The Netflix TechBlog

APRIL 26, 2022

We built Axion primarily to remove any training-serving skew and make offline experimentation faster. We make sure there is no training/serving skew by using the same data and the code for online and offline feature generation. Our machine learning models train on several weeks of data.

Storage 187

Storage Design Scalability Latency 187

The Netflix TechBlog

OCTOBER 18, 2022

These include ETL pipelines, ML model training workflows, batch jobs, etc. As Big data and ML became more prevalent and impactful, the scalability, reliability, and usability of the orchestrating ecosystem have increasingly become more important for our data scientists and the company.

Java 202

Java Scalability Traffic Architecture 202

Dynatrace

JUNE 16, 2022

At the same time, open source software (OSS) libraries now account for more than 70% of most applications’ code base, increasing the risk of application vulnerabilities. Static application security testing (SAST) analyzes code for common security coding errors. Not scalable in cloud-native environments. million attacks.

Tuning 228

Tuning Cloud Open Source Network 228

Dynatrace

JANUARY 22, 2024

Software project managers can optimize development processes by analyzing workflow data, such as development time, code commits, and testing phases. Data lakehouses play a pivotal role in facilitating causal AI by providing a versatile data management infrastructure for vast amounts of diverse data —a requirement for AI training models.

Artificial Intelligence 213

Artificial Intelligence Healthcare Retail Government 213

Dynatrace

FEBRUARY 5, 2020

By leveraging the Dynatrace platform capabilities of automation, AI, and enterprise scalability, our partners have been able to shift away from the basic ‘deployment and management’ service offerings required by traditional APM tools. Training & Certification Award 2020. DevOps Partner of the Year Award 2020.

Innovation 149

Innovation DevOps Cloud Scalability 149

The Netflix TechBlog

JANUARY 10, 2024

Reloaded was well-architected, providing good stability, scalability, and a reasonable level of flexibility. This drove the approach of the “release train”. Thus, depending on when the code change was merged, it could take anywhere between two and four weeks to reach production. This testing stage took about two weeks.

Processing 229

Processing Media Latency Innovation 229

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. A key observation was that most of our data scientists had nothing against writing Python code. The steps can be arbitrary Python code.

Open Source 232

Open Source AWS Infrastructure Energy 232

All Things Distributed

NOVEMBER 22, 2016

A set of programming models has emerged to help developers define and train AI models with deep learning; along with open source frameworks that put deep learning in the hands of mere mortals. Among all these popular frameworks, we have concluded that MXNet is the most scalable framework. AWS and Support for Deep Learning Frameworks.

AWS 167

AWS Open Source Scalability Programming 167

The Netflix TechBlog

MAY 21, 2019

When code many test cases are dependent on has changed, choose the right test cases among thousands of affected tests to quickly validate the change before committing it and running extensive, and expensive, tests. Likewise it has very low requirements on the initial amount of training data. Detect a regression in a test case.

Testing 163

Testing AWS Lambda Network 163

Official Blog - World Web Technology

AUGUST 27, 2023

Unlike other popular programming languages such as C or Pearl, PHP pages have HTML with embedded code with some start and end processing instructions that allow you to jump directly into and out of PHP mode. In PHP, code is directly executed on the server and generates HTML to send to the client. It further reduces the costs.

Development 98

Development Ecommerce Open Source Website 98

Percona

NOVEMBER 9, 2023

But for those who are not so familiar, in this post, we will discuss how Kubernetes has emerged as the unsung hero in an industry where agility and scalability are critical success factors. It is an invaluable tool for resolving complicated issues and streamlining processes due to its flexibility and scalability.

Efficiency 98

Efficiency Cloud Healthcare Open Source 98

High Scalability

APRIL 14, 2020

Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io's bestselling new 4-course learning track: Scalability and System Design for Developers. Learn how to train interviewers so everyone's on the same page. Need excellent people? Advertise your job here!

Education 105

Education Software Engineering Scalability Engineering 105

High Scalability

MAY 12, 2020

Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io's bestselling new 4-course learning track: Scalability and System Design for Developers. Learn how to train interviewers so everyone's on the same page. Need excellent people? Advertise your job here!

