DZone

FEBRUARY 17, 2023

Each data point in a system that produces data on an ongoing basis corresponds to an Event. Event Streams are described as a continuous flow of events or data points. Event Streams are sometimes referred to as Data Streams within the developer community since they consist of continuous data points.

Processing 285

Processing Systems Development 285

Dynatrace

APRIL 5, 2024

The first part of this blog post briefly explores the integration of SLO events with AI. Consequently, the AI is founded upon the related events, and due to the detection parameters (threshold, period, analysis interval, frequent detection, etc), an issue arose. See the following example with BurnRate formula for Failure rate event.

Efficiency 264

Efficiency Traffic Tuning Metrics 264

Dynatrace

NOVEMBER 4, 2024

Business events: Delivering the best data It’s been two years since we introduced business events , a special class of events designed to support even the most demanding business use cases. Business event ingestion and analysis with log files. OpenPipeline: Simplify access and unify business events from anywhere.

Analytics 241

Analytics Airlines Metrics Monitoring 241

Dynatrace

SEPTEMBER 8, 2023

There are three high-level steps to set up the database business-event stream. Step-by-step: Set up a custom MySQL database extension Now we’ll show you step-by-step how to create a custom MySQL database extension for querying and pushing business data to the Dynatrace business events endpoint. Don’t rename the file.

Database 290

Database Artificial Intelligence Metrics Monitoring 290

The Netflix TechBlog

NOVEMBER 12, 2024

By: Rajiv Shringi , Oleksii Tkachuk , Kartik Sathyanarayanan Introduction In our previous blog post, we introduced Netflix’s TimeSeries Abstraction , a distributed service designed to store and query large volumes of temporal event data with low millisecond latencies. Today, we’re excited to present the Distributed Counter Abstraction.

Latency 248

Latency Cache Infrastructure Strategy 248

DZone

MARCH 14, 2025

Recently, I delivered a lecture to my colleagues on event sourcing, and I realized that this introductory information could be valuable to a broader audience. This article is useful for those interested in the concept of event sourcing and who want to decide if it's a good fit for their projects while avoiding common pitfalls.

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Smashing Magazine

JANUARY 7, 2025

How To Design For High-Traffic Events And Prevent Your Website From Crashing How To Design For High-Traffic Events And Prevent Your Website From Crashing Saad Khan 2025-01-07T14:00:00+00:00 2025-01-07T22:04:48+00:00 This article is sponsored by Cloudways Product launches and sales typically attract large volumes of traffic.

Traffic 86

Traffic Website Design Cache 86

Dynatrace

AUGUST 10, 2023

Dynatrace business events address these systemic problems, delivering real-time business observability to business and IT teams with the precision and context required to support data-driven decisions and improve business outcomes. Business data often lacks IT context, which prevents effective BizOps collaboration.

Database 246

Database Metrics Retail Analytics 246

Dynatrace

DECEMBER 3, 2024

Gaining precise insights with Dynatrace integration for AWS EventBridge Now supporting a deeper integration with AWS EventBridge, Dynatrace is able to act as a consumer of AWS events. The new Dynatrace and AWS integrations announced at this event deliver organizations enhanced performance, security, and automation.

AWS 298

AWS Cloud Performance Innovation 298

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. Are you experiencing an increase or degradation in certain events that indicate a rising problem?

Metrics 277

Metrics Availability Monitoring Scalability 277

Dynatrace

DECEMBER 18, 2024

All metrics and events storing information about execution details are available for further exploratory analytics utilizing Dashboards, Notebooks, or Davis CoPilot. The Notebook contains three predefined queries, which you can use to query events stored in HTTP monitor results. Wed like to use it for our dashboards.

Monitoring 246

Monitoring Testing Metrics Analytics 246

Dynatrace

NOVEMBER 20, 2024

The Dynatrace platform has been recognized for seamlessly integrating with the Microsoft Sentinel cloud-native security information and event management ( SIEM ) solution. These reports are crucial for tracking changes, compliance, and security-relevant events.

