Dynatrace

JANUARY 21, 2025

Chances are, youre a seasoned expert who visualizes meticulously identified key metrics across several sophisticated charts. Seasonal Baseline: Ideal for metrics with predictable seasonal patterns, this option leverages Davis AI to create a confidence band based on historical data, accounting for expected variations.

Traffic 262

Traffic Metrics Analytics Monitoring 262

Dynatrace

JULY 23, 2020

With the advent and ingestion of thousands of custom metrics into Dynatrace, we’ve once again pushed the boundaries of automatic, AI-based root cause analysis with the introduction of auto-adaptive baselines as a foundational concept for Dynatrace topology-driven timeseries measurements. In many cases, metric behavior changes over time.

Metrics 277

Metrics Innovation Strategy Monitoring 277

Dynatrace

JULY 25, 2024

I spoke with Martin Spier, PicPay’s VP of Engineering, about the challenges PicPay experienced and the Kubernetes platform engineering strategy his team adopted in response. The company receives tens of thousands of requests per second on its edge layer and sees hundreds of millions of events per hour on its analytics layer.

Strategy 264

Strategy Engineering Open Source Java 264

Dynatrace

OCTOBER 1, 2021

In IT and cloud computing, observability is the ability to measure a system’s current state based on the data it generates, such as logs, metrics, and traces. If you’ve read about observability, you likely know that collecting the measurements of logs, metrics, and distributed traces are the three key pillars to achieving success.

Metrics 363

Metrics Open Source Monitoring Cloud 363

Dynatrace

SEPTEMBER 9, 2022

Today, organizations must adopt solid modernization strategies to stay competitive in the market. According to a recent IDC report , IT organizations need to create a modernization and rationalization plan that aligns with their overall digital transformation strategy. Crafting an application modernization strategy.

Strategy 264

Strategy Benchmarking Serverless Cloud 264

Dynatrace

APRIL 9, 2025

Organizations are increasingly embracing cloud- and AI-native strategies, requiring a more automated and intelligent approach to their observability and development practices. The need for application and DevOps modernization to deliver on business outcomes has never been greater.

Google 195

Google Cloud Analytics Infrastructure 195

Dynatrace

OCTOBER 7, 2020

Dynatrace recently opened up the enterprise-grade functionalities of Dynatrace OneAgent to all the data needed for observability, including metrics, events, logs, traces, and topology data. Davis topology-aware anomaly detection and alerting for your custom metrics. Topology and non-topology metrics—what’s the difference?

Metrics 246

Metrics Analytics Storage Monitoring 246

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

The Netflix TechBlog

FEBRUARY 14, 2025

We can experiment with different content placements or promotional strategies to boost visibility and engagement. Analyzing impression history, for example, might help determine how well a specific row on the home page is functioning or assess the effectiveness of a merchandising strategy.

Tuning 166

Tuning Latency Efficiency Storage 166

Dynatrace

MAY 9, 2022

For IT teams seeking agility, cost savings, and a faster on-ramp to innovation, a cloud migration strategy is critical. Define the strategy, assess the environment, and perform migration-readiness assessments and workshops. The seven Rs of a cloud migration strategy with Dynatrace. Dynatrace news. Mobilize and plan.

Strategy 246

Strategy Cloud Infrastructure Metrics 246

Dynatrace

OCTOBER 21, 2021

There’s no lack of metrics, logs, traces, or events when monitoring your Kubernetes (K8s) workloads. Not only do we have the detailed log, but we also know the API endpoint was the HTTP GET /event. The post Kubernetes workload troubleshooting with metrics, logs, and traces appeared first on Dynatrace blog.

Metrics 246

Metrics DevOps Engineering Strategy 246

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? Using the source of truth: Logs serve as a reliable source of truth by providing a comprehensive record of system events.

