The Netflix TechBlog

NOVEMBER 13, 2023

To evaluate and benchmark our dataset, we manually labeled 20 audio tracks from various TV shows which do not overlap with our training data. We adapted the SOTA convolutional recurrent neural network ( CRNN ) architecture to accommodate our requirements for input/output dimensionality and model complexity.

Architecture 224

Architecture Energy Benchmarking Processing 224

Scalegrid

JUNE 4, 2020

ScaleGrid for PostgreSQL is architectured to leverage-high performance SSD disks on DigitalOcean, and is finely tuned and optimized to achieve the best performance on DigitalOcean infrastructure. PostgreSQL Benchmark Setup. Benchmark Tool. Replication Strategies. PostgreSQL Version. Scaling Factor. Query Mode.

Database 230

Database Latency Benchmarking Performance 230

Dynatrace

AUGUST 29, 2022

But as more organizations adopt DevOps methodologies and release software faster, they are finding that they need a strategy to evolve and automate their release validation practices. DevOps practices have become key for organizations looking to scale, stay competitive, and keep up with customer demand. What is release validation?

DevOps 207

DevOps Benchmarking Cloud Monitoring 207

HammerDB

JANUARY 5, 2019

Some opinions claim that “Benchmarks are meaningless”, “benchmarks are irrelevant” or “benchmarks are nothing like your real applications” However for others “Benchmarks matter,” as they “account for the processing architecture and speed, memory, storage subsystems and the database engine.”

Benchmarking 40

Benchmarking Database Social Media Scalability 40

Dynatrace

JUNE 2, 2022

Site reliability engineering (SRE) continues to gain popularity as organizations embrace hybrid cloud strategies and IT automation at scale. More than half (51%) of SREs say they dedicate significant time to influencing architectural design decisions to improve reliability. Dynatrace news. A shift to SRE-driven engineering takes hold.

DevOps 146

DevOps Innovation Engineering Benchmarking 146

Dynatrace

NOVEMBER 2, 2020

AI-assistance: Use AI to detect anomalies and benchmark your system. Cloud-native architectures: Support for containers and serverless, including open standard like OpenTelementary, Prometheus, StatsD and Telegraf. It’s not another buzzword; infrastructure monitoring should be at the core of any organization’s IT strategy.

Infrastructure 200

Infrastructure Monitoring Virtualization Serverless 200

Dynatrace

APRIL 8, 2021

So, a well architected Lambda architecture can save a lot of costs. While AWS takes the operational overhead for operating Lambda functions off your shoulders, using Lambda functions at a larger scale requires mature deployment strategies. These served as our benchmark when creating our Lambda monitoring extension.

Lambda 221

Lambda AWS Serverless Monitoring 221

Dynatrace

APRIL 8, 2021

So, a well-architected Lambda architecture can save a lot of costs. While AWS takes the operational overhead for operating Lambda functions off your shoulders, using Lambda functions at a larger scale requires mature deployment strategies. These served as our benchmark when creating our Lambda monitoring extension.

Lambda 182

Lambda AWS Serverless Monitoring 182

Scalegrid

DECEMBER 6, 2023

What’s more, their platform delivers improved workload efficiency through backup automation along with performance-optimizing tools specific for various types of databases as well as continuous monitoring & benchmarking capabilities. What is the difference between a managed and self-hosted database?

Database 130

Database Cloud Hardware Storage 130

Percona

JUNE 22, 2023

When planning your database HA architecture, the size of your company is a great place to start to assess your needs. This base architecture keeps the database available for your applications in case the primary node goes down, whether that involves automatic failover in case of a disaster or planned switchover during a maintenance window.

Availability 105

Availability Database Open Source Hardware 105

High Scalability

NOVEMBER 25, 2019

Over time, costs for S3 and GCS became reasonable and with Egnyte’s storage plugin architecture, our customers can now bring in any storage backend of their choice. In general, Egnyte connect architecture shards and caches data at different levels based on: Amount of data. SOA architecture based on REST APIs. Edge caching.

Architecture 52

Architecture Cache Azure Storage 52

Rigor

JANUARY 13, 2020

Information Architecture. In her book, Lara Hogan helps you approach projects with page speed in mind, showing you how to test and benchmark which design choices are most critical. This book shares guidelines and innovative techniques that will help you plan and execute a comprehensive SEO strategy. Designing for Performance.