Best Practices 299

Best Practices Innovation Azure Cloud 299

Dynatrace

JULY 24, 2023

They need event-driven automation that not only responds to events and triggers but also analyzes and interprets the context to deliver precise and proactive actions. These initial automation endeavors paved the way for greater advancements, leading to the next evolution of event-driven automation.

DevOps 246

DevOps Traffic Efficiency Servers 246

Dynatrace

JANUARY 22, 2025

You can select any trigger thats available for standard workflows, including schedules, problem triggers, customer event triggers, or on-demand triggers. Here, you can select a specific event or a timed trigger like a cronjob. You can learn more about event triggers in Dynatrace Documentation. Its as simple as that!

Development 245

Development Processing Monitoring Code 245

Dynatrace

DECEMBER 2, 2024

It should also be possible to analyze data in context to proactively address events, optimize performance, and remediate issues in real time. With AIOps, it is possible to detect anomalies automatically with root-cause analysis and remediation support.

Artificial Intelligence 258

Artificial Intelligence DevOps Architecture Cloud 258

Dynatrace

JANUARY 22, 2025

That’s where Dynatrace business events and automation workflows come into play to provide a comprehensive view of your CI/CD pipelines. Visualizing the data Using Dynatrace dashboards and business events, you can visualize GitHub workflows, runners, and performance metrics in a centralized, customizable interface.

Monitoring 242

Monitoring DevOps Metrics Virtualization 242

DZone

DECEMBER 25, 2024

In this article, I will describe the technical aspects of the incident, break down the root causes, and explore key lessons that developers and organizations managing distributed systems can take away from this event.

Systems 241

Systems Efficiency Development 241

The Netflix TechBlog

FEBRUARY 14, 2025

Collecting Raw Impression Events As Netflix members explore our platform, their interactions with the user interface spark a vast array of raw events. These events are promptly relayed from the client side to our servers, entering a centralized event processing queue.

Tuning 165

Tuning Latency Efficiency Storage 165

Dynatrace

FEBRUARY 20, 2025

Add context to AWS Security Hub findings The Dynatrace platform, powered by OpenPipeline , provides unified security event ingest and analysis across tools and cloud environments. You can consume the ingested events via native Dynatrace Apps, such as Dashboards, Notebooks, Workflows, and more.

AWS 195

AWS Efficiency Infrastructure Cloud 195

Scalegrid

FEBRUARY 6, 2025

RabbitMQ is designed for flexible routing and message reliability, while Kafka handles high-throughput event streaming and real-time data processing. Kafka is optimized for high-throughput event streaming , excelling in real-time analytics and large-scale data ingestion. What is Apache Kafka?

Latency 147

Latency Analytics Architecture Storage 147

Dynatrace

OCTOBER 16, 2024

Exploring and adding metrics from scratch Let’s revisit our example from the last chapter and add the same Kubernetes network metrics, this time by using the new Explore metric interface that allows you to: Browse and add multiple metrics to a single tile Apply basic commands such as aggregation, filter, and split Use expressions to do calculations (..)

Social Media 263

Social Media Metrics Network Analytics 263

DZone

FEBRUARY 6, 2025

We have developed a microservices architecture platform that encounters sporadic system failures when faced with heavy traffic events. System resilience stands as the key requirement for e-commerce platforms during scaling operations to keep services operational and deliver performance excellence to users.

Engineering 173

Engineering Traffic Architecture Network 173

DZone

MARCH 19, 2025

Traditional debugging methods, including manual inspection of logs, event streams, configurations, and system metrics, can be painstakingly slow and prone to human error, particularly under pressure.

Metrics 147

Metrics Engineering Systems 147

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. What’s behind it all?

Innovation 288

Innovation Cloud Strategy AWS 288

Dynatrace

SEPTEMBER 27, 2024

Extracting business events from logs enables an end-to-end view of the ordering process Benefits of capturing business events Logs often contain valuable insights into your business; however, this information can be difficult to process, particularly as you probably only need data from some specific log lines.