Traffic 172

Traffic Scalability Strategy Monitoring 172

Scalegrid

FEBRUARY 24, 2025

Youll also learn strategies for maintaining data safety and managing node failures so your RabbitMQ setup is always up to the task. They can be mirrored and configured for either availability or consistency, providing different strategies for managing network partitions.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

Dynatrace

OCTOBER 15, 2021

Loosely defined, observability is the ability to understand what’s happening inside a system from the knowledge of the external data it produces, which are usually logs, metrics, and traces. Logs, metrics, and traces make up the bulk of all telemetry data. Watch webinar now! How does OpenTelemetry work?

Open Source 246

Open Source Metrics Cloud Transportation 246

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

DECEMBER 10, 2020

I recently joined two industry veterans and Dynatrace partners, Syed Husain of Orasi and Paul Bruce of Neotys as panelists to discuss how performance engineering and test strategies have evolved as it pertains to customer experience. Business events like a marketing campaign. What trends are you seeing in the industry?

Strategy 245

Strategy Performance Logistics Monitoring 245

Dynatrace

JUNE 21, 2024

How to improve digital experience monitoring Implementing a successful DEM strategy can come with challenges. It can help understand the flow of user interactions, identify areas for improvement, and drive a user experience strategy that better engages customers to meet their needs. Load event start. Load event end.

Best Practices 264

Best Practices Monitoring Metrics Transportation 264

The Netflix TechBlog

JUNE 14, 2023

The three strategies we will discuss today are AB Testing , Replay Testing, and Sticky Canaries. So, we relied on higher-level metrics-based testing: AB Testing and Sticky Canaries. Let’s discuss the three testing strategies in further detail. To launch Phase 2 safely, we used Replay Testing and Sticky Canaries.

Traffic 357

Traffic Latency Metrics Cache 357

Dynatrace

MARCH 12, 2025

Dynatrace helps enhance your AI strategy with practical, actionable knowledge to maximize benefits while managing costs effectively. Dynatrace is an all-in-one observability platform that automatically collects production insights, traces, logs, metrics, and real-time application data at scale.

Metrics 165

Metrics Serverless Analytics Innovation 165

Dynatrace

JANUARY 11, 2023

Teams derive business metrics from many sources. These events represent activities that can affect the bottom line, such as sales order volumes, inventory counts, or delivery notifications. Businesses generate millions of events every day, from customer transactions to sales quotes to delivery exceptions and inventory changes.

Analytics 246

Analytics Strategy Storage Technology 246

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

JULY 25, 2024

By implementing these strategies, organizations can minimize the impact of potential failures and ensure a smoother transition for users. Dynatrace can monitor production environments for performance degradations and outage events that may cause customers to lose access.

Strategy 276

Strategy Azure Monitoring DevOps 276

Dynatrace

JULY 22, 2024

Observability Observability is the ability to determine a system’s health by analyzing the data it generates, such as logs, metrics, and traces. There are three main types of telemetry data: Metrics. Metrics are typically aggregated and stored in time series databases for monitoring and alerting purposes.

Latency 264

Latency Best Practices Metrics Open Source 264

DZone

FEBRUARY 5, 2024

Logs can include a wide variety of data, including system events, transaction data, user activities, web browser logs, errors, and performance metrics. In today's cloud computing world, all types of logging data are extremely valuable.

Analytics 278

Analytics Innovation Strategy Efficiency 278

Dynatrace

APRIL 28, 2021

Organizations that have transitioned to agile software development strategies (including the adoption of a DevOps culture and continuous delivery automation) enforce automated solutions for such decision making—or at the very least, use automation in the gathering of a release-quality metrics. Events ingestion.

Software 246

Software Software Strategy Metrics 246

The Netflix TechBlog

SEPTEMBER 10, 2024

To emit a run queue latency metric, we leveraged three eBPF hooks: sched_wakeup, sched_wakeup_new, and sched_switch. During this event, we generate a timestamp and store it in an eBPF hash map using the process ID as the key. ' They let us identify when a process is ready to run and is waiting for CPU time.

