Dynatrace

OCTOBER 10, 2024

Davis CoPilot simplifies the data querying process for both professionals and beginners by enabling interactions through natural language. Consequently, the data analysis process is accelerated, empowering teams to make informed, data-driven decisions with increased speed and precision.

Availability 306

Availability Metrics Tuning Analytics 306

Dynatrace

OCTOBER 23, 2024

My goal was to provide IT teams with insights to optimize customer experience by collaborating with business teams, using both business KPIs and IT metrics. Consolidate real-user monitoring, synthetic monitoring, session replay, observability, and business process analytics tools into a unified platform.

Analytics 286

Analytics Logistics IoT Mobile 286

Dynatrace

OCTOBER 10, 2024

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

Metrics Monitoring Efficiency Availability 240

Dynatrace

OCTOBER 16, 2024

You can now: Kickstart your creation journey using ready-made dashboards Accelerate your data exploration with seamless integration between apps Start from scratch with the new Explore interface Search for known metrics from anywhere Let’s look at each of these paths through an end-to-end use case focused on Kubernetes monitoring.

Social Media 263

Social Media Metrics Network Analytics 263

Dynatrace

JANUARY 21, 2025

Ensuring smooth operations is no small feat, whether you’re in charge of application performance, IT infrastructure, or business processes. Chances are, youre a seasoned expert who visualizes meticulously identified key metrics across several sophisticated charts.

Traffic 262

Traffic Analytics Metrics Monitoring 262

Dynatrace

MAY 22, 2025

To combat these issues, Google introduced Core Web Vitals (CWVs): a set of metrics designed to measure and improve the user experience of websites. But despite their importance, understanding and mastering these metrics can be just one more set of signals your team has to manage. Bridging technical and business metrics.

Google 227

Google Website Metrics Monitoring 227

The Netflix TechBlog

DECEMBER 17, 2024

DataJunction: Unifying Experimentation and Analytics Yian Shang , AnhLe At Netflix, like in many organizations, creating and using metrics is often more complex than it should be. 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 225

Analytics Engineering Entertainment Metrics 225

Dynatrace

MARCH 12, 2024

The business process observability challenge Increasingly dynamic business conditions demand business agility; reacting to a supply chain disruption and optimizing order fulfillment are simple but illustrative examples. Most business processes are not monitored. First and foremost, it’s a data problem.

Processing 279

Processing Monitoring Analytics C++ 279

Dynatrace

OCTOBER 31, 2024

This lets you build your SLOs around the indicators that matter to you and your customers—critical metrics related to availability, failure rates, request response times, or select logs and business events. Hence, having a dedicated dashboard tile visualizing the key parameters of each SLO simplifies the process of evaluating them.

Metrics 277

Metrics Availability Monitoring Scalability 277

Dynatrace

DECEMBER 12, 2024

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. Carefully planning and integrating new processes and tools is critical to ensuring compliance without disrupting daily operations.

Analytics 289

Analytics Government Efficiency Innovation 289

Dynatrace

FEBRUARY 9, 2024

One of the more popular use cases is monitoring business processes, the structured steps that produce a product or service designed to fulfill organizational objectives. By treating processes as assets with measurable key performance indicators (KPIs), business process monitoring helps IT and business teams align toward shared business goals.

Processing 246

Processing Monitoring Analytics Games 246

Dynatrace

SEPTEMBER 27, 2024

Unrealized optimization potential of business processes due to monitoring gaps Imagine a retail company facing gaps in its business process monitoring due to disparate data sources. Due to separated systems that handle different parts of the process, the view of the process is fragmented.

Processing 263

Processing Retail Analytics Monitoring 263

Dynatrace

JANUARY 22, 2025

By integrating Dynatrace with GitHub Actions, you can proactively monitor for potential issues or slowdowns in the deployment processes. Automating GitHub runner data ingestion with Dynatrace workflows Workflows within the Dynatrace SaaS platform are a robust tool for automating complex processes.