Education 102

Education Software Engineering Scalability Engineering 102

High Scalability

APRIL 28, 2020

Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io's bestselling new 4-course learning track: Scalability and System Design for Developers. Learn how to train interviewers so everyone's on the same page. Need excellent people? Advertise your job here!

Education 102

Education Software Engineering Scalability Engineering 102

O'Reilly

OCTOBER 19, 2021

If you peek under the hood of an ML-powered application, these days you will often find a repository of Python code. Let’s start by considering the job of a non-ML software engineer: writing traditional software deals with well-defined, narrowly-scoped inputs, which the engineer can exhaustively and cleanly model in the code.

DevOps 137

DevOps Software Engineering Infrastructure Open Source 137

High Scalability

MAY 26, 2020

Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io 's bestselling new 4-course learning track: Scalability and System Design for Developers. Learn how to train interviewers so everyone's on the same page. Learn the Good Parts of AWS. Stateful JavaScript Apps.

Education 100

Education AWS Software Engineering Scalability 100

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. A key observation was that most of our data scientists had nothing against writing Python code. The steps can be arbitrary Python code.

Open Source 134

Open Source AWS Infrastructure Energy 134

Percona

DECEMBER 4, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. It is the most stable, scalable, and secure open source MySQL distribution based on Percona Server for MySQL. Percona Distribution for MySQL (PS- based variant) 8.1.0 was released.

Open Source 76

Open Source Azure Servers Programming 76

High Scalability

MARCH 3, 2020

Our intuitive software allows data engineers to maintain pipelines without writing code, and lets analysts gain access to data in minutes instead of months. Learn how to train interviewers so everyone's on the same page. We found that High Scalability readers are about 80% more likely to be in the top bracket of engineering skill.

Education 114

Education Engineering Games Java 114

High Scalability

MARCH 17, 2020

Our intuitive software allows data engineers to maintain pipelines without writing code, and lets analysts gain access to data in minutes instead of months. Learn how to train interviewers so everyone's on the same page. We found that High Scalability readers are about 80% more likely to be in the top bracket of engineering skill.

Education 105

Education Engineering Java Software Engineering 105

High Scalability

FEBRUARY 18, 2020

Our intuitive software allows data engineers to maintain pipelines without writing code, and lets analysts gain access to data in minutes instead of months. Learn how to train interviewers so everyone's on the same page. We found that High Scalability readers are about 80% more likely to be in the top bracket of engineering skill.

Education 113

Education Engineering Games Java 113

Alex Podelko

OCTOBER 3, 2017

It is only such vendor-neutral, 4-day, 5-track conference devoted completely to performance, capacity, scalability, and adjacent topics. Hope you may join me there – and you may save 15% on the imPACt performance and capacity conference registration using the code CMGBOD.

IoT 113

IoT Performance Programming Performance Testing 113

High Scalability

MARCH 24, 2020

Our intuitive software allows data engineers to maintain pipelines without writing code, and lets analysts gain access to data in minutes instead of months. Learn how to train interviewers so everyone's on the same page. We found that High Scalability readers are about 80% more likely to be in the top bracket of engineering skill.

Education 105

Education Software Engineering Engineering Big Data 105

High Scalability

FEBRUARY 9, 2020

Our intuitive software allows data engineers to maintain pipelines without writing code, and lets analysts gain access to data in minutes instead of months. Learn how to train interviewers so everyone's on the same page. We found that High Scalability readers are about 80% more likely to be in the top bracket of engineering skill.

Education 108

Education Engineering Games Java 108

Dynatrace

SEPTEMBER 30, 2021

The breadth of fully-featured services, the pay-as-you-go scalability, and the agility of cloud platforms enable organizations to expand their modern approaches to building and managing digital services in a way they can’t with on-premises apps and infrastructure. Increased scalability. Reduced cost.

