Dynatrace

JULY 8, 2020

One of the promises of container orchestration platforms is to make i t easier for the developers to accelerate the deployment of their app lication s without having to worry about scalability and infrastructure dependencies. It is important to understand the impact infrastructure can have on the platform and the application it runs.

Infrastructure 201

Infrastructure Monitoring Cloud Metrics 201

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 216

Metrics Innovation Strategy Monitoring 216

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 157

Innovation Metrics Hardware Games 157

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. For example, in a Kubernetes environment, a collector can automatically attach metadata about pods and namespaces to all observability data. So, stay tuned.

Open Source 130

Open Source Best Practices Infrastructure Tuning 130

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. The technicalities are simple to understand.

Availability 322

Availability Scalability Cloud Metrics 322

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

Percona

FEBRUARY 24, 2023

Label-based access control is a security mechanism that allows companies to control who can access specific metrics based on their labels. To simplify access management : Label-based access control can simplify access management by allowing companies to assign labels to metrics. to monitor and diagnose. +50

Metrics 104

Metrics Monitoring Database Engineering 104

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

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

APRIL 25, 2023

For example, to handle traffic spikes and pay only for what they use. 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. Scale automatically based on the demand and traffic patterns.

Serverless 213

Serverless Lambda Azure AWS 213

Dynatrace

DECEMBER 5, 2023

Legacy data center infrastructure and software support have kept all the benefits of ARM at, well… arm’s length. But take a look at the latest iterations of, for example, AWS Graviton2, which delivered a 40% price/performance boost, and Graviton3, which had an additional 27% price/performance improvement over Graviton2.

Efficiency 271

Efficiency Architecture Energy Monitoring 271

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

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 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 193

Analytics Infrastructure Storage Efficiency 193

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. An example of such a variable is the version number of a service. Given this example, the version number 0.1.0

Government 199

Government Best Practices DevOps Engineering 199

Dynatrace

OCTOBER 6, 2022

Because it includes examples of 10 programming languages OpenTelemetry supports with SDKs, the application makes a good reference for developers on how to use OpenTelemetry. Jaeger and Prometheus backends for displaying the collected traces and metrics, but you can easily configure alternative backends. Dynatrace metrics exporter ?

Open Source 177

Open Source Metrics Tuning Technology 177

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

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

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

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

JULY 24, 2023

For example, consider an e-commerce website that automatically sends personalized discount codes to customers who abandon their shopping carts. Let’s examine a few examples of answer-driven automation using AI and context. DevOps automation example #2: Threat detection and response Let’s build on the previous example.

DevOps 225

DevOps Traffic Efficiency Servers 225

Dynatrace

DECEMBER 2, 2021

For example, an SLA between a web host provider and customer can guarantee 99.95% uptime for all web services of a company over a year. For example, if the SLA for a website is 99.95% uptime, its corresponding SLO could be 99.95% availability of the login services. For example, if your SLO guarantees 99.5% What are SLOs?

Metrics 196

Metrics Best Practices DevOps Infrastructure 196

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

NOVEMBER 15, 2021

Log files contain much of the data that makes a system observable: for example, records of all events that occur throughout the operating system, network devices, pieces of software, or even communication between users and application systems. For example: Lack of end-to-end observability. What is log analytics? More automation.

Analytics 214

Analytics Monitoring Artificial Intelligence DevOps 214

Dynatrace

JANUARY 26, 2021

AWS Lambda functions are an example of how a serverless framework works: Developers write a function in a supported language or platform. Cloud-hosted managed services eliminate the minute day-to-day tasks associated with hosting IT infrastructure on-premises. Building APIs (for example, Amazon API Gateway ).

Serverless 245

Serverless Efficiency Lambda Azure 245

Dynatrace

MAY 17, 2023

Making applications observable—relying on metrics, logs, and traces to understand what software is doing and how it’s performing—has become increasingly important as workloads are shifting to multicloud environments. We also introduced our demo app and explained how to define the metrics and traces it uses.

Metrics 176

Metrics Monitoring Database Network 176

Dynatrace

SEPTEMBER 29, 2021

Think of containers as the packaging for microservices that separate the content from its environment – the underlying operating system and infrastructure. A standard Docker container can run anywhere, on a personal computer (for example, PC, Mac, Linux), in the cloud, on local servers, and even on edge devices. Watch webinar now!

Open Source 307

Open Source Traffic DevOps Cloud 307

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. For example, it became cumbersome to ensure users of Packer received updates. Services are more reliable, testable, and documented.

DevOps 207

DevOps AWS Tuning Infrastructure 207

The Netflix TechBlog

NOVEMBER 2, 2020

How viewers are able to watch their favorite show on Netflix while the infrastructure self-recovers from a system failure By Manuel Correa , Arthur Gonigberg , and Daniel West Getting stuck in traffic is one of the most frustrating experiences for drivers around the world. Logs and background requests are examples of this type of traffic.

Traffic 252

Traffic Metrics Infrastructure Architecture 252

The Netflix TechBlog

NOVEMBER 6, 2023

For a (large) batch of N examples, we wish to maximize the embedding (cosine) similarity of the N correct image-text pairs, while minimizing the similarity of the other N²-N paired embeddings. 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

Scalegrid

JANUARY 11, 2024

This article strips away the complexities, walking you through best practices, top tools, and strategies you’ll need for a well-defended cloud infrastructure. For example, Blumira offers a third-party solution while AWS provides its own with CloudWatch.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

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? Below are a few examples within the five Well-Architected pillars for how Dynatrace empowers you: Dynatrace value within the AWS 5-pillars. Stay tuned.

AWS 146

AWS Artificial Intelligence Best Practices Lambda 146

Dynatrace

FEBRUARY 25, 2021

What the Lambda team introduced in 2018, for example, the new Firecracker VM, has since been fully rolled out. 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. Lambda worker nodes.

Lambda 224

Lambda AWS Monitoring Serverless 224

The Netflix TechBlog

AUGUST 10, 2020

AV1 being a recent example. Continuing to innovate on this family has tremendous advantages across the whole delivery infrastructure: reducing footprint at our Content Delivery Network (CDN), Open Connect (OC) , the load on our partner ISPs’ networks and the bandwidth usage for our members. Yet, given its wide support, our H.264/AVC

Innovation 239

Innovation Traffic Network Efficiency 239