Performance 75

Performance Social Media Website Website Performance 75

Dynatrace

JANUARY 23, 2020

In the past, monolith architectures could only be implemented with big bang deployments which result in a slow pace of innovation and significant downtime. The goal of introducing these elements is to help you understand how can these strategies can be implemented, as well as their specific strengths and drawbacks for different use cases.

Performance 35

Performance Benchmarking Innovation DevOps 35

Percona

JULY 1, 2023

Download our eBook, “ Enterprise Guide to Cloud Databases ” to help you make more informed decisions and avoid costly mistakes as you develop and execute your cloud strategy. Doing extensive benchmarks will be the subject of a future blog post. Download Now What is Amazon Aurora? Learn more here!

AWS 52

AWS Database Serverless Storage 52

SQL Performance

JULY 16, 2019

From 2007 until 2016, Intel was able to successfully execute their Tick-Tock release strategy, where they would introduce a new processor microarchitecture roughly every two years (a Tock release). Intel officially moved on to what they call " Process- Architecture-Optimization (PAO) " in early 2016. So, what has changed my mind?

Servers 46

Servers Hardware Architecture Retail 46

The Morning Paper

SEPTEMBER 3, 2019

Unlike Spanner, Cosmos DB, Aurora, or other previously cited systems that support synchronous cross-region replication, SLOG’s deterministic architecture ensures that its throughput is unaffected by the presence of synchronous cross-region replicas. Any strategy that produces a global ordering would do here (e.g.

Latency 70

Latency Processing Systems Benchmarking 70

Smashing Magazine

JUNE 1, 2022

In this article, we will review what third-party resource requests are, consider how impactful they can be to the user experience, and discuss common optimization strategies to reduce the impact on the user experience. They are more of a benchmark than a true measurement of real user experience. Design Optimizations.

Website 132

Website Design Network Best Practices 132

Testsigma

MAY 19, 2020

Before defining the scope, the requirements should be well understood and test strategy should be defined keeping the timelines in mind. Select an appropriate test automation framework such as linear, modular, library architecture, data-driven, keyword-driven or hybrid. Starting without a Test Plan.

Software 85

Software Software Testing Open Source 85

Alex Russell

OCTOBER 22, 2017

This rework delays launch which, in turn, delays gathering data about the viability of a PWA strategy. Budgets are scaled to a benchmark network & device. One distinct trend is a belief that a JavaScript framework and Single-Page Architecture (SPA) is a must for PWA development. What’s going on here? 400Kbps transfer.

Performance 68

Performance Benchmarking Network Mobile 68

Alex Russell

MAY 9, 2022

Teams adopting the [frameworks that are most popular among the "in" crowd]([link] are less reliably delivering acceptably fast sites versus the previous generation of web architectures.[^your-ecommerce-site-is-not-an-spa] But even stripped of third-party slowness, "modern" web projects are, on average, unacceptably slow.

Performance 86

Performance Latency Metrics Engineering 86

Smashing Magazine

JANUARY 11, 2021

Defining The Environment Choosing a framework, baseline performance cost, Webpack, dependencies, CDN, front-end architecture, CSR, SSR, CSR + SSR, static rendering, prerendering, PRPL pattern. In many organizations, front-end developers know exactly what common underlying problems are and what strategies should be used to fix them.

Performance 145

Performance Cache Media Metrics 145

Smashing Magazine

JANUARY 6, 2020

It might be tempting to get into quick "low-hanging-fruits"-optimizations early on — and it might be a good strategy for quick wins — but it will be very hard to keep performance a priority without planning and setting realistic, company-tailored performance goals. when web fonts aren’t loaded yet). Planning, planning, planning.

Performance 145

Performance Cache Network Metrics 145

Highly Scalable

MARCH 10, 2015

This approach can be expressed in more formal way by the following equation: where is the data available for analysis, is the space of a retailer’s actions and decisions, is an econometric model defined as a function of actions and data, and is the optimal strategy. were a subject of intensive research over the last century, if not longer.

Retail 152

Retail C++ Analytics Metrics 152

SQL Server According to Bob

JANUARY 11, 2020

Important Always consult with your hardware manufacturer for proper stable media strategies. To learn more about the transaction log architecture, see ​​ “Transaction Log Logical Architecture” in SQL Server Books Online. On restart, the caching controller flushed all cached writes to disk and DBCCs were clean.

Servers 40

Servers Cache Media Hardware 40