Dynatrace

MARCH 29, 2024

. “We use AI to optimize the configuration of the software stack,” Doni said, highlighting how Akamas works by taking into account infrastructure and application metrics at the same time to achieve its optimization goals. “Additionally, we are full-stack and goal-oriented.

Engineering 231

Engineering DevOps Operating System Open Source 231

Dynatrace

APRIL 5, 2024

For instance, consider how fine-tuned failure rate detection can provide insights for comprehensive understanding. Please refer to How to fine-tune failure detection (dynatrace.com) for further information. Data Explorer “test your Metric Expression” for info result coming from the above metric.

Efficiency 230

Efficiency Traffic Tuning Metrics 230

Dynatrace

JANUARY 4, 2024

Great news: OpenTelemetry endpoint detection, analyzing OpenTelemetry services, and visualizing Istio service mesh metrics just got easier. As a CNCF open source incubating project, OpenTelemetry provides a standardized set of APIs, libraries, agents, instrumentation, and specifications for logging, metrics, and tracing.

Metrics 171

Metrics Open Source Tuning Infrastructure 171

Dynatrace

FEBRUARY 16, 2023

The short answer: The three pillars of observability—logs, metrics, and traces—converging on a data lakehouse. You’re getting all the architectural benefits of Grail—the petabytes, the cardinality—with this implementation,” including the three pillars of observability: logs, metrics, and traces in context.

Analytics 191

Analytics Innovation Metrics Database 191

The Netflix TechBlog

JUNE 7, 2021

Flow Exporter The Flow Exporter is a sidecar that uses eBPF tracepoints to capture TCP flows at near real time on instances that power the Netflix microservices architecture. The Flow Exporter also publishes various operational metrics to Atlas. These metrics are visualized using Lumen , a self-service dashboarding infrastructure.

Network 325

Network Transportation AWS Cloud 325

The Netflix TechBlog

FEBRUARY 18, 2022

Motivation With the rapid growth in Netflix member base and the increasing complexity of our systems, our architecture has evolved into an asynchronous one that enables both online and offline computation. Architecture As shown in the diagram above, the RENO service can be broken down into the following components.

Systems 334

Systems Traffic Architecture Mobile 334

Dynatrace

APRIL 20, 2023

Logs highlight observability challenges Ingesting, storing, and processing the unprecedented explosion of data from sources such as software as a service, multicloud environments, containers, and serverless architectures can be overwhelming for today’s organizations. Seamless integration. ” Watch session now!

Analytics 192

Analytics Infrastructure Storage Efficiency 192

DZone

MAY 1, 2020

In a software system, in order to acquire observability, we mainly implement the following aspects: logging, metrics, and tracing. Especially when we are moving away from monolithic software systems to microservices-based architectures, observability becomes a key aspect of the system design.

Programming 159

Programming Tuning Metrics Architecture 159

Dynatrace

FEBRUARY 8, 2021

Also, these modern, cloud-native architectures produce an immense volume, velocity, and variety of data. Every service and component exposes observability data (metrics, logs, and traces) that contains crucial information to drive digital businesses. Track log metrics and receive alerts without manually setting thresholds.

Cloud 261

Cloud Azure Analytics Open Source 261

Dynatrace

NOVEMBER 24, 2020

As organizations plan, migrate, transform, and operate their workloads on AWS, it’s vital that they follow a consistent approach to evaluating both the on-premises architecture and the upcoming design for cloud-based architecture. Automatic collection of the entire set of services that publish metrics to Amazon CloudWatch.

AWS 146

AWS Artificial Intelligence Best Practices Lambda 146

The Netflix TechBlog

AUGUST 13, 2020

A metric crossed a threshold. You’re half awake and wondering, “Is there really a problem or is this just an alert that needs tuning? Telltale learns what constitutes typical health for an application, no alert tuning required. Metrics are a key part of understanding application health. Client metrics and QoE changes.

Monitoring 210

Monitoring Tuning Traffic Metrics 210

The Netflix TechBlog

JUNE 13, 2023

By collecting and analyzing key performance metrics of the service over time, we can assess the impact of the new changes and determine if they meet the availability, latency, and performance requirements. They enable us to further fine-tune and configure the system, ensuring the new changes are integrated smoothly and seamlessly.

