The Netflix TechBlog

MARCH 2, 2021

Together with data analytics and data engineering, we comprise the larger, centralized Data Science and Engineering group. We talked to scientists from areas like Payments & Partnerships, Content & Marketing Analytics Research, Content Valuation, Customer Service, Product Innovation, and Studio Production.

Analytics 207

Analytics C++ Innovation Engineering 207

All Things Distributed

DECEMBER 1, 2016

I was joined by 32,000 James Bonds at the conference today from all around the world, and we introduced new services focused on accelerating this transformation across development, testing and operations, data and analytics, and computation itself. Transformation in Development, Testing, & Operations.

AWS 162

AWS Development Lambda Open Source 162

Dotcom-Montior

DECEMBER 8, 2021

By ITIL definition, the service desk may take the form of incident resolution or service requests, but whatever the case, the primary goal of the service desk to provide quick and efficient service. This helps to improve efficiency and ensures that information is consistent, up-to-date, and available. Problem Management.

Social Media 90

Social Media Monitoring Latency DevOps 90

SQL Performance

APRIL 17, 2020

When we ask SQL Server to change some aspect of a column's definition, it needs to check that the existing data is compatible with the new definition. Rewrite some or all of the stored data to match the new definition. A much better, and more explicit table definition would be: CREATE TABLE dbo. Be Careful with Syntax.

Servers 63

Servers Database Testing Efficiency 63

Dynatrace

OCTOBER 4, 2022

Grail needs to support security data as well as business analytics data and use cases. With that in mind, Grail needs to achieve three main goals with minimal impact to cost: Cope with and manage an enormous amount of data —both on ingest and analytics. High-performance analytics—no indexing required.

Artificial Intelligence 261

Artificial Intelligence Analytics Storage Architecture 261

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. ” A data warehouse, on the other hand, is an efficient and fast option for querying data.

Analytics 180

Analytics Infrastructure Storage Efficiency 180

O'Reilly Software

OCTOBER 23, 2018

This is my tailored view of it; others will have different definitions. Notice that in this definition, the role of the architect and technology strategist is not to merely serve the business but to play together. This document, the architecture definition , serves as the technologist's answer to the blueprint. Contain entropy.

Strategy 100

Strategy Architecture Technology Technology 100

Testsigma

MAY 7, 2020

IBM Big Data and Analytics Hub website cited a case study, where a US insurance company was estimating 15% of their testing efforts to be just test data collection for the backend system and the frontend system. In case of improper use of such critical and high-risk data, legal action by the customers is definite.

Testing 60

Testing Storage Database Processing 60

All Things Distributed

DECEMBER 20, 2017

The benefit for customers: Authorized users can view this data and therefore manage their inventories across different sites, making the maintenance processes much more efficient. The end effect is that the complexity of the system increases, which is not efficient. Such a decentralized 'shadow IT' delivers no improvements.

Artificial Intelligence 79

Artificial Intelligence Social Media Logistics AWS 79

The Netflix TechBlog

JULY 26, 2021

The paradigm spans across methods, tools, and technologies and is usually defined in contrast to analytical reporting and predictive modeling which are more strategic (vs. Operational Reporting Pipeline Example Iceberg Sink Apache Iceberg is an open source table format for huge analytics datasets. tactical) in nature.

Big Data 253

Big Data Government Analytics Processing 253

The Agile Manager

OCTOBER 31, 2017

Because it must extract maximum cash flows to service its capital structure, it is organized for maximum operating efficiency. Given that efficient utilities are intolerant to irregular operations , it goes without saying that they are similarly allergic to excessive bouts of creative thinking. Context is tribal knowledge.

Innovation 40

Innovation Games Efficiency Analytics 40

KeyCDN

DECEMBER 8, 2022

But if you have not optimized your WordPress properly, your WordPress will definitely be slower than your expectations. Occasionally, they are for adding functionalities like social media sharing, analytics, etc. While this was the case in the past, this won't be an accurate statement for the present WordPress.

Cache 52

Cache Website Speed Website Performance 52

Dynatrace

OCTOBER 4, 2022

While data lakes and data warehousing architectures are commonly used modes for storing and analyzing data, a data lakehouse is an efficient third way to store and analyze data that unifies the two architectures while preserving the benefits of both. This data lands in its original, raw form without requiring schema definition.

