The Netflix TechBlog

MAY 21, 2019

The device ecosystem is rich with partners ranging from Silicon-on-Chip (SoC) manufacturers, Original Design Manufacturer (ODM) and Original Equipment Manufacturer (OEM) vendors. Solving the above problems could help Netflix and our Partners save time and money during the entire lifecycle of device design, build, test, and certification.

Testing 163

Testing AWS Lambda Network 163

Percona

DECEMBER 4, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. Our Release Roundups showcase the latest Percona software updates, tools, and features to help you manage and deploy our software. Release highlights include: Added support for Percona Server for MongoDB 7.0.

Open Source 77

Open Source Azure Servers Programming 77

Percona

DECEMBER 27, 2023

AI and MLOps Kubernetes has become a new web server for many production AI workloads, focusing on facilitating the development and deployment of AI applications, including model training. Well, here we are – with storage autoscaling for databases in Kubernetes, slated for release in Q1, 2024 after a year of hard work.

Cloud 77

Cloud Open Source Strategy Best Practices 77

Dynatrace

JANUARY 17, 2024

And an O’Reilly Media survey indicated that two-thirds of survey respondents have already adopted generative AI —a form of AI that uses training data to create text, images, code, or other types of content that reflect its users’ natural language queries. AI requires more compute and storage. AI performs frequent data transfers.

Strategy 216

Strategy Artificial Intelligence Storage Cloud 216

Adrian Cockcroft

JUNE 21, 2022

I also learned how marketing worked, and began to build my presentation and training skills as I was sent around the world by Sun to teach workshops and speak at events. I still code in R… One role I had for many years was to lead technical training events for the global specialist systems engineers, which we called the Ambassador Program.

Tuning 52

Tuning Benchmarking Engineering C++ 52

Adrian Cockcroft

NOVEMBER 26, 2023

In this session, learn how AWS has been supporting customers like the Territorial Intelligence Centre (CIT) in designing cutting-edge tools to address traceability in supply chains with deforestation risks by integrating governmental databases, innovative map services, and land-use data from high spatial resolution satellite imagery.

AWS 52

AWS Energy IoT Best Practices 52

The Morning Paper

JUNE 13, 2019

As we saw with the SOAP paper last time out, even with a fixed model variant and hardware there are a lot of different ways to map a training workload over the available hardware. “ How to design mechanisms and policies to avoid or reduce this latency remains an open question.” Are there privacy concerns in doing so?

Hardware 58

Hardware Latency Serverless Energy 58

The Symphonia

JUNE 19, 2018

Some in-depth and unusual client work (want to encrypt a petabyte of S3 storage? This type of talk is close to my heart since I strongly feel we need to do a lot of deep thinking (and subsequent knowledge sharing) of design and architecture patterns with Serverless. John and I (Mike) have had a fun three months. You got it!

Serverless 40

Serverless AWS DevOps Open Source 40

The Netflix TechBlog

FEBRUARY 13, 2023

Media Feature Storage: Amber Storage Media feature computation tends to be expensive and time-consuming. This feature store is equipped with a data replication system that enables copying data to different storage solutions depending on the required access patterns.

Media 290

Media Storage Infrastructure Systems 290

The Netflix TechBlog

APRIL 26, 2022

We built Axion primarily to remove any training-serving skew and make offline experimentation faster. We will share how its design has evolved over the years and the lessons learned while building it. To understand Axion’s design, we need to know the various components that interact with it.

Storage 187

Storage Design Scalability Latency 187

CSS Wizardry

APRIL 2, 2018

As I currently do listen to almost exclusively digitally streamed music, it was important to design a solution that was appropriate. When I’m on a flight (as I am right now) or a train, this extra bulk doesn’t bother me too much—I get settled in anyway, so I don’t mind the extra room it takes. Requirements. You should buy some.

Website 108

Website Media Hardware Monitoring 108

Scalegrid

MAY 13, 2020

It’s architecture was specially designed to manage large-scale data warehouses and business intelligence workloads by giving you the ability to spread your data out across a multitude of servers. Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. Greenplum Architectural Design.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Scalegrid

JANUARY 12, 2024

Storage is a critical aspect to consider when working with cloud workloads. High availability storage options within the context of cloud computing involve highly adaptable storage solutions specifically designed for storing vast amounts of data while providing easy access to it. Additionally.