Traffic 279

Traffic Metrics Systems Strategy 279

Dynatrace

OCTOBER 6, 2022

OpenTelemetry demo application architecture diagram. Jaeger and Prometheus backends for displaying the collected traces and metrics, but you can easily configure alternative backends. is the custom metrics ingest endpoint that is used by the collector to export metrics. Dynatrace metrics exporter ? DT_API_TOKEN ?is

Open Source 176

Open Source Metrics Tuning Technology 176

The Netflix TechBlog

JANUARY 13, 2022

Troubleshooting these problems is not a trivial task and requires collecting logs and metrics from several different systems and analyzing them to identify the root cause. Streaming Pensive Streaming Pensive Architecture Apache Flink powers real-time stream processing jobs in the Netflix data platform.

Big Data 238

Big Data Infrastructure Metrics Hardware 238

Dynatrace

JUNE 27, 2023

Logs complement metrics and enable automation Cloud practitioners agree that observability, security, and automation go hand in hand. The increasing complexity of cloud service architectures requires a rock-solid understanding of the activity, health status, and security of cloud services.

AWS 204

AWS Cloud Lambda Analytics 204

Dynatrace

DECEMBER 9, 2020

Cloud-native technologies and microservice architectures have shifted technical complexity from the source code of services to the interconnections between services. Heterogeneous cloud-native microservice architectures can lead to visibility gaps in distributed traces. Dynatrace news. What’s next?

Java 238

Java Traffic Strategy Architecture 238

Dynatrace

NOVEMBER 14, 2023

DevOps practices have been established in the last decade to accomplish this goal and deal with the dynamics of modern, cloud-native software architectures. Allow for flexibility Custom query variables are available to fine-tune guardian objectives and maintain flexibility in fetching data from Grail.

Government 199

Government Best Practices DevOps Engineering 199

Dynatrace

JANUARY 26, 2021

Within this paradigm, it is possible to run entire architectures without touching a traditional virtual server, either locally or in the cloud. In a serverless architecture, applications are distributed to meet demand and scale requirements efficiently. Making use of serverless architecture. The Serverless Process.

Serverless 245

Serverless Efficiency Lambda Azure 245

Dynatrace

MAY 1, 2020

We anticipate massive growth in the popularity of this architecture in the coming quarters, driven additionally by companies’ push for cost reductions. We’re therefore happy to announce the Early Adopter release of OneAgent full-stack monitoring for Linux on the ARM 64-bit AArch64 architecture with OneAgent version 1.191.

Java 133

Java Hardware Tuning Metrics 133

Dynatrace

APRIL 22, 2022

Companies face many challenges as they deploy modern IT architectures. For example, OpenTelemetry for instrumenting microservices, Fluentd for collecting logs, and Prometheus for collecting metrics. This context comes from a common topology of the monitored environment based on data from metrics, logs, and traces.

Open Source 178

Open Source Metrics Cloud Tuning 178

Dynatrace

AUGUST 12, 2020

As companies strive to innovate and deliver faster, modern software architecture is evolving at near the speed of light. It allows for the breaking up of heavy monolithic architectures into multiple serverless “functions.” Understand and optimize your architecture. So stay tuned! Dynatrace news. Optimize timing hotspots.

Serverless 239

Serverless Azure Monitoring Lambda 239

Dynatrace

JUNE 8, 2021

You’ll learn how to create production SLOs, to continuously improve the performance of services, and I’ll guide you on how to become a champion of your sport by: Creating calculated metrics with the help of multidimensional analysis. Metric 2: number of requests in error. Let’s start by creating a dashboard to follow our metrics.

Metrics 170

Metrics Tuning Programming Systems 170

The Netflix TechBlog

NOVEMBER 2, 2021

In particular, the VMAF metric lies at the core of improving the Netflix member’s streaming video quality. The Reloaded system is a well-matured and scalable system, but its monolithic architecture can slow down rapid innovation. All three requested quality metrics will be calculated for each chunk. via bug fixes). 4a & 4b.

Media 171

Media Innovation Metrics Latency 171

Dynatrace

APRIL 20, 2022

We wanted to expand and provide business process metrics (# of total orders per restaurant, orders canceled ratios, time per order, ingredients in or out of stock …) to quickly react to any issues and also get automatically alerted on anomalies. Kitopi’s architecture relies on Apache Kafka. .: kitchen ordering portal available).

Metrics 205

Metrics Mobile Internet Internet 205

Dynatrace

DECEMBER 2, 2021

As organizations adopt microservices-based architecture , service-level objectives (SLOs) have become a vital way for teams to set specific, measurable targets that ensure users are receiving agreed-upon service levels. SLIs provide the actual metrics and measurements that indicate whether you are meeting your SLO. Dynatrace news.