Artificial Intelligence 201

Artificial Intelligence Analytics Storage Government 201

Dynatrace

FEBRUARY 16, 2023

There are many definitions of environmental sustainability, most of which converge on a common theme: collectively and individually, we have a responsibility to act to protect global ecosystems and support health and wellbeing, now and in the future. Sustainability seeks a balance between human activity and the natural world.

Energy 179

Energy Airlines Analytics Transportation 179

Dynatrace

AUGUST 17, 2023

We optimized our Micrometer Registry to export data in memory-efficient chunks. But the true power of Dynatrace is in the blending of metrics, traces, and logs in a single unified analytics view, as you’ll see in a moment. Definitions of the Slack workflow are also in the Git repository.

Metrics 190

Metrics Analytics Speed Java 190

Dynatrace

MAY 17, 2022

This gives us unified analytics views of node resources together with pod-level metrics such as container CPU throttling by node, which makes problem correlation much easier to analyze. This solution offers both maximum efficiency and adherence for the toughest privacy or compliance demands.

Availability 309

Availability Scalability Cloud Metrics 309

Dynatrace

JULY 11, 2023

By leveraging the Dynatrace Operator and Dynatrace capabilities on Red Hat OpenShift on IBM Power, customers can accelerate their modernization to hybrid cloud and increase operational efficiencies with greater visibility across the full stack from hardware through application processes.

Architecture 164

Architecture Availability Infrastructure Metrics 164

KeyCDN

OCTOBER 2, 2018

Its blog articles will definitely come in handy as your projects scale, but they’re also great reading for those who simply want to understand the philosophies behind specific dev practices in the front end or server side. Visit website 5. Visit website 14. Visit website 33. Visit website 38. Visit website 39.

Development 75

Development Website Design Code 75

Dynatrace

AUGUST 21, 2023

Like the tree in the forest, the microservice falling definitely made a sound. Challenges of adopting OpenTelemetry The first challenge is that OpenTelemetry only gathers and processes data—it has no back end, no storage, and no analytics. Or what its falling could mean for all the other services that interact with it.

Open Source 189

Open Source Analytics Lambda Metrics 189

Dynatrace

DECEMBER 9, 2020

We’re happy to announce that Dynatrace now provides guidance and templates for setting up Service-Level Objectives (SLOs) with the right metrics, gives you all the facts, and combines this with the powerful analytics of problem root-cause detection. Read more: Google’s definition of the term Site Reliability Engineering.

Metrics 148

Metrics Engineering Google Monitoring 148

The Netflix TechBlog

JANUARY 10, 2024

Since then, the video pipeline has undergone substantial improvements and broad expansions: Starting with Standard Dynamic Range (SDR) at Standard-Definitions , we expanded the encoding pipeline to 4K and High Dynamic Range (HDR) which enabled support for our premium offering.

Processing 229

Processing Media Latency Innovation 229

Smashing Magazine

OCTOBER 24, 2023

Analytics is a good example. Writing a hand-spun analytics tracking dashboard isn’t what my clients really want to pay me for, so I’ll drop in the ol’ Google Analytics script and maybe never think of it again. Analytics is another difficult choice. There are self-hosted alternatives to Google Analytics, after all.

Google 90

Google Analytics Traffic Metrics 90

Testsigma

MARCH 12, 2021

While it is definitely true that both of these processes automate the process, “what” and “how” of their automation is entirely different. Surprisingly, this definition fits perfectly with RPA by making slight adjustments. The word “automation” seems to be a culprit in this case. Benefits of RPA. What is Test Automation?

Artificial Intelligence 97

Artificial Intelligence Testing Energy Analytics 97

Percona

DECEMBER 14, 2022

Online analytical processing , OLAP : Online analytical processing applications enable users to analyze multidimensional data interactively from multiple perspectives which consist of three basic analytical operations: . But while eminently capable of performing OLAP, it’s not quite as efficient. consolidation (roll-up).

Database 92

Database Analytics Storage Processing 92

Smashing Magazine

SEPTEMBER 24, 2021

Vercel and Netlify also use serverless functions for the Server Side Rendering, which is the most efficient way to scale out. is amazing, but there are definitely some challenges. project in a flexible and efficient way ,” Vadorequest, Dev.to. At the time of writing, Vercel Analytics only works on production deployments.

