Availability, Design, Scalability and Training - Technology Performance Pulse

Unmatched scalability and security of Dynatrace extensions now available for all supported technologies: 7 reasons to migrate your JMX and Python plugins

Dynatrace

NOVEMBER 3, 2023

that offers security, scalability, and simplicity of use. are technologically very different, Python and JMX extensions designed for Extension Framework 1.0 Python code also carries limited scalability and the burden of governing its security in production environments and lifecycle management. Extensions 2.0 Extensions 2.0

Technology

Technology Technology Scalability Availability

Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

MARCH 7, 2024

Since its inception , Metaflow has been designed to provide a human-friendly API for building data and ML (and today AI) applications and deploying them in our production infrastructure frictionlessly. There are several ways to provide explainability to models but one way is to train an explainer model based on each trained model.

Systems

Systems Media Cache Open Source

The Ultimate Guide to Database High Availability

Percona

JUNE 22, 2023

To make data count and to ensure cloud computing is unabated, companies and organizations must have highly available databases. This guide provides an overview of what high availability means, the components involved, how to measure high availability, and how to achieve it. How does high availability work?

Availability

Availability Database Open Source Hardware

Infinitely scalable machine learning with Amazon SageMaker

All Things Distributed

MARCH 19, 2018

For example, training on more data means more accurate models. At AWS, we continue to strive to enable builders to build cutting-edge technologies faster in a secure, reliable, and scalable fashion. Machine learning models are usually trained tens or hundreds of times. In machine learning, more is usually more.

Scalability

Scalability Hardware AWS Tuning

What is Cloud Computing? According to ChatGPT.

High Scalability

DECEMBER 16, 2022

This model of computing has become increasingly popular in recent years, as it offers a number of benefits, including cost savings, flexibility, scalability, and increased efficiency. Another key benefit of cloud computing is its reliability and availability. Finally, cloud computing enables greater collaboration and innovation.

Cloud

Cloud Serverless Internet Internet

Evolution of ML Fact Store

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

Storage Design Scalability Latency

Stuff The Internet Says On Scalability For August 3rd, 2018

High Scalability

AUGUST 3, 2018

Paco Nathan : Frankly, I’d feel a lot more comfortable sending my kids off to school in a self-driving bus if the machine learning models hadn’t been trained solely by Google’s proprietary data. Department of Homeland Security has designated 16 sectors of infrastructure as 'critical', and 14 of them depend on GPS.

Internet

Internet Internet Scalability Blockchain

Machine Learning for Fraud Detection in Streaming Services

The Netflix TechBlog

NOVEMBER 11, 2022

Although model-based anomaly detection approaches are more scalable and suitable for real-time analysis, they highly rely on the availability of (often labeled) context-specific data. In semi-supervised anomaly detection models, only a set of benign examples are required for training.

C++

C++ Metrics Tuning Strategy

What is Unified Namespace and How Does it Work?

VoltDB

SEPTEMBER 10, 2024

Real-time data access UNS ensures that data is continuously synced and updated in real time, making up-to-date information readily available to users, systems and processes. Increased scalability By supporting the addition of advanced analytics, IIoT devices, and other technologies, UNS makes it easier for organizations to scale operations.

IoT

IoT Architecture Scalability Analytics

Innovation Release of Percona XtraDB Cluster, Updated Percona Distribution for PostgreSQL: Release Roundup November 13, 2023

Percona

NOVEMBER 13, 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, with two download options: one based on Percona Server for MySQL and one based on Percona XtraDB Cluster.

Innovation

Innovation Open Source Scalability Servers

What is Greenplum Database? Intro to the Big Data Database

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. At a glance – TLDR.

Big Data

Big Data Database Artificial Intelligence Open Source

Lerner?—?using RL agents for test case scheduling

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. Choose the most promising subset of tests out of thousands of test cases available when running continuous integration against a device. and 3.7.

Testing

Testing AWS Lambda Network

Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

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

Open Source AWS Infrastructure Energy

What Is a Workload in Cloud Computing

Scalegrid

JANUARY 12, 2024

All rely heavily on utilizing allocated portions from existing pools made available through specific providers as part of their service offerings. There are numerous choices available for deploying these workloads on various cloud provider platforms that offer unique capabilities. Additionally.