Monitoring 242

Monitoring DevOps Metrics Virtualization 242

The Netflix TechBlog

AUGUST 1, 2022

A Data Movement and Processing Platform @ Netflix By Bo Lei , Guilherme Pires , James Shao , Kasturi Chatterjee , Sujay Jain , Vlad Sydorenko Background Realtime processing technologies (A.K.A stream processing) is one of the key factors that enable Netflix to maintain its leading position in the competition of entertaining our users.

Processing 274

Processing Transportation Entertainment Tuning 274

Dynatrace

MAY 27, 2025

By seamlessly capturing metrics, logs, traces, and business events in one unified platform, teams are able to surface actionable insights and pinpoint issues in just minutes. All Dynatrace dashboards show real-time metrics and display historical data for as far back as you choose to retain the PowerConnect data on the Dynatrace platform.

Monitoring 187

Monitoring Analytics Metrics Cloud 187

The Netflix TechBlog

DECEMBER 17, 2024

The Data & Insights organization partners closely with our engineering teams to share key efficiency metrics, empowering internal stakeholders to make informed business decisions. The standardized data model and processing promotes scalability and consistency.

Efficiency 220

Efficiency Cloud Analytics Infrastructure 220

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 245

Metrics Engineering Energy Tuning 245

Dynatrace

MAY 21, 2025

No pre-/post-processing of large log events is required, and events are available across many Dynatrace Apps and use cases within the Dynatrace platform. Use case #3: National rail operator Previously, our customer had to tail and process log event records from their signaling systems using shell scripts.

Retail 187

Retail Airlines Healthcare Transportation 187

Dynatrace

APRIL 10, 2025

Break data silos and add context for faster, more strategic decisions : Unifying metrics, logs, traces, and user behavior within a single platform enables real-time decisions rooted in full context, not guesswork. IT teams must now ingest petabytes of data and then store, process, and query it cost-effectively and securely.

Strategy 296

Strategy Storage Network Architecture 296

Dynatrace

OCTOBER 29, 2024

The Dynatrace platform automatically captures and maps metrics, logs, traces, events, user experience data, and security signals into a single datastore, performing contextual analytics through a “power of three AI”—combining causal, predictive, and generative AI. It’s about uncovering insights that move business forward. With over 2.5

Innovation 288

Innovation Cloud AWS Strategy 288

Dynatrace

OCTOBER 29, 2024

A Dynatrace API token with the following permissions: Ingest OpenTelemetry traces ( openTelemetryTrace.ingest ) Ingest metrics ( metrics.ingest ) Ingest logs ( logs.ingest ) To set up the token, see Dynatrace API – Tokens and authentication in Dynatrace documentation. If you don’t have one, you can use a trial account.

Metrics 246

Metrics Tuning Monitoring Availability 246

Dynatrace

JUNE 16, 2025

By integrating technical and business metrics and using AI to turn them into actionable insights, organizations can turn business observability from a “nice-to-have” to a critical enabler for operational excellence, customer satisfaction, and growth. This is only possible with AI-powered business observability.

Logistics 223

Logistics DevOps Cloud Efficiency 223

Dynatrace

JUNE 17, 2025

But what happens when you’re staring at a mountain of logs or metrics and don’t even know what to look for? Investigating data is a time-consuming process Difficult data investigations can be taxing. Effective troubleshooting demands a deep understanding of data structures, filters, and query logic.

AWS 213

AWS Analytics DevOps Metrics 213

Dynatrace

JANUARY 31, 2024

Organizations choose data-driven approaches to maximize the value of their data, achieve better business outcomes, and realize cost savings by improving their products, services, and processes. Data is then dynamically routed into pipelines for further processing. Understanding the context.