Website 113

Website Code Servers Analytics 113

Dynatrace

OCTOBER 4, 2021

An application programming interface (API) is a set of definitions and protocols for building and integrating application software that enables your product to communicate with other products and services. When choosing an API monitoring tool, keep in mind that not all have the same breadth of functionality or depth of analytic capabilities.

Monitoring 171

Monitoring Latency Metrics Availability 171

Dynatrace

OCTOBER 28, 2020

This enables organizations to innovate faster, collaborate more efficiently, and deliver more value with dramatically less effort. There’s a more efficient way with Dynatrace. And even Digital business analytics. Read below to see what you get with the Dynatrace platform.

Monitoring 144

Monitoring Systems Infrastructure Cloud 144

Dynatrace

MAY 20, 2020

The new API allows you to realize use cases in reporting and data analytics and to further integrate custom applications with Dynatrace. Every metric has metadata properties that are important for efficiently querying data. Dynatrace Keptn , for example, uses the new Metrics API v2 to monitor the outcomes of application deployment.

Metrics 220

Metrics Operating System Tuning Monitoring 220

Dynatrace

DECEMBER 20, 2019

There’s a more efficient way with Dynatrace! Management zones enable the definition of fine-grained access rights, promoting collaboration and sharing while also helping teams maintain focus and ensuring secure access control. All things come to those who wait?

Infrastructure 133

Infrastructure Government Cloud Monitoring 133

Dotcom-Montior

NOVEMBER 24, 2021

By definition, a distributed system is any system that comprises of multiple components on variety of machines that work together to appear as a single, organized system. Although the definition may seem straightforward, in the real-world, a distributed system is one of the most complex environments to understand, manage, and monitor.

Systems 74

Systems Monitoring Hardware Network 74

CSS - Tricks

MARCH 29, 2021

We could still use too many colors, typographic definitions, or z-indexes, all of which could lead to a messy, unmaintainable, unstable CSS codebase. For example, if there are “50 shades of gray” or too many typographic definitions, that means that the style guide wasn’t respected, or one might not even exist. Coverage panel.

Code 110

Code Media Cache Energy 110

Smashing Magazine

AUGUST 3, 2023

Core Web Vital metrics definitions. This is why the async and deferred attributes are crucial, as they ensure an efficient, seamless web browsing experience. I know that is a lot of information to unpack in a single sitting, and it definitely took our team time to wrap our minds around what it takes to achieve a low LCP score.

Performance 74

Performance Cache Traffic Metrics 74

Dynatrace

JUNE 1, 2021

” The Gartner Magic Quadrant for Application Performance Monitoring , a leading industry report on APM, provides a clear definition of APM’s core capabilities as they have matured. User experience and business analytics. These capabilities set the bar for modern APM solutions. Leading vendors in the APM market.

Monitoring 148

Monitoring Mobile Social Media Artificial Intelligence 148

All Things Distributed

JULY 14, 2015

Also, you can choose to program post-commit actions, such as running aggregate analytical functions or updating other dependent tables. This new feature will help them manage inventory better to deliver a good customer experience while gaining more business efficiency. You can learn more about these features on Jeff Barr’s blog.

Database 167

Database Lambda AWS IoT 167

O'Reilly

NOVEMBER 28, 2023

AI users are definitely facing these problems: 7% report that data quality has hindered further adoption, and 4% cite the difficulty of training a model on their data. Several respondents also mentioned working with video: analyzing video data streams, video analytics, and generating or editing videos.

Open Source 108

Open Source Artificial Intelligence Google Infrastructure 108

O'Reilly

MAY 19, 2020

A strict definition of “cloud” must also include software-as-a-service (SaaS) and platform-as-a-service (PaaS) offerings of all kinds—including email (Google G Suite email; Microsoft Exchange Online), office productivity suites (Google Docs and Sheets; Microsoft Office 365), and similar offerings.

Cloud 141

Cloud Serverless AWS Architecture 141

CSS - Tricks

JUNE 1, 2021

Some test types have a test coverage analytic that shows just how much of your code (as a percentage) is looked at by that particular test. you’ll definitely want to know if the changes to your codebase have a negative impact on the speed of the application. Confusing which tests do what makes for a messy, unreliable testing suit.

Testing 95

Testing Performance Testing Website Code 95