Cloud

Cloud Virtualization Storage Efficiency

Percona Monitoring and Management 2.40.1, Percona Distribution for MongoDB 6.0.11: Release Roundup October 31, 2023

Percona

OCTOBER 31, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. It has been fixed in the base OS, and the fix is available in PMM. 24 , a source available, highly-scalable database that is a fully-compatible, drop-in replacement for MongoDB 4.4.25

Monitoring

Monitoring Open Source Scalability Database

Maestro: Netflix’s Workflow Orchestrator

The Netflix TechBlog

JULY 22, 2024

What is Maestro Maestro is a general-purpose, horizontally scalable workflow orchestrator designed to manage large-scale workflows such as data pipelines and machine learning model training pipelines. The transition was seamless, and Maestro has met our design goals by handling our ever-growing workloads.

Strategy

Strategy Scalability Code Engineering

Building a Media Understanding Platform for ML Innovations

The Netflix TechBlog

MARCH 14, 2023

Much of the ML literature focuses on model training, evaluation, and scoring. We must quickly surface the most stand-out highlights from the titles available on our service in the form of images and videos in the member experience. Dawn Chenette , Design Lead This approach had several benefits for product engineering.

Media

Media Innovation Energy Architecture

Orchestrating Data/ML Workflows at Scale With Netflix Maestro

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

Java Scalability Traffic Architecture

Percona Distribution for PostgreSQL 16.0, Percona Backup for MongoDB 2.3.0: Release Roundup October 2, 2023

Percona

OCTOBER 2, 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, with two download options: one based on Percona Server for MySQL and one based on Percona XtraDB Cluster.

Open Source

Open Source Scalability Database Servers

Best PostgreSQL GUI [2024]

Scalegrid

OCTOBER 18, 2024

Benefits of a GUI in Database Management The following are the solutions to the problems with CLIs that GUIs bring 3 : Reducing the high degree of memorization and training needed to apply the syntax of the terminal commands by providing an intuitive visual interface. Lacks some advanced coding and debugging tools available in other products.

Open Source

Open Source Database Cloud Operating System

Percona Backup for MongoDB 2.2.1, Updates to Percona Distribution for MySQL, : Release Roundup August 7, 2023

Percona

AUGUST 7, 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, with two download options. 25 is available as of August 2, 2023. is available as of August 2, 2023.

Open Source

Open Source Servers Scalability Database

Updated Versions of Percona Distribution for PostgreSQL, Percona XtraDB Cluster: Release Roundup September 4, 2023

Percona

SEPTEMBER 4, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. Percona Distribution for PostgreSQL is now available on Debian 12 (bookworm). This tool helps you run diagnostics of your PostgreSQL cluster and is also actively used by Percona Support.

Open Source

Open Source Scalability Database Software

Post: InterviewCamp.io, Scrapinghub, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

High Scalability

APRIL 14, 2020

has hours of system design content. They also do live system design discussions every week. 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. Who's Hiring?

Education

Education Software Engineering Scalability Engineering

Post: InterviewCamp.io, Scrapinghub, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

High Scalability

APRIL 28, 2020

has hours of system design content. They also do live system design discussions every week. 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. Who's Hiring?

Education

Education Software Engineering Scalability Engineering

Key Advantages of DBMS for Efficient Data Management

Scalegrid

JANUARY 5, 2024

Despite initial investment costs, DBMS presents long-term savings and improved efficiency through automated processes, efficient query optimizations, and scalability, contributing to enhanced decision-making and end-user productivity. Since its introduction in the 1960s, the concept of DBMS has undergone significant evolution.

Efficiency

Efficiency Storage Database Scalability

Percona Monitoring and Management 2.40.0, Percona Server for MongoDB 7.0.2-1 (RC): Release Roundup October 16, 2023

Percona

OCTOBER 16, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. This provides multiple benefits, including scalability, resource isolation, reduced load on the PMM server, customization, etc. Starting with PMM 2.40.0, was released on October 3, 2023.

