2022

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Critical CSS? Not So Fast!

CSS Wizardry

I have long held very strong opinions about the Critical CSS pattern. In theory, in a perfect world, with all things being equal, it’s demonstrably a Good Idea™. However, in practice, in the real world, it often falls short as a fragile and expensive technique to implement, which seldom provides the benefits that many developers expect. Let’s look at why.

Media 353
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Ready-to-go sample data pipelines with Dataflow

The Netflix TechBlog

by Jasmine Omeke , Obi-Ike Nwoke , Olek Gorajek Intro This post is for all data practitioners, who are interested in learning about bootstrapping, standardization and automation of batch data pipelines at Netflix. You may remember Dataflow from the post we wrote last year titled Data pipeline asset management with Dataflow. That article was a deep dive into one of the more technical aspects of Dataflow and didn’t properly introduce this tool in the first place.

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The Next Frontier for Observability: Data Ownership With OpenTelemetry

DZone

Observability is a mindset that lets you use data to answer questions about business processes. In short, collecting as much data as possible from the components of your business — including applications and key business metrics — then using an AI-powered tool to help consolidate and make sense of this huge volume of data gives you observability into your business.

Metrics 358
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Flexible, scalable, self-service Kubernetes native observability now in General Availability

Dynatrace

Dynatrace news. Dynatrace Cloud Native Full Stack injection for Kubernetes, now officially released, provides unparalleled flexibility and scale for onboarding teams to AI-powered observability. By taking advantage of native Kubernetes standards, Dynatrace Cloud Native Full Stack injection empowers you to precisely provide the data that your teams need in exceptionally fast and automated ways.

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The Distributed Computing Manifesto

All Things Distributed

Today, I am publishing the Distributed Computing Manifesto, a canonical document from the early days of Amazon that transformed the architecture of Amazon's ecommerce platform. It highlights the challenges we were facing at the end of the 20th century, and hints at where we were headed.

Ecommerce 218
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Fast memcpy, A System Design

ACM Sigarch

When I worked at Google, fleet-wide profiling revealed that 25-35% of all CPU time was spent just moving bytes around: memcpy, strcmp, copying between user and kernel buffers in network and disk I/O, hidden copy-on-write in soft page faults, checksumming, compressing, decrypting, assembling/disassembling packets and HTML pages, etc. If data movement were faster, more work could be done on the same processors.

Design 145
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DATE_BUCKET and DATETRUNC Improve Optimization of Time-Based Grouping

SQL Performance

Time-based grouping and aggregation are common in analyzing data using T-SQL—for example, grouping sales orders by year or by week and computing order counts per group. When you apply time-based grouping, you often group the data by expressions that manipulate date and time columns with functions such as YEAR, MONTH, and DATEPART. Such manipulation typically inhibits the optimizer’s ability to rely on index order.

Servers 144

More Trending

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Don’t track bugs, fix them

Allen Holub

You do not need a bug tracking system. In fact, a bug tracking system is a symptom of a deeper problem—insufficient focus on quality. In general, I fix bugs the moment they appear (not in a drop-everything sense, but as soon as I can get to it—usually within a few hours, but sometimes in a… The post Don’t track bugs, fix them appeared first on Allen Holub.

Systems 145
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Designing WhatsApp

High Scalability

This is a guest post by Ankit Sirmorya. Ankit is working as a Machine Learning Lead/Sr. Machine Learning Engineer at Amazon and has led several machine-learning initiatives across the Amazon ecosystem. Ankit has been working on applying machine learning to solve ambiguous business problems and improve customer experience. For instance, he created a platform for experimenting with different hypotheses on Amazon product pages using reinforcement learning techniques.

Design 344
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PostgreSQL EXPLAIN – What are the Query Costs?

Scalegrid

Understanding the Postgres EXPLAIN cost EXPLAIN is very useful for understanding the performance of a Postgres query. It returns the execution plan generated by PostgreSQL query planner for a given statement. The EXPLAIN command specifies whether the tables referenced in a statement will be searched using an index scan or a sequential scan. Some of […].

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Speeding Up Async Snippets

CSS Wizardry

If you’ve been a web developer for any reasonable amount of time, you’ve more likely than not come across an async snippet before. At its simplest, it looks a little like this: var script = document. createElement ( ' script ' ); script. src = ' [link] ' ; document. head. appendChild ( script ); Here, we…. create a element…. whose src attribute is [link] …. and append it to the.

Speed 302
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Seeing through hardware counters: a journey to threefold performance increase

The Netflix TechBlog

By Vadim Filanovsky and Harshad Sane In one of our previous blogposts, A Microscope on Microservices we outlined three broad domains of observability (or “levels of magnification,” as we referred to them)?—?Fleet-wide, Microservice and Instance. We described the tools and techniques we use to gain insight within each domain. There is, however, a class of problems that requires an even stronger level of magnification going deeper down the stack to introspect CPU microarchitecture.