Analytics 272

Analytics Processing Transportation Storage 272

Dynatrace

NOVEMBER 11, 2024

However, due to the fact that they boil down selected indicators to single values and track error budget levels, they also offer a suitable way to monitor optimization processes while aligning on single values to meet overall goals. By recognizing the insights provided, you can optimize processes and improve overall efficiency.

Efficiency 263

Efficiency Best Practices Monitoring Cloud 263

Dynatrace

NOVEMBER 3, 2023

The five key metrics to improve customer satisfaction To help turn this around, Dynatrace makes available its unified observability platform, which captures all CX interactions and transactions in an automated, intelligent manner – including user session replays. When combined, key metrics will generate an accurate CX index score.

Metrics 246

Metrics Government Website Monitoring 246

Dynatrace

FEBRUARY 27, 2025

Finally, it empowers automated systems to process and analyze OpenTelemetry data, without requiring adaptations for every framework. Semconv for HTTP Spans quite possibly the most important signal have been declared stable, and HTTP Metrics will hopefully soon follow.

Tuning 310

Tuning Open Source Innovation Monitoring 310

Dynatrace

JANUARY 22, 2025

Dynatrace Simple Workflows make this process automatic and frictionlessthere is no additional cost for workflows. Why manual alerting falls short As your product and deployments scale horizontally and vertically, the sheer volume of data makes it impossible for teams to catch every error quickly using manual processes.

Development 245

Development Processing Monitoring Code 245

The Netflix TechBlog

NOVEMBER 20, 2023

by Jun He , Yingyi Zhang , and Pawan Dixit Incremental processing is an approach to process new or changed data in workflows. The key advantage is that it only incrementally processes data that are newly added or updated to a dataset, instead of re-processing the complete dataset.

Processing 232

Processing Big Data Efficiency Engineering 232

Dynatrace

MARCH 5, 2025

Integration with existing systems and processes : Integration with existing IT infrastructure, observability solutions, and workflows often requires significant investment and customization. Actions resulting from the evaluation The certification process surfaced a few recommendations for improving the app.

Energy 223

Energy Analytics Traffic Cloud 223

Dynatrace

JUNE 17, 2025

Here are the key features: Collector uptime and CPU time since start: Monitor how long the process has been running and the CPU time consumed. The Queue size metrics section provides insights into the exporter’s current queue size; it allows you to compare if you’re close to its maximum capacity.

Monitoring 146

Monitoring Metrics Best Practices Efficiency 146

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 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 245

Metrics Open Source Traffic Cache 245

The Netflix TechBlog

DECEMBER 17, 2024

The Challenge of Title Launch Observability As engineers, were wired to track system metrics like error rates, latencies, and CPU utilizationbut what about metrics that matter to a titlessuccess? Option 1: Log Processing Log processing offers a straightforward solution for monitoring and analyzing title launches.

Traffic 184

Traffic Scalability Strategy Monitoring 184

Dynatrace

NOVEMBER 18, 2024

The Grail™ data lakehouse provides fast, auto-indexed, schema-on-read storage with massively parallel processing (MPP) to deliver immediate, contextualized answers from all data at scale. Through Azure Native Dynatrace Service, customers can seamlessly adopt these technologies to modernize and enhance their cloud operations.

Cloud 263

Cloud Azure Artificial Intelligence Innovation 263

The Netflix TechBlog

MAY 7, 2025

The team developed a Speech Intelligibility measurement system based on the Short-time Objective Intelligibility (STOI) metric [ Taal et al. IEEE Transactions on Audio, Speech, and Language Processing )]. In 2020, the machine learning-based method was integrated into Steinbergs Nuendo Digital Audio Workstation.

Entertainment 223

Entertainment Media Innovation Technology 223

Dynatrace

DECEMBER 4, 2024

It accelerates the process of validating and optimizing cloud infrastructure. Automation at scale : Using Dynatrace Workflow Automation available through these templates, you can automate the release validation process across your entire AWS environment.

AWS 246

AWS Best Practices Lambda Infrastructure 246