Dynatrace

OCTOBER 4, 2024

A central element of platform engineering teams is a robust Internal Developer Platform (IDP), which encompasses a set of tools, services, and infrastructure that enables developers to build, test, and deploy software applications. Stay tuned Currently, the API allows for the configuration of an event processing pipeline.

Software 229

Software Software Development Performance 229

Dynatrace

APRIL 17, 2024

The challenge for hybrid cloud deployments is maintaining critical observability, which must include the full set of monitoring signals: logs, metrics, and traces. For example, on the Dynatrace platform, open the new Infrastructure & Operations app and navigate to any monitored host running on Linux on IBM Z (s390 architecture).

Operating System 216

Operating System Energy Architecture Infrastructure 216

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 244

Latency Best Practices Metrics Open Source 244

Dynatrace

MAY 23, 2024

Failures can occur unpredictably across various levels, from physical infrastructure to software layers. Optimized fault recovery We’re also interested in exploring the potential of tuning configurations to improve recovery speed and performance after failures and avoid the demand for additional computing resources.

Engineering 190

Engineering Tuning Latency Open Source 190

Dynatrace

MAY 28, 2024

What about correlated trace data, host metrics, real-time vulnerability scanning results, or log messages captured just before an incident occurs? Depending on which app is in use, one glance at a histogram provides invaluable insight into managing clouds, databases, Kubernetes environments, and infrastructure.

Analytics 193

Analytics Infrastructure Database Monitoring 193

Dynatrace

FEBRUARY 14, 2022

Building on its advanced analytics capabilities for Prometheus data , Dynatrace now enables you to create extensions based on Prometheus metrics. Many technologies expose their metrics in the Prometheus data format. Many technologies expose their metrics in the Prometheus data format. Our monitoring coverage already includes ?

Technology 227

Technology Technology Metrics Infrastructure 227

The Netflix TechBlog

MARCH 25, 2019

Building and Scaling Data Lineage at Netflix to Improve Data Infrastructure Reliability, and Efficiency By: Di Lin , Girish Lingappa , Jitender Aswani Imagine yourself in the role of a data-inspired decision maker staring at a metric on a dashboard about to make a critical business decision but pausing to ask a question?—?“Can

Infrastructure 223

Infrastructure Big Data Transportation Architecture 223

Percona

SEPTEMBER 1, 2023

While there is no magic bullet for MySQL performance tuning, there are a few areas that can be focused on upfront that can dramatically improve the performance of your MySQL installation. What are the Benefits of MySQL Performance Tuning? A finely tuned database processes queries more efficiently, leading to swifter results.

Tuning 52

Tuning Database Performance Hardware 52

Dynatrace

JUNE 4, 2024

While platform engineers can build and prepare the necessary infrastructure and templates for self-adoption, developers must still provide some customization. Our data scientists utilize metrics and events to store these quality metrics. Ideally, this should be a self-service offering that enables individual adoption by teams.

Metrics 242

Metrics Engineering Code Tuning 242

The Netflix TechBlog

JUNE 7, 2021

Challenges The cloud network infrastructure that Netflix utilizes today consists of AWS services such as VPC, DirectConnect, VPC Peering, Transit Gateways, NAT Gateways, etc and Netflix owned devices. The Flow Exporter also publishes various operational metrics to Atlas. So how do we ingest and enrich these flows at scale ?

Network 326

Network Transportation AWS Cloud 326

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 176

Metrics Open Source Tuning Infrastructure 176

The Netflix TechBlog

OCTOBER 8, 2024

The Key-Value Abstraction offers a flexible, scalable solution for storing and accessing structured key-value data, while the Data Gateway Platform provides essential infrastructure for protecting, configuring, and deploying the data tier. We do not use it for metrics, histograms, timers, or any such near-real time analytics use case.