Servers

Servers Monitoring Open Source Scalability

Percona Monitoring and Management 2.41.0, Percona Distribution for PostgreSQL 14.10, and More: Release Roundup December 18, 2023

Percona

DECEMBER 18, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. A release highlight is that Docker images are now available for x86_64 architectures. Docker images are now available for x86_64 architectures. Percona Distribution for PostgreSQL 11.22

Monitoring

Monitoring Open Source Servers Database

Updated Percona Distributions for MongoDB, Metadata Table for QAN in PMM: Release Roundup August 21, 2023

Percona

AUGUST 21, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. It includes all the features and bug fixes available in MySQL 5.7.43 Download Percona Monitoring and Management 2.39.0 Percona Server for MySQL 5.7.43-47 47 Percona Server for MySQL 5.7.43-47

Open Source

Open Source AWS Servers Database

Which WordPress LMS is the best – LearnDash, LifterLMS or LearnPress

Official Blog - World Web Technology

APRIL 29, 2024

There are many powerful LMS plugins, which can help you to design multiple useful courses to sell to your user offering them the right value for their money. This plugin has a clientele of Fortune 500 enterprises, top universities, training segment and entrepreneurs from all over the planet who are into selling online courses.

Education

Education Small Business Website Scalability

Which WordPress LMS is the best – LearnDash, LifterLMS or LearnPress

Official Blog - World Web Technology

APRIL 29, 2024

There are many powerful LMS plugins, which can help you to design multiple useful courses to sell to your user offering them the right value for their money. This plugin has a clientele of Fortune 500 enterprises, top universities, training segment and entrepreneurs from all over the planet who are into selling online courses.

Education

Education Small Business Website Scalability

Which WordPress LMS is the best – LearnDash, LifterLMS or LearnPress

Official Blog - World Web Technology

APRIL 29, 2024

There are many powerful LMS plugins, which can help you to design multiple useful courses to sell to your user offering them the right value for their money. This plugin has a clientele of Fortune 500 enterprises, top universities, training segment and entrepreneurs from all over the planet who are into selling online courses.

Education

Education Small Business Website Scalability

Percona Distribution for PostgreSQL 16.1, Percona Distribution for MySQL 8.1.0: Release Roundup December 4, 2023

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

Open Source Azure Servers Programming

What is cloud migration?

Dynatrace

SEPTEMBER 30, 2021

Cloud migration is the process of transferring some or all your data, software, and operations to a cloud-based computing environment that offers unlimited scale and high availability. Increased scalability. Generally speaking, cloud migration involves moving from on-premises infrastructure to cloud-based services. Reduced cost.

Cloud

Cloud Traffic Best Practices Strategy

Freebie: COVID-19 Icon Set (56 Icons, AI, EPS, SVG, PNG)

Smashing Magazine

OCTOBER 7, 2021

The graphicsurf.com team wanted to contribute to the ongoing fight against COVID-19 and has designed a set of vector icons dedicated to the Coronavirus, or specifically, COVID-19. Anthony Tyschenko and Dennis Machuca took part in the design of the icons. A Little About The Design Progress. Great Balance And Scalability.

Design

Design Website Scalability Availability

New Versions of Percona Distribution for MongoDB, Percona Operator for MySQL: Release Roundup September 18, 2023

Percona

SEPTEMBER 18, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. 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

Open Source Servers Database Scalability

Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

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

Open Source AWS Infrastructure Energy

AVA Discovery View: Surfacing Authentic Moments

The Netflix TechBlog

AUGUST 17, 2023

The tool provides an efficient way for creatives (photo editors, artwork designers, etc.) Watching every moment of content to find the best frames and select them manually takes a lot of time, and this approach is often not scalable. Discovery View is available via Studio Gateway for AVA UI and other front-end applications to leverage.

Media

Media Scalability Architecture Strategy

MLOps and DevOps: Why Data Makes It Different

O'Reilly

OCTOBER 19, 2021

In effect, the engineer designs and builds the world wherein the software operates. Since the needs of data-intensive applications are diverse, it is useful to have a general-purpose compute layer that can handle different types of tasks from IO-heavy data processing to training large models on GPUs. Software Architecture.

DevOps

DevOps Software Engineering Infrastructure Open Source

Tech Preview of Percona Operator for MySQL 0.4.0, Percona Distribution for MongoDB 6.0.4: Release Roundup February 13, 2023

Percona

FEBRUARY 13, 2023

It is the most stable, scalable, and secure open source MySQL distribution, with two download options: one based on Percona Server for MySQL and one based on Percona XtraDB Cluster. 23 includes all the features and bug fixes available in the MySQL 8.0.31 Download Percona Monitoring and Management 2.34.0 Percona Server for MySQL 8.0.31-23

Open Source

Open Source Database Servers Scalability

Percona Monitoring and Management 2.37, Percona Distribution for MongoDB 5.0.17: Release Roundup May 8, 2023

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. It is an enhanced, source-available, and highly-scalable database that is a fully-compatible drop-in replacement for MongoDB 5.0.16

Monitoring

Monitoring Open Source Database Servers

Post: Essilen Research, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

High Scalability

MARCH 3, 2020

Level up on in-demand technologies and prep for your interviews on Educative.io, featuring popular courses like the bestselling Grokking the System Design Interview. Client libraries are available for Node, Ruby, Python, PHP, Go, Java and.NET. Learn how to train interviewers so everyone's on the same page.