Processing 263

Processing Retail Analytics Monitoring 263

Dynatrace

MAY 6, 2024

Integration with Red Hat Event-Driven-Ansible will also leverage Red Hat’s flexible rulebook system to map event data, such as problem categories or vulnerability identification, to the correct job template. Dynatrace Davis AI identifies the problem and maps the configuration change event to the root cause and the correct entity.

DevOps 306

DevOps Software Engineering Games Infrastructure 306

DZone

DECEMBER 24, 2024

Therefore, no one can underestimate the role of stress testing in ensuring that the systems are resilient against unfortunate events and failures. Today, users' expectations of seamless performance mean the system cannot afford downtime or disruption that might turn into losses in revenue and reputation.

Infrastructure 147

Infrastructure Testing Innovation Engineering 147

CSS Wizardry

JUNE 30, 2023

Load and DOMContentLoaded are internal browser events—your users have no idea what a Load time even is. Equally, both DOMContentLoaded and Load aren’t just meaningless browser events, and once you understand what they actually signify, you can get some real insights as to your site’s runtime behaviour from each of them. That’s late!

Metrics 337

Metrics Google Code Monitoring 337

Dynatrace

NOVEMBER 30, 2023

What was once an onslaught of consumer traffic between Black Friday and Cyber Monday has turned into a weeklong event, with most retailers offering deals well ahead of Black Friday. Where retailers can look to start tying together third-party services is through their logs and events. However, logs alone won’t solve everything.

Retail 278

Retail Social Media Performance Benchmarking 278

Dynatrace

OCTOBER 23, 2024

User experiences go into many dimensions: business events, dashboards, session replay, synthetic checks which help with performance, reliability, and experience of digital interactions. That result can be automatically documented and passed to the development team, providing them with full context of the problem.

Analytics 286

Analytics Logistics IoT Mobile 286

Dynatrace

JANUARY 15, 2025

Workflows can be triggered manually, on a schedule, or by events in Dynatrace, such as anomalies detected by Davis AI. Workflows assembles a series of actions to build processes in graphical representations.

Systems 264

Systems DevOps Analytics Monitoring 264

Dynatrace

JANUARY 21, 2025

The following example will monitor an end-to-end order flow utilizing business events displayed on a Dynatrace dashboard. Davis AI is particularly powerful because it can be applied to any numeric time series chart independently of data source or use case.

Traffic 262

Traffic Metrics Analytics Monitoring 262

DZone

JANUARY 30, 2025

This approach is not suitable for large-scale distributed systems emitting tons of events, and parsing unstructured logs is cumbersome for extracting any meaningful insights. Traditionally, logging has been unstructured and relies on plain text messages to file.

Systems 147

Systems 147

Dynatrace

OCTOBER 4, 2024

Similar to the observability desired for a request being processed by your digital services, it’s necessary to comprehend the metrics, traces, logs, and events associated with a code change from development through to production. A pipeline can be the parent of multiple tasks to group the resulting events logically.

Software 278

Software Software Development Performance 278

Dynatrace

NOVEMBER 27, 2024

Figure 4: Set up an anomaly detector for peak cost events. Our comprehensive suite of tools ensures that you can extract maximum value from your billing data, efficiently turning insights into action.

Strategy 246

Strategy Best Practices Cloud Efficiency 246

Dynatrace

FEBRUARY 4, 2025

Additionally, predictions based on historical data are reactive, solely relying on past information to anticipate future events, and can’t prevent all new or emerging issues. Automatic root cause detection Modern, complex, and distributed environments generate a substantial number of events.

Retail 130

Retail Metrics Engineering Efficiency 130

Dynatrace

SEPTEMBER 26, 2024

Data ingestion The vulnerability findings are pushed into the Dynatrace platform through AWS Event Bridge via the dedicated security ingest endpoint powered by OpenPipeline TM. Key Steps in the Integration Process Container image scanning AWS ECR scans container images for vulnerabilities. You can choose between basic and enhanced scanning.

AWS 290

AWS Cloud Monitoring Processing 290