Latency 236

Latency Storage Traffic Tuning 236

Dynatrace

MAY 17, 2022

From a cost perspective, internal customers waste valuable time sending tickets to operations teams asking for metrics, logs, and traces to be enabled. A team looking for metrics, traces, and logs no longer needs to file a ticket to get their app monitored in their own environments.

Availability 327

Availability Scalability Cloud Metrics 327

Dynatrace

APRIL 25, 2023

These functions are executed by a serverless platform or provider (such as AWS Lambda, Azure Functions or Google Cloud Functions) that manages the underlying infrastructure, scaling and billing. Enable faster development and deployment cycles by abstracting away the infrastructure complexity.

Serverless 218

Serverless Lambda Azure AWS 218

Dynatrace

FEBRUARY 9, 2022

More recently, teams have begun to apply DevOps best practices to infrastructure automation, giving developers a more active role with GitOps as an operational framework. Key components of GitOps are declarative infrastructure as code, orchestration, and observability. Dynatrace enables software intelligence as code.

Code 227

Code Software Software DevOps 227

Dynatrace

FEBRUARY 17, 2022

With automatic and intelligent observability of all their infrastructure, apps, services, and workloads and their dependencies, Dynatrace pinpoints exactly where something is going wrong. If you’re going to have an SLO, you should have a story in mind of why you’re setting up all these alerts and collecting all these metrics.

Technology 221

Technology Technology Cloud Infrastructure 221

The Netflix TechBlog

JUNE 14, 2023

So, we relied on higher-level metrics-based testing: AB Testing and Sticky Canaries. To determine customer impact, we could compare various metrics such as error rates, latencies, and time to render. We spent the next few months diving into these high-level metrics and fixing issues such as cache TTLs, flawed client assumptions, etc.

Traffic 356

Traffic Latency Cache Metrics 356

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 196

Analytics Innovation Metrics Database 196

Dynatrace

APRIL 20, 2023

With more automated approaches to log monitoring and log analysis, however, organizations can gain visibility into their applications and infrastructure efficiently and with greater precision—even as cloud environments grow. They enable IT teams to identify and address the precise cause of application and infrastructure issues.

Analytics 198

Analytics Infrastructure Storage Architecture 198

Dynatrace

OCTOBER 7, 2020

Open-source metric sources automatically map to our Smartscape model for AI analytics. We’ve just enhanced Dynatrace OneAgent with an open metric API. Here’s a quick overview of what you can achieve now that the Dynatrace Software Intelligence Platform has been extended to ingest third-party metrics. Dynatrace news.

Open Source 260

Open Source Metrics Analytics Tuning 260

SQL Performance

SEPTEMBER 17, 2019

This article will cover many areas that database administrators need to be aware of in order to properly license, recover, and tune a Reporting Services installation. Tuning Options. Tuning SSRS is much like any other application. Reporting Services Infrastructure. General Tuning.

Tuning 67

Tuning Servers Database Best Practices 67

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. ” For Doni, it’s all about balance.

Engineering 237

Engineering DevOps Operating System Open Source 237

The Netflix TechBlog

SEPTEMBER 10, 2024

This is particularly important as we build out new functionality that relies on Pushy; a strong, stable infrastructure foundation allows our partners to continue to build on top of Pushy with confidence. This delicate balance led to us doing a deep evaluation of many instance types and performance tuning options.

Latency 228

Latency Cache Tuning Efficiency 228

Dynatrace

APRIL 21, 2023

The agencies resisted adopting the tool because it required significant time to configure and tune collected metrics into valuable information. Further, the toolset had been in place for 20 years resulting in high annual software maintenance and infrastructure costs. over five years. Register to listen to the webinar.

Government 168

Government Infrastructure Innovation Monitoring 168

Dynatrace

FEBRUARY 8, 2021

Every service and component exposes observability data (metrics, logs, and traces) that contains crucial information to drive digital businesses. Some companies are still using different tools for application performance monitoring, infrastructure monitoring, and log monitoring. Any log event (JSON or plain text) via HTTP REST API.

