawl, lower costs, and increase operational efficiency. No delays and overhead of reindexing and rehydration.

Strategy 296
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Part 1: A Survey of Analytics Engineering Work at Netflix

The Netflix TechBlog

We kick off with a few topics focused on how were empowering Netflix to efficiently produce and effectively deliver high quality, actionable analytic insights across the company. DJ acts as a central store where metric definitions can live and evolve. As an example, imagine an analyst wanting to create a Total Streaming Hours metric.

Analytics 212
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OpenTelemetry histograms reveal patterns, outliers, and trends

Dynatrace

Imagine you’re using a lot of OpenTelemetry and Prometheus metrics on a crucial platform. A histogram is a specific type of metric that allows users to understand the distribution of data points over a period of time. You’re gathering a lot of data, but you can’t make sense of it. What are histograms, and why use them?

Metrics 240
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DORA Metrics: Tracking and Observability With Jenkins, Prometheus, and Observe

DZone

DORA ( DevOps Research and Assessment ) metrics, developed by the DORA team have become a standard for measuring the efficiency and effectiveness of DevOps implementations. What Are DORA Metrics? DORA metrics are a set of four key performance indicators (KPIs) that help organizations evaluate their software delivery performance.

Metrics 283
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New continuous compliance requirements drive the need to converge observability and security

Dynatrace

I realized that our platforms unique ability to contextualize security events, metrics, logs, traces, and user behavior could revolutionize the security domain by converging observability and security. Collect observability and security data user behavior, metrics, events, logs, traces (UMELT) once, store it together and analyze in context.

Analytics 289
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Catching up with OpenTelemetry in 2025

Dynatrace

Second, it enables efficient and effective correlation and comparison of data between various sources. Semconv for HTTP Spans quite possibly the most important signal have been declared stable, and HTTP Metrics will hopefully soon follow. At the same time, having aligned telemetry data is crucial for adopting OpenTelemetry at scale.

Tuning 310