Cloud 130

Cloud Virtualization Storage Efficiency 130

The Netflix TechBlog

MARCH 14, 2023

Much of the ML literature focuses on model training, evaluation, and scoring. Dawn Chenette , Design Lead This approach had several benefits for product engineering. At the same time, we kept the design open enough to allow future extensibility. This service leverages Cassandra and Elasticsearch for data storage and retrieval.

Media 291

Media Innovation Energy Architecture 291

The Netflix TechBlog

DECEMBER 3, 2019

On the other hand, very few data scientists feel strongly about the nature of the data warehouse, the compute platform that trains and scores their models, or the workflow scheduler. By design, Metaflow is a deceptively simple Python library: Data scientists can structure their workflow as a Directed Acyclic Graph of steps, as depicted above.

Open Source 232

Open Source AWS Infrastructure Energy 232

O'Reilly

SEPTEMBER 19, 2023

It progressed from “raw compute and storage” to “reimplementing key services in push-button fashion” to “becoming the backbone of AI work”—all under the umbrella of “renting time and storage on someone else’s computers.” ” (It will be easier to fit in the overhead storage.)

Hardware 102

Hardware Storage Big Data Blockchain 102

O'Reilly

JULY 25, 2023

Here’s how I worked on it: I subscribed to ChatGPT Plus and used the GPT-4 model in ChatGPT (first the May 12, 2023 version, then the May 24 version) to help me with design and implementation. I liked how ChatGPT helped me work through the tradeoffs of these initial design decisions before diving head-first into coding.

Programming 98

Programming Code Design Benchmarking 98

Dynatrace

JANUARY 31, 2024

million” – Gartner Data observability is a practice that helps organizations understand the full lifecycle of data, from ingestion to storage and usage, to ensure data health and reliability. . “Every year, poor data quality costs organizations an average $12.9

DevOps 190

DevOps Analytics Airlines Metrics 190

The Netflix TechBlog

DECEMBER 3, 2019

On the other hand, very few data scientists feel strongly about the nature of the data warehouse, the compute platform that trains and scores their models, or the workflow scheduler. By design, Metaflow is a deceptively simple Python library: Data scientists can structure their workflow as a Directed Acyclic Graph of steps, as depicted above.

Open Source 134

Open Source AWS Infrastructure Energy 134

Dynatrace

JULY 6, 2022

More than half of all respondents cited two key SRE adoption barriers: the perceived difficulty of training existing IT professionals in SRE best practices, and the cost and difficulty of finding skilled professionals. Design, implement, and tune effective SLOs. Make SRE accessible.

Best Practices 181

Best Practices Open Source Tuning Infrastructure 181

Percona

JANUARY 30, 2023

Percona Distribution for MySQL is a single solution with the most critical enterprise components from the MySQL open source community, designed and tested to work together. Release highlights include: Incremental physical backups enable you to reduce storage costs and facilitate data safety for business crucial data.

Open Source 82

Open Source Storage AWS Cloud 82

Percona

MAY 8, 2023

A freely available MongoDB database alternative, it gives you a single solution that combines enterprise components from the open source community, designed and tested to work together. Download Percona Monitoring and Management 2.37 Percona Distribution for MongoDB 5.0.17 Percona Distribution for MongoDB 5.0.17 was released on May 4, 2023.

Monitoring 76

Monitoring Open Source Database Servers 76

Percona

OCTOBER 18, 2023

Compatibility Open source databases are designed with interoperability at their core, adhering to industry standards and offering support for a wide range of data import and export formats. Does anyone on my team require further training before we start? Look closely at your current infrastructure (hardware, storage, networks, etc.)

Open Source 90

Open Source Database Hardware Strategy 90

Percona

JUNE 12, 2023

It is a freely available MongoDB database alternative, giving you a single solution that combines enterprise components from the open source community, designed and tested to work together. Improvements and bug fixes provided by Oracle for MySQL 5.7.42 46 Percona Distribution for MongoDB 5.0.18 Percona Distribution for MongoDB 5.0.18

Open Source 82

Open Source Servers Database Scalability 82

The Morning Paper

OCTOBER 10, 2019

To make all this work at scale, two important additional features are the use of subsampling to ensure scalability across hundreds of thousands of classes, and a binarization module to reduce the storage costs and prediction latency. The Flashlight, Lens, and Shop-The-Look datasets are all used as inputs to the training process.

