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

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

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

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 212

Analytics Engineering Entertainment Metrics 212

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 273

Processing Transportation Entertainment Tuning 273

Dynatrace

FEBRUARY 2, 2023

This is achieved, in part, by establishing actionable statistical accuracy —not necessarily precise accuracy —through practical levels of metric sampling, aggregation, and extrapolation. Introducing metric extraction from business events Beginning with Dynatrace SaaS version 1.257, you can extract metrics from ingested business events.

Analytics 246

Analytics Metrics DevOps Storage 246

Dynatrace

OCTOBER 17, 2022

Davis is the causational AI from Dynatrace that processes billions of events and dependencies and constantly analyzes your IT infrastructure. Dynatrace metric events offer the flexibility needed to customize your anomaly detection configuration. Firstly, an anomaly detector known as a metric key analyzes the incoming raw data ingest.

Metrics 245

Metrics Strategy Infrastructure Monitoring 245

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

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

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 Strategy AWS 288

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

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

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

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

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

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

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 219

Processing Big Data Efficiency Engineering 219

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

Dynatrace

MARCH 11, 2025

The Dynatrace platform now enables comprehensive data exploration and interactive analytics across data sets (trace, logs, events, and metrics)empowering you to solve complex use cases, handle any observability scenario, and gain unprecedented visibility into your systems.

Analytics 165

Analytics Games Innovation Metrics 165

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 172

Traffic Scalability Strategy Monitoring 172

The Netflix TechBlog

FEBRUARY 14, 2025

It requires a state-of-the-art system that can track and process these impressions while maintaining a detailed history of each profiles exposure. In this multi-part blog series, we take you behind the scenes of our system that processes billions of impressions daily.

Tuning 166

Tuning Latency Efficiency Storage 166

Scalegrid

FEBRUARY 24, 2025

Proper setup involves creating a configuration process that accounts for hostname changes, which could prevent nodes from rejoining the cluster. Message load balancing guarantees that messages are processed evenly across different queues and nodes within the RabbitMQ system. Erlang is the backbone of RabbitMQ clustering.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

Dynatrace

MARCH 13, 2025

The configuration also includes an optional span metrics connector, which generates Request, Error, and Duration (R.E.D.) metrics from span data. The configuration also includes an optional span metrics connector, which generates Request, Error, and Duration (R.E.D.) metrics from span data.

Open Source 147

Open Source Metrics Architecture Infrastructure 147

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 165

Strategy Storage Network Architecture 165

Dynatrace

MAY 7, 2024

Fluent Bit is a telemetry agent designed to receive data (logs, traces, and metrics), process or modify it, and export it to a destination. Fluent Bit and Fluentd were created for the same purpose: collecting and processing logs, traces, and metrics. Observability: Elevating Logs, Metrics, and Traces!

Best Practices 279

Best Practices IoT Metrics Storage 279

DZone

AUGUST 20, 2022

Observability is a mindset that lets you use data to answer questions about business processes.

Metrics 358

Metrics Processing 358

The Netflix TechBlog

SEPTEMBER 10, 2024

One issue that often complicates this process is the "noisy neighbor" problem. To emit a run queue latency metric, we leveraged three eBPF hooks: sched_wakeup, sched_wakeup_new, and sched_switch. The sched_wakeup and sched_wakeup_new hooks are invoked when a process changes state from 'sleeping' to 'runnable.'

Latency 262

Latency Metrics Programming Monitoring 262

Dynatrace

FEBRUARY 2, 2022

This means you no longer have to procure new hardware, which can be a time-consuming and expensive process. No operational duties: Dynatrace operates the product for you with auto-discovery of your entire stack, end-to-end, including processes running inside containers.

Azure 325

Azure Availability Hardware Innovation 325

The Netflix TechBlog

JANUARY 2, 2025

The primary goals of these campaigns are to encourage more people to install and play the games, making incremental installs and engagement crucial metrics for evaluating their effectiveness. Each format has a different production process and different patterns of cash spend, called our Content Forecast.

Analytics 190

Analytics Engineering Games Entertainment 190

Dynatrace

DECEMBER 27, 2022

By implementing service-level objectives, teams can avoid collecting and checking a huge amount of metrics for each service. When organizations implement SLOs, they can improve software development processes and application performance. The performance SLO needs a custom SLI metric, which you can configure as follows.

Software 306

Software Software Benchmarking Latency 306

The Netflix TechBlog

DECEMBER 19, 2024

Imagine a ML practitioner on the Netflix Content ML team, sourcing features from hundreds of columns in our data warehouse, and creating a multitude of models against a growing suite of metrics. You can see the actual command and args that were sub-processed in the Metaboost Execution section below.

Best Practices 204

Best Practices Cache Metrics Code 204

DZone

NOVEMBER 25, 2023

We often dwell on the technical aspects of database selection, focusing on performance metrics , storage capacity, and querying capabilities. The New Decision Matrix: Beyond Performance Metrics Performance metrics are pivotal, no doubt. How do these metrics translate into real-world value for your business?

Database 278

Database Latency Speed Metrics 278