Cloud 262

Cloud Azure Analytics Open Source 262

Dynatrace

JULY 10, 2023

Here is what a few of these customers say about Dynatrace: “ Dynatrace has been a game changer in our ability to respond to incidents, identify areas for performance tuning, and gain meaningful data from user behavior analysis.” Director of infrastructure, software sector “ Strong technology and stronger people.

Monitoring 230

Monitoring Retail Performance Government 230

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. Infrastructure change events.

Monitoring 215

Monitoring Tuning Traffic Metrics 215

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. Pensive infrastructure comprises two separate systems to support batch and streaming workloads. Expand Pensive with Machine Learning classifiers.

Big Data 241

Big Data Infrastructure Metrics Hardware 241

Dynatrace

JUNE 27, 2023

Logs complement metrics and enable automation Cloud practitioners agree that observability, security, and automation go hand in hand. Logs complement out-of-the-box metrics and enable automated actions for responding to availability, security, and other service events. Or explore the recently introduced support for AWS Lambda logs.

AWS 209

AWS Cloud Lambda Analytics 209

Dynatrace

APRIL 26, 2022

Fast, consistent application delivery creates a positive user experience that can ultimately drive customer loyalty and improve business metrics like conversion rate and user retention. With DEM solutions, organizations can operate over on-premise network infrastructure or private or public cloud SaaS or IaaS offerings.

Monitoring 214

Monitoring Social Media IoT Metrics 214

Dynatrace

DECEMBER 5, 2023

Legacy data center infrastructure and software support have kept all the benefits of ARM at, well… arm’s length. Even if some part of your codebase can be instrumented to collect observability data, having all three signal types (metrics, traces, and logs) is crucial.

Architecture 275

Architecture Efficiency Energy Monitoring 275

Dynatrace

OCTOBER 6, 2022

Jaeger and Prometheus backends for displaying the collected traces and metrics, but you can easily configure alternative backends. Both methods ingest data, but by using the Dynatrace OneAgent, users can automatically discover additional insights about their infrastructure, applications, processes, services and databases.

Open Source 182

Open Source Metrics Tuning Technology 182

Dynatrace

NOVEMBER 14, 2023

Imagine that instead of development teams fending for themselves amidst a sea of tools and infrastructure, well-defined and enterprise-wide templates are provided for the development of all new product services. In many cases, you want to retrieve the logs, metrics, or traces of a particular version, which is unknown upfront.

Best Practices 205

Best Practices Government DevOps Engineering 205

Dynatrace

NOVEMBER 10, 2022

This architectural method encompasses software containers, service meshes, microservices , immutable infrastructure, and declarative APIs to create an environment that is inherently scalable, extendable, and easy to manage through automation. Immutable infrastructure. Therefore, organizations should use them as little as possible.

Cloud 162

Cloud Architecture Serverless Infrastructure 162

Dynatrace

MAY 1, 2020

This is especially the case with microservices and applications created around multiple tiers, where cheaper hardware alternatives play a significant role in the infrastructure footprint. Host performance is tracked via high-level health metrics with details for each host (these appear on your home dashboard by default).

Java 134

Java Hardware Metrics Tuning 134

The Netflix TechBlog

AUGUST 22, 2019

Artisan Crafted Images In the Netflix full cycle DevOps culture the team responsible for building a service is also responsible for deploying, testing, infrastructure, and operation of that service. Now each change in the infrastructure is tested, canaried, and deployed like any other code change.

DevOps 209

DevOps AWS Tuning Infrastructure 209

Dynatrace

DECEMBER 2, 2021

These can include business metrics, such as conversion rates, uptime, and availability; service metrics, such as application performance; or technical metrics, such as dependencies to third-party services, underlying CPU, and the cost of running a service. What are SLIs? For example, if your SLO is to deliver 99.5%

Metrics 202

Metrics Best Practices DevOps Infrastructure 202