Metrics 196

Metrics Best Practices DevOps Infrastructure 196

Percona

APRIL 7, 2023

If we were to select the most important MySQL setting, if we were given a freshly installed MySQL or Percona Server for MySQL and could only tune a single MySQL variable, which one would it be? To be fair, that is also true with PostgreSQL; it hasn’t been tuned either, and it, too, can also perform much better.

Tuning 133

Tuning Cache Servers Benchmarking 133

The Netflix TechBlog

NOVEMBER 2, 2020

High level playback architecture with priority throttling and chaos testing Building a request taxonomy We decided to focus on three dimensions in order to categorize request traffic: throughput, functionality, and criticality. Those two metrics are approximate indicators of failures and latency.

Traffic 252

Traffic Metrics Infrastructure Architecture 252

Dynatrace

NOVEMBER 15, 2021

Log monitoring, log analysis, and log analytics are more important than ever as organizations adopt more cloud-native technologies, containers, and microservices-based architectures. With clear insight into crucial system metrics, teams can automate more processes and responses with greater precision. Dynatrace news. What are logs?

Analytics 214

Analytics Monitoring Artificial Intelligence DevOps 214

Dynatrace

JULY 6, 2022

Organizations that have achieved SRE maturity have a better handle on the state of their infrastructure, the ability to tie reliability metrics more tightly to business objectives, and the means to ensure a consistent and responsive customer experience. Design, implement, and tune effective SLOs. Automate as much as possible.

Best Practices 192

Best Practices Open Source Tuning Infrastructure 192

Dynatrace

SEPTEMBER 28, 2020

Lightweight architecture. The overall architecture – including the consolidated Dynatrace API – is shown below: Different problem visualizations build on top of a lightweight backend that uses the consolidated Dynatrace API. Getting the problem status of all environments has to be efficient. js framework. js framework.

Storage 211

Storage Architecture Tuning Efficiency 211

Dynatrace

JANUARY 19, 2021

A single pane of glass to view trace information along with AWS CloudWatch metrics. Serverless architectures help developers innovate more efficiently and effectively by removing the burden of managing underlying infrastructure. See your AWS serverless workloads in full context with customer experience and business outcome metrics.

Lambda 214

Lambda Serverless AWS Mobile 214

Dynatrace

AUGUST 12, 2020

As companies strive to innovate and deliver faster, modern software architecture is evolving at near the speed of light. It allows for the breaking up of heavy monolithic architectures into multiple serverless “functions.” Understand and optimize your architecture. So stay tuned! Dynatrace news. Optimize timing hotspots.

Serverless 143

Serverless Azure Monitoring Lambda 143

Dynatrace

NOVEMBER 17, 2020

The rapidly evolving digital landscape is one important factor in the acceleration of such transformations – microservices architectures, service mesh, Kubernetes, Functions as a Service (FaaS), and other technologies now enable teams to innovate much faster. New cloud-native technologies make observability more important than ever….

Analytics 159

Analytics Technology Technology Cloud 159

Dynatrace

FEBRUARY 25, 2021

Distributing accounts across the infrastructure is an architectural decision, as a given account often has similar usage patterns, languages, and sizes for their Lambda functions. On the other hand, features needed for monitoring large applications, like memory dumps, code-level-visibility, or event loop metrics on Node.js

Lambda 224

Lambda AWS Monitoring Serverless 224

The Netflix TechBlog

AUGUST 1, 2022

Overall Architecture The Data Mesh system can be divided into the control plane (Data Mesh Controller) and the data plane (Data Mesh Pipeline). Please stay tuned! The catalog of available DB connectors is growing (CockroachDB, Cassandra for example) More Processing patterns such as filter, projection, union, join, etc.

Processing 272

Processing Transportation Entertainment Tuning 272

Dynatrace

AUGUST 16, 2021

Automatically collect and evaluate business, service, and architectural indicator metrics to promote or roll back deployments. Stay tuned for part two of this blog series, where we will continue with more examples such as Dynatrace Monitoring as Code , and SLO release validation using Dynatrace SaaS Cloud Automation.

Software 246

Software Software Open Source Azure 246

Dynatrace

OCTOBER 15, 2020

With no required recompilation or code changes, you can: Monitor web-scale and highly dynamic microservice architectures including statically as well as dynamically linked Go applications and platform components. Improve cloud platform management with deeper insights into platform metrics. So stay tuned! Do much more.

Transportation 186

Transportation Monitoring Metrics Code 186