Latency 58

Latency Storage Architecture Traffic 58

Dynatrace

AUGUST 27, 2020

AWS Storage Gateway. Amazon Neptune is a fast, reliable, fully-managed graph database service designed for applications working with highly connected datasets. Amazon SageMaker is a fully managed service that provides developers and data scientists with the ability to build, train, and deploy machine learning (ML) models quickly.

AWS 265

AWS Cloud IoT Database 265

Testsigma

MAY 3, 2021

Web developers are moving their focus from desktop-first to mobile-first web design which further solidifies our understanding of how important this pocket device has become. But testing this is essential too because data communication over the network cannot be eliminated by putting all the files into the device storage.

Mobile 77

Mobile Testing Operating System Hardware 77

High Scalability

OCTOBER 24, 2022

There is no structural separation as there is with a train service. Nitro is a revolutionary combination of purpose-built hardware and software designed to provide performance and security. Without cloud services, there is no cloud because a cloud is literally defined by the services it offers. For example, AWS created Nitro.

Cloud 187

Cloud Hardware Infrastructure Innovation 187

CSS Wizardry

MARCH 3, 2019

Tip: There are a number of directives that Clear-Site-Data will accept: "cookies" , "storage" , "executionContexts" , and "*" (which, naturally, means ‘all of the above’). a CDN), to always serve the freshest possible copy, and not to persist anything to storage. Live Train Timetable Page. Examples and Recipes.

Cache 264

Cache Latency Strategy Servers 264

All Things Distributed

DECEMBER 13, 2016

At re:Invent 2016 , AWS announced Greengrass (in limited preview), a new service designed to extend the AWS programming model to small, simple, field-based devices. Fraud.net uses AWS to build and train machine learning models in detecting online payment fraud. Fraud.net is a good example of this.

AWS 166

AWS Cloud Artificial Intelligence IoT 166

All Things Distributed

APRIL 27, 2011

The storage systems weve pioneered demonstrate extreme scalability while maintaining tight control over performance, availability, and cost. For example, our Simple Storage Service, Elastic Block Store, and SimpleDB all derive their basic architecture from unique Amazon technologies. Driving Storage Costs Down for AWS Customers.

Technology 151

Technology Technology AWS Storage 151

Percona

DECEMBER 12, 2022

It is a single solution with the best and most critical enterprise components from the MySQL open-source community, designed and tested to work together. It is a freely available MongoDB database alternative, giving you a single solution that combines enterprise components from the open source community, designed and tested to work together.

Open Source 61

Open Source Azure Servers Database 61

Percona

JUNE 22, 2023

Typically, the servers are configured in a primary/replica configuration, with one server designated as the primary server that handles all incoming requests and the others designated as replica servers that monitor the primary and take over its workload if it fails. This flexibility can be crucial in designing a scalable architecture.

Availability 105

Availability Database Open Source Hardware 105

Percona

APRIL 10, 2023

It is a freely available MongoDB database alternative, giving you a single solution that combines enterprise components from the open source community, designed and tested to work together. Download Percona XtraBackup 2.4.28 Percona Distribution for MongoDB 6.0.5 Percona Distribution for MongoDB 6.0.5 was released on March 29, 2023.

Open Source 76

Open Source Servers AWS Database 76

Smashing Magazine

DECEMBER 23, 2020

IndexedDB is an in-browser NoSQL storage system that you can use to cache and retrieve the required data to make your PWA work offline. Frederick O’Brien has written an excellent guide on Smashing Magazine, Baking Structured Data Into The Design Process , which describes how to build structured data from the start. Further Resources.

Cache 125

Cache Internet Internet Google 125

IO River

NOVEMBER 2, 2023

‍Unlike CloudFormation, which was confined to AWS resources, Terraform was designed with a multi-cloud approach in mind. This offers not just an audit train but an “audit trail on steroids.”‍A Taking inspiration from AWS's CloudFormation, HashiCorp introduced Terraform with a broader vision.Â

Open Source 52

Open Source DevOps AWS Infrastructure 52

Alex Russell

APRIL 29, 2021

Education, tools, and training all support the premise that supporting more browsers is better ( ceteris paribus ), creating a substantial incentive to grease squeaky wheels. Chrome has missed several APIs for 3+ years: Storage Access API. For example, an area where Apple is absolutely killing it is in mobile CPU design.

Media 145

Media Games Education Engineering 145