Education

Education Engineering Games Java

Post: Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

High Scalability

MARCH 17, 2020

Level up on in-demand technologies and prep for your interviews on Educative.io, featuring popular courses like the bestselling Grokking the System Design Interview. Client libraries are available for Node, Ruby, Python, PHP, Go, Java and.NET. Learn how to train interviewers so everyone's on the same page.

Education

Education Engineering Java Software Engineering

Unmatched scalability and security of Dynatrace extensions now available for all supported technologies: 7 reasons to migrate your JMX and Python plugins

Supporting Diverse ML Systems at Netflix

Trending Sources

The Ultimate Guide to Database High Availability

Infinitely scalable machine learning with Amazon SageMaker

What is Cloud Computing? According to ChatGPT.

Evolution of ML Fact Store

Stuff The Internet Says On Scalability For August 3rd, 2018

Machine Learning for Fraud Detection in Streaming Services

What is Unified Namespace and How Does it Work?

Innovation Release of Percona XtraDB Cluster, Updated Percona Distribution for PostgreSQL: Release Roundup November 13, 2023

What is Greenplum Database? Intro to the Big Data Database

Lerner?—?using RL agents for test case scheduling

Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

What Is a Workload in Cloud Computing

Percona Monitoring and Management 2.40.1, Percona Distribution for MongoDB 6.0.11: Release Roundup October 31, 2023

Maestro: Netflix’s Workflow Orchestrator

Building a Media Understanding Platform for ML Innovations

Orchestrating Data/ML Workflows at Scale With Netflix Maestro

Percona Distribution for PostgreSQL 16.0, Percona Backup for MongoDB 2.3.0: Release Roundup October 2, 2023

Best PostgreSQL GUI [2024]

Percona Backup for MongoDB 2.2.1, Updates to Percona Distribution for MySQL, : Release Roundup August 7, 2023

Updated Versions of Percona Distribution for PostgreSQL, Percona XtraDB Cluster: Release Roundup September 4, 2023

Post: InterviewCamp.io, Scrapinghub, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

Sponsored Post: InterviewCamp.io, Scrapinghub, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

Post: InterviewCamp.io, Scrapinghub, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

Key Advantages of DBMS for Efficient Data Management

Percona Monitoring and Management 2.40.0, Percona Server for MongoDB 7.0.2-1 (RC): Release Roundup October 16, 2023

Percona Monitoring and Management 2.41.0, Percona Distribution for PostgreSQL 14.10, and More: Release Roundup December 18, 2023

Sponsored Post: InterviewCamp.io, Scrapinghub, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

Updated Percona Distributions for MongoDB, Metadata Table for QAN in PMM: Release Roundup August 21, 2023

Which WordPress LMS is the best – LearnDash, LifterLMS or LearnPress

Which WordPress LMS is the best – LearnDash, LifterLMS or LearnPress

Which WordPress LMS is the best – LearnDash, LifterLMS or LearnPress

Percona Distribution for PostgreSQL 16.1, Percona Distribution for MySQL 8.1.0: Release Roundup December 4, 2023

What is cloud migration?

Freebie: COVID-19 Icon Set (56 Icons, AI, EPS, SVG, PNG)

New Versions of Percona Distribution for MongoDB, Percona Operator for MySQL: Release Roundup September 18, 2023

Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

AVA Discovery View: Surfacing Authentic Moments

MLOps and DevOps: Why Data Makes It Different

Tech Preview of Percona Operator for MySQL 0.4.0, Percona Distribution for MongoDB 6.0.4: Release Roundup February 13, 2023

Percona Monitoring and Management 2.37, Percona Distribution for MongoDB 5.0.17: Release Roundup May 8, 2023

Post: Essilen Research, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

Post: Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

Stay Connected