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 206

Serverless Lambda Azure AWS 206

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 193

Government Best Practices DevOps Engineering 193

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 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 171

Open Source Metrics Tuning Technology 171

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 254

Open Source Metrics Analytics Tuning 254

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 202

Monitoring Social Media IoT Metrics 202

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 190

Metrics Best Practices DevOps Infrastructure 190

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

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

The Netflix TechBlog

OCTOBER 18, 2019

Faisal Siddiqi Infrastructure for Contextual Bandits and Reinforcement Learning?—? For example, one set of experiments is focussed on personalizing our artwork assets to quickly select and leverage the “winning” images for a title we recommend to our members. He talked about the infrastructure used to implement this.

Infrastructure 126

Infrastructure Metrics Architecture Efficiency 126

The Netflix TechBlog

OCTOBER 18, 2019

Faisal Siddiqi Infrastructure for Contextual Bandits and Reinforcement Learning?—? For example, one set of experiments is focussed on personalizing our artwork assets to quickly select and leverage the “winning” images for a title we recommend to our members. He talked about the infrastructure used to implement this.

Infrastructure 100

Infrastructure Metrics Architecture Efficiency 100

The Netflix TechBlog

AUGUST 30, 2021

The Partner Infrastructure team at Netflix provides solutions to support these two significant efforts by enabling device management at scale. Together, they form the Device Management Platform, which is the infrastructural foundation for Netflix Test Studio (NTS). In this blog post, we will focus on the latter feature set.

Latency 213

Latency Traffic Transportation Hardware 213

Dynatrace

JULY 22, 2019

They gather information infrastructure data such as CPU, memory and log files. Here is an example where an issue is no longer deemed as frequent because the situation got worse. It doesn’t apply to infrastructure metrics such as CPU or memory. Basically, what we call “first-generation” monitoring software.

Best Practices 163

Best Practices Artificial Intelligence Monitoring Tuning 163

Adrian Cockcroft

NOVEMBER 26, 2023

SUS101: Sustainability innovation in AWS Global Infrastructure AWS is determined to make the cloud the cleanest and most energy-efficient way to run customers’ infrastructure and business. Through customer examples and a demo, learn how you can build a sustainability showback mechanism for your application teams and drive change.

AWS 52

AWS Energy IoT Best Practices 52

The Netflix TechBlog

OCTOBER 15, 2019

For example, XA transactions block execution if the application process fails during the prepare phase; moreover, XA provides no deadlock detection and no support for optimistic concurrency-control schemes. For example, unclean leader election will result in consumer to potentially duplicate or lose events. Please stay tuned.

Transportation 192

Transportation Architecture Processing Storage 192

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 198

Infrastructure Monitoring Cloud Metrics 198

Dotcom-Montior

NOVEMBER 11, 2020

Obviously, without the need to have to rent or buy physical servers, it can be more cost-effective for organizations to forego the traditional route of having to manage their physical infrastructure and only pay for the time and memory utilized to run your code/applications. Scalability. Monitoring.

Serverless 57

Serverless Monitoring Lambda Latency 57

KeyCDN

AUGUST 15, 2019

Before you begin tuning your website or application, you must first figure out which metrics matter most to your users and establish some achievable benchmarks. Quantitative performance testing looks at metrics like response time while qualitative testing is concerned with scalability, stability, and interoperability.

Testing Tools 55

Testing Tools Best Practices Performance Testing Testing 55

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 204

Operating System Energy Infrastructure Architecture 204

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 316

Availability Scalability Cloud Metrics 316

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 185

Analytics Innovation Metrics Database 185

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 186

Analytics Infrastructure Storage Efficiency 186

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

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 219

DevOps Traffic Efficiency Servers 219

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 216

Code Software Software DevOps 216

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 171

Metrics Monitoring Database Network 171

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 265

Efficiency Architecture Energy Monitoring 265

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 197

AWS Cloud Lambda Analytics 197

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

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 167

Metrics Open Source Tuning Infrastructure 167

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 301

Open Source Traffic DevOps Cloud 301

Dynatrace

APRIL 20, 2022

Our goal from the start was to not only use Dynatrace for infrastructure (e.g.: 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.

Metrics 199

Metrics Mobile Internet Internet 199

Dynatrace

APRIL 21, 2022

To stay tuned, keep an eye on our release notes. You can create custom log metrics for smarter and faster troubleshooting, and you will be able to understand log data in the context of your full stack, including real user impacts. The display name is now required in metric metadata. New features and enhancements. Dashboards.

Azure 215

Azure Metrics AWS Monitoring 215

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 208

Analytics Monitoring Artificial Intelligence DevOps 208

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

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