Cloud 169

Cloud Traffic Best Practices Strategy 169

Dynatrace

FEBRUARY 15, 2023

Introducing Metrics on Grail Despite their many advantages, modern cloud-native architectures can result in scalability and fragmentation challenges. Grail solves this scalability issue! Ensuring observability across these environments requires access to data at a massive scale. This is no longer the case.

Analytics 235

Analytics Social Media Metrics Efficiency 235

O'Reilly

MAY 25, 2021

GPT-3 is essentially an auto-complete bot whose underlying Machine Learning (ML) model has been trained on vast quantities of text available on the Internet. Note that the dataset on which GPT-3 trained terminated around October 2019. OpenAI’s text generating system GPT-3 has captured mainstream attention. Among other things.

Social Media 136

Social Media Media Internet Internet 136

High Scalability

MARCH 30, 2020

Our intuitive software allows data engineers to maintain pipelines without writing code, and lets analysts gain access to data in minutes instead of months. Learn how to train interviewers so everyone's on the same page. We found that High Scalability readers are about 80% more likely to be in the top bracket of engineering skill.

Education 105

Education Software Engineering Engineering Big Data 105

Percona

DECEMBER 18, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. It is an enhanced, source-available, and highly-scalable database that is a fully-compatible, drop-in replacement for MongoDB Community Edition 6.0.12. Install Percona XtraBackup 8.2.0-1 or stay on 5.7

Monitoring 83

Monitoring Open Source Servers Scalability 83

The Netflix TechBlog

MARCH 14, 2023

Much of the ML literature focuses on model training, evaluation, and scoring. In summary, this model was a tightly-coupled application-to-data architecture, where machine learning algos were mixed with the backend and UI/UX software code stack. With global expansion we have users where English is not a primary language.

Media 291

Media Innovation Energy Architecture 291

Scalegrid

JANUARY 9, 2024

As more companies move away from traditional on-premises data centers, they enter into an era where scalability, flexibility, and cost-effectiveness become possible through various services offered by different providers in the market today.

Strategy 130

Strategy Cloud Best Practices Government 130

Dynatrace

DECEMBER 10, 2020

Change starts by thoroughly evaluating whether the current architecture, tools, and processes for configuration, infrastructure, code delivery pipelines, testing, and monitoring enable improved customer experience faster and with high quality or not.

Strategy 183

Strategy Performance Logistics Monitoring 183

Percona

MARCH 13, 2023

code base, and starting with version 8.0.32-25, It is an enhanced, source-available, and highly-scalable database that is a fully-compatible, drop-in replacement for MongoDB 4.2.24 It is ideal for companies with large data sets and mission-critical applications that cannot tolerate long periods of downtime. and lower versions.

Servers 77

Servers Open Source Database Software 77

Percona

MAY 29, 2023

The aim of Percona Distribution for PostgreSQL is to address the operational issues like High-Availability, Disaster Recovery, Security, Performance and Scalability, and others that enterprises are facing. It is an enhanced, source-available, and highly-scalable database that is a fully-compatible, drop-in replacement for MongoDB 6.0.6

Open Source 74

Open Source Servers Scalability Database 74

ScaleOut Software

JANUARY 28, 2021

Given the unique and highly dynamic nature of this challenge, we need software solutions that are agile enough to adapt to evolving needs and scalable enough to quickly handle a daunting amount of fast-changing data. Its two core competencies are speed and scalability.

Logistics 84

Logistics Airlines Analytics Ecommerce 84

Tasktop

SEPTEMBER 23, 2021

Typically this ends up with organizations adopting SAFe in name only — going through the training, certifications and ceremonies — without actually changing any of their practices. Leadership typically understands the gist but not the deeper mechanics like their teams do, who have been through all the training and certification. .

Metrics 104

Metrics Virtualization Government Efficiency 104

Official Blog - World Web Technology

NOVEMBER 19, 2023

They don’t have to hire, train, and manage developers, which would take time and work. Flexibility and Scalability Companies that outsource website development can adjust their strategies in response to changing needs for various projects. This strategy provides a higher level of control as well as scalability.

Development 59

Development Best Practices Website Artificial Intelligence 59