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 215

Metrics Innovation Strategy Monitoring 215

Dynatrace

AUGUST 5, 2020

Recently introduced improvements to Visually complete and new web performance metrics for Real User Monitoring are now available for Synthetic Monitoring as well. Ensure better user experience with paint-focused performance metrics. These metrics are tightly connected to the perceived load speed of your application.

Metrics 220

Metrics Monitoring Performance Benchmarking 220

Dynatrace

OCTOBER 26, 2020

Dynatrace has recently enhanced its Metrics APIs, allowing everyone to send any type of metric with any set of data dimension to Davis, Dynatrace’s AI engine. In our conversation, I mentioned the new Dynatrace Metrics ingestion and off we went. ?? There are many use cases for using this API.

Innovation 156

Innovation Metrics Hardware Games 156

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

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 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 222

Technology Technology Metrics Infrastructure 222

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 231

Engineering DevOps Operating System Open Source 231

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 219

Infrastructure Big Data Transportation Architecture 219

Dynatrace

MARCH 15, 2024

Understanding OpenTelemetry OpenTelemetry is an open, vendor-neutral standard for creating, collecting, and transferring telemetry data, like traces, metrics, and logs. So, stay tuned. The OpenTelemetry project is supported and maintained by representatives from Microsoft, Google, Amazon, and many others, including Dynatrace.

Open Source 130

Open Source Best Practices Infrastructure Tuning 130

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 325

Network Transportation AWS Cloud 325

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 213

Serverless Lambda Azure AWS 213

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 322

Availability Scalability Cloud Metrics 322

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 222

Code Software Software DevOps 222

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 353

Traffic Latency Cache Metrics 353

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 192

Analytics Infrastructure Storage Efficiency 192

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 215

Technology Technology Cloud Infrastructure 215

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

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 258

Open Source Metrics Analytics Tuning 258

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

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 164

Government Infrastructure Innovation Monitoring 164

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 225

Monitoring Retail Performance Government 225

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 204

AWS Cloud Lambda Analytics 204

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.

Efficiency 270

Efficiency Architecture Energy Monitoring 270

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 261

Cloud Azure Analytics Open Source 261

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 238

Big Data Infrastructure Metrics Hardware 238

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.

Government 199

Government Best Practices DevOps Engineering 199

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 210

Monitoring Tuning Traffic Metrics 210

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 209

Monitoring Social Media IoT Metrics 209

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 176

Open Source Metrics Tuning Technology 176

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 133

Java Hardware Tuning Metrics 133

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 207

DevOps AWS Tuning Infrastructure 207

Dynatrace

APRIL 22, 2022

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. Nonetheless, they still want to collect metrics, traces, and logs.

Open Source 178

Open Source Metrics Cloud Tuning 178

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 196

Metrics Best Practices DevOps Infrastructure 196

Dynatrace

NOVEMBER 15, 2021

This includes troubleshooting issues with software, services, and applications, and any infrastructure they interact with, such as multicloud platforms, container environments, and data repositories. Log analytics also help identify ways to make infrastructure environments more predictable, efficient, and resilient. More automation.

Analytics 214

Analytics Monitoring Artificial Intelligence DevOps 214

The Netflix TechBlog

NOVEMBER 6, 2023

To train these parameters as well as fine-tune the pretrained image-text model weights, we leverage in-house datasets that pair shots of varying durations with rich textual descriptions of their content. Engineering and Infrastructure Our trained model gives us a text encoder and a video encoder. closeup shots, caution elements).

Media 225

Media Social Media Tuning Efficiency 225

Dynatrace

NOVEMBER 24, 2020

Do we have the ability (process, frameworks, tooling) to quickly deploy new services and underlying IT infrastructure and if we do, do we know that we are not disrupting our end users? Automatic collection of the entire set of services that publish metrics to Amazon CloudWatch. Stay tuned. Dynatrace and AWS.

AWS 146

AWS Artificial Intelligence Best Practices Lambda 146