Hardware 363
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Kubernetes Performance Tuning: Make the Most of Your Clusters

DZone

Image Source. Why Is Kubernetes Performance Tuning Needed? As Kubernetes becomes a basic infrastructure for many organizations, performance tuning for Kubernetes clusters is becoming more important. Kubernetes is a highly scalable open-source platform for orchestrating containerized workloads in server environments. It enables declarative configuration and automation of computing resources.

Tuning 325
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Dynatrace SaaS on Azure now Generally Available

Dynatrace

Dynatrace news. In September, we announced the availability of the Dynatrace Software Intelligence Platform on Microsoft Azure as a SaaS solution and natively in the Azure portal. Today, we are excited to provide an update that Dynatrace SaaS on Azure is now generally available (GA) to the public through Dynatrace sales channels. Organizations are continuing to prioritize digital transformation as they race to keep up with evolving customer demands.

Azure 324
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Tech predictions for 2023 and beyond

All Things Distributed

As access to advanced technology becomes even more ubiquitous—as every facet of life becomes data that we can analyze—we will start to see a torrent of innovation, and this will proliferate in 2023.

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Closer to AGI?

O'Reilly

DeepMind’s new model, Gato, has sparked a debate on whether artificial general intelligence (AGI) is nearer–almost at hand–just a matter of scale. Gato is a model that can solve multiple unrelated problems: it can play a large number of different games, label images, chat, operate a robot, and more. Not so many years ago, one problem with AI was that AI systems were only good at one thing.

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T-SQL Windowing Improvements in SQL Server 2022

SQL Performance

Microsoft recently released the first public preview of SQL Server 2022. This release has a number of T-SQL improvements. In this article I focus on windowing and NULL-related improvements. These include the new WINDOW clause and the windowing NULL treatment clause. I’ll be using the sample database TSQLV6 in the examples in this article. You can download this sample database here.

Servers 145
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Understanding the performance impact of anti-flicker snippets

Speed Curve

Experimentation tools that use asynchronous scripts – such as Google Optimize, Adobe Target, and Visual Web Optimizer – recommend using an anti-flicker snippet to hide the page until they've finished executing. But this practice comes with some performance measurement pitfalls: Hiding the contents of the page can have a dramatic effect on the Web Vitals that measure visual experience, such as First Contentful Paint (FCP) and Largest Contentful Paint (LCP).

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Brendan@Intel.com

Brendan Gregg

I'm thrilled to be joining Intel to work on the performance of everything, apps to metal, with a focus on cloud computing. It's an exciting time to be joining: The geeks are back with [Pat Gelsinger] and [Greg Lavender] as the CEO and CTO; new products are launching including the Sapphire Rapids processor; there are more competitors, which will drive innovation and move the whole industry forward more quickly; and Intel are building new fabs on US soil.

Wireless 144
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Designing Tinder

High Scalability

This is a guest post by Ankit Sirmorya. Ankit is working as a Machine Learning Lead/Sr. Machine Learning Engineer at Amazon and has led several machine-learning initiatives across the Amazon ecosystem. Ankit has been working on applying machine learning to solve ambiguous business problems and improve customer experience. For instance, he created a platform for experimenting with different hypotheses on Amazon product pages using reinforcement learning techniques.

Design 334
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How to Install PostgreSQL 12 on Ubuntu 20.04 DigitalOcean

Scalegrid

PostgreSQL Features and Use Cases PostgreSQL is an open-source Object-relational Database Management System (DBMS). It’s an advanced database management and analysis system that’s mainly used for eCommerce platforms, payment transactions, and various data warehousing solutions. It has been around for over 30 years and is regularly updated every year, supports various SQL functions like triggers, […].

Ecommerce 246
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Tip - Use fetchpriority=high to load your LCP hero image sooner

Addy Osmani

Add fetchpriority=high to your Largest Contentful Paint image to get it to load sooner. Priority Hints sped up Etsys LCP by 4% with some sites seeing an improvement of up to 20-30% in their lab tests.

Testing 142
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Rapid Event Notification System at Netflix

The Netflix TechBlog

By: Ankush Gulati , David Gevorkyan Additional credits: Michael Clark , Gokhan Ozer Intro Netflix has more than 220 million active members who perform a variety of actions throughout each session, ranging from renaming a profile to watching a title. Reacting to these actions in near real-time to keep the experience consistent across devices is critical for ensuring an optimal member experience.

Systems 334
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The Challenges of Ajax CDN

DZone

For the longest time, hosting static files on CDNs was the de facto standard for performance tuning website pages. The host offered browser caching advantages, better stability, and storage on fast edge servers across strategic geolocations. Not only did it have performance benefits, but it was also convenient for developers. Recent developments, however, show that self-hosting static files such as Ajax (Asynchronous JavaScript and XML) and jQuery libraries, CSS styles, and other include directi

Cache 305
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Dynatrace expands root cause analysis to Kubernetes with Davis AI

Dynatrace

Kubernetes is used by many organizations to build, deploy, and manage large-scale distributed applications. However, the overwhelming advantage of running applications on Kubernetes comes at a cost. Progressive rollouts, rollbacks, storage orchestration, bin packing, self-healing, cost efficiency, and access to the Cloud Native Computing Foundation (CNCF) ecosystem carry heavy observability challenges.