Latency 262

Latency Metrics Programming Monitoring 262

DZone

JULY 29, 2024

In this post, let’s explore a key performance metric studied during garbage collection analysis: "GC throughput." Additionally, we’ll delve into actionable strategies to improve GC throughput, unlocking its benefits for modern software development. What Is Garbage Collection Throughput?

Java 235

Java Strategy Metrics Processing 235

The Netflix TechBlog

JUNE 1, 2023

New content or national events may drive brief spikes, but, by and large, traffic is usually smoothly increasing or decreasing. It also included metadata about ads, such as ad placement and impression-tracking events. We stored these responses in a Keystone stream with outputs for Kafka and Elasticsearch.

Traffic 349

Traffic Best Practices Systems Testing 349

Dynatrace

SEPTEMBER 5, 2024

Let’s delve deeper into how these capabilities can transform your observability strategy, starting with our new syslog support. Logs are immediately available for troubleshooting, security investigations, and auditing, becoming integral to the platform alongside traces and metrics.

Innovation 290

Innovation AWS Analytics Storage 290

Dynatrace

MARCH 29, 2024

In today’s rapidly evolving landscape, incorporating AI innovation into business strategies is vital, enabling organizations to optimize operations, enhance decision-making processes, and stay competitive. This year, Google’s event will take place from April 9 to 11 in Las Vegas. Learn more.

Google 290

Google Innovation Cloud Analytics 290

Dynatrace

APRIL 1, 2021

Keeping track of performance, response time, and efficiency can be cumbersome, especially when teams use a multicloud strategy that spans cloud environments and on-premises systems. Their research found that 93% of companies have a multicloud strategy so they can leverage the best qualities of each cloud provider for different situations.

Azure 252

Azure AWS DevOps Cloud 252

Dynatrace

DECEMBER 16, 2022

In the report, Forrester evaluated 11 providers, scoring them with categories that include Current Offering, Strategy, and Market Presence. Dynatrace received the highest scores in the Current Offering and Strategy categories of 4.23 and 4.40, respectively. Let’s dig into these categories a bit more.

Artificial Intelligence 264

Artificial Intelligence Strategy Infrastructure Monitoring 264

Dynatrace

MAY 26, 2021

To improve their alerting system, the team decided to move to SLO/SLI-based alerting, which require deeper knowledge of the application but are more helpful than generalized metric alerts. Jonah Kowall, CTO of Logz.io, also gave a talk on the topic of “Managing applications SLAs using Traces and Metrics”. What’s next?

AWS 246

AWS Strategy Storage Metrics 246

Dynatrace

JULY 30, 2021

One of the aspects of progressive delivery is using new zero-downtime deployment strategies such as Canary, Blue-Green, or Feature Flags. Those strategies allow development teams to decouple the tasks of deployment (rolling out a new binary to production) from releasing (making it accessible by your end-users). Step 3: SLOs.

Cloud 246

Cloud Metrics Strategy Monitoring 246

Dynatrace

AUGUST 24, 2020

To make this possible, the application code should be instrumented with telemetry data for deep insights, including: Metrics to find out how the behavior of a system has changed over time. Logs represent event data in plain-text, structured or binary format. Traces help find the flow of a request through a distributed system.

Analytics 305

Analytics Infrastructure AWS Operating System 305

Dynatrace

JULY 5, 2022

AIOps combines big data and machine learning to automate key IT operations processes, including anomaly detection and identification, event correlation, and root-cause analysis. Improved time management and event prioritization. But AIOps also improves metrics that matter to the bottom line. What is AIOps, and how does it work?

Artificial Intelligence 325

Artificial Intelligence Cloud Innovation Strategy 325

Dynatrace

NOVEMBER 1, 2022

DevOps and ITOps teams rely on incident management metrics such as mean time to repair (MTTR). These metrics help to keep a network system up and running?, Other such metrics include uptime, downtime, number of incidents, time between incidents, and time to respond to and resolve an issue. So, what is MTTR?

DevOps 276

DevOps Artificial Intelligence Metrics Network 276