Storage 311
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Lesser-Known And Underused CSS Features In 2022

Smashing Magazine

Lesser-Known And Underused CSS Features In 2022. Lesser-Known And Underused CSS Features In 2022. Adrian Bece. 2022-05-23T09:30:00+00:00. 2022-05-23T15:33:32+00:00. After reading Louis Lazaris’ insightful article “ Those HTML Attributes You Never Use ”, I’ve asked myself ( and the community ) which properties and selectors are lesser-known or should be used more often.

Media 141
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10 Microservice Best Practices: The 80/20 Way

Simform

Microservice architecture brings higher flexibility and ease of development through decoupled services. However, microservice architecture has specific challenges like efficiency, consistency, security, etc. So, here are some of the microservice best practices, along with real-life usage accounts from leading companies. The post 10 Microservice Best Practices: The 80/20 Way appeared first on Insights on Latest Technologies - Simform Blog.

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Additional T-SQL Improvements in SQL Server 2022

SQL Performance

Recently I covered some of the T-SQL improvements in SQL Server 2022 here , and Aaron Bertrand covered additional improvements here. Those improvements were introduced in CTP 2.0. Microsoft just announced the release of SQL Server 2022 CTP 2.1. This release includes a number of additional interesting T-SQL improvements, which include: The distinct predicate.

Servers 142
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Ten years of page bloat: What have we learned?

Speed Curve

I've been writing about page size and complexity for years. If you've been working in the performance space for a while and you hear me start to talk about page growth, I'd forgive you if you started running away. ;). But pages keep getting bigger and more complex year over year – and this increasing size and complexity is not fully mitigated by faster devices and networks, or by our hard-working browsers.

Mobile 145
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Netflix End of Series 1

Brendan Gregg

A large and unexpected opportunity has come my way outside of Netflix that I've decided to try. Netflix has been the best job of my career so far, and I'll miss my colleagues and the culture. offer letter logo (2014). flame graphs (2014). eBPF tools (2014-2019). PMC analysis (2017). my pandemic-abandoned desk (2020); office wall. I joined Netflix in 2014, a company at the forefront of cloud computing with an attractive [work culture].

Java 142
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Designing Instagram

High Scalability

This is a guest post by Ankit Sirmorya. Ankit is working as a Machine Learning Lead/Sr. Machine Learning Engineer at Amazon and has led several machine-learning initiatives across the Amazon ecosystem. Ankit has been working on applying machine learning to solve ambiguous business problems and improve customer experience. For instance, he created a platform for experimenting with different hypotheses on Amazon product pages using reinforcement learning techniques.

Design 334
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Bring Your Own Cloud Available for DigitalOcean

Scalegrid

Since our release of our fully managed dedicated database hosting on DigitalOcean, we have gotten many questions regarding the potential support for Bring Your Own Cloud on DigitalOcean. Today we can proudly announce that full support for BYOC on DigitalOcean is available in our console. With BYOC on DigitalOcean, you get all the benefits of […].

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Accelerating innovation in Thailand with the AWS Asia Pacific (Bangkok) Region

All Things Distributed

AWS announced a new region in Asia in Thailand

AWS 193
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Machine Learning for Fraud Detection in Streaming Services

The Netflix TechBlog

By Soheil Esmaeilzadeh , Negin Salajegheh , Amir Ziai , Jeff Boote Introduction Streaming services serve content to millions of users all over the world. These services allow users to stream or download content across a broad category of devices including mobile phones, laptops, and televisions. However, some restrictions are in place, such as the number of active devices, the number of streams, and the number of downloaded titles.

C++ 317
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What Happened to HornetQ, the JMS That Shattered Records?

DZone

HornetQ 2.0 broke records and defeated top-ranked messaging services in benchmark tests. Why wasn't it widely adopted? Software vendors make all kinds of claims about their products, but what developers care about is proof. When testing a new product, it's important to see how it stacks up against its competition. For years, researchers at UT Darmstadt have compared the performance of message-oriented middleware servers based on Java Messaging Service (JMS).

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Dynatrace enables automated remediation with the Red Hat Ansible Automation Platform

Dynatrace

Dynatrace news. Ansible automation has changed the game for IT operations. But the Red Hat Ansible Automation Platform integration with the Dynatrace Software Intelligence Platform takes automated remediation to a whole new level. Early in my IT career, I worked in IT Ops and DevOps roles, building release deployment solutions for repeatable outcomes.

Games 300
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Composition-Based Design System In Figma

Smashing Magazine

Composition-Based Design System In Figma. Composition-Based Design System In Figma. Aleksandra Nagornaia. 2022-01-03T13:00:00+00:00. 2022-01-03T17:34:00+00:00. Working as a designer on a design system for a large product has taught me how precious the time you spend on a single task/component is. Things advance fast, and I try to keep up making it work for both designers and developers.

Design 141