The Netflix TechBlog

OCTOBER 23, 2019

Jeremy Smith , Jonathan Indig , Faisal Siddiqi We are pleased to announce the open-source launch of Polynote : a new, polyglot notebook with first-class Scala support, Apache Spark integration, multi-language interoperability including Scala, Python, and SQL, as-you-type autocomplete, and more.

Open Source 100

Open Source Code Website Design 100

Dynatrace

MARCH 29, 2024

As a result, organizations are turning to AI to automate tasks—from code development to incident response—to reduce manual effort and human error, and to boost workforce efficiency. Artificial intelligence, including more recent advances in generative AI , is becoming increasingly important as organizations look to modernize how IT operates.

Artificial Intelligence 191

Artificial Intelligence DevOps Strategy Open Source 191

Scalegrid

MAY 13, 2020

Greenplum Database is an open-source , hardware-agnostic MPP database for analytics, based on PostgreSQL and developed by Pivotal who was later acquired by VMware. High performance, query optimization, open source and polymorphic data storage are the major Greenplum advantages. Open Source. Major Use Cases.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Dynatrace

SEPTEMBER 21, 2023

As global warming advances, growing IT carbon footprints are pushing energy-efficient computing to the top of many organizations’ priority lists. Energy efficiency is a key reason why organizations are migrating workloads from energy-intensive on-premises environments to more efficient cloud platforms.

Energy 242

Energy Cloud Airlines Strategy 242

Dynatrace

FEBRUARY 23, 2022

According to a Gartner report, “By 2023, 60% of organizations will use infrastructure automation tools as part of their DevOps toolchains, improving application deployment efficiency by 25%.”. With IaC enable DeSecOps teams to institutionalize these processes in code, ensuring repeatable, secure, automated, and efficient processes.

Serverless 274

Serverless Infrastructure Innovation DevOps 274

Dynatrace

JANUARY 31, 2022

The cloud-based, on-demand execution model of serverless architecture helps teams innovate more efficiently and effectively by removing the burden of managing the underlying infrastructure. To get a handle on observability, teams often adopt open-source observability tools, such as Prometheus, OpenTelemetry , and StatsD.

Serverless 185

Serverless Architecture Open Source Innovation 185

Percona

DECEMBER 27, 2023

We want adopters of our technology to be able to deploy their critical open source databases and applications across any public or private cloud environment. Consequently, they might miss out on the benefits of integrating security into the SDLC, such as enhanced efficiency, speed, and quality in software delivery.

Cloud 80

Cloud Open Source Strategy Best Practices 80

Percona

NOVEMBER 3, 2023

Sure, database migration is complex, particularly when you’re looking to migrate from a proprietary database to an open source one. This is particularly true when you’re migrating to an open source database that those on your staff may or may not be intimately familiar with.

Database 83

Database Open Source Benchmarking Strategy 83

The Netflix TechBlog

NOVEMBER 29, 2023

A vital aspect of such development is subjective testing with HDR encodes in order to generate training data. This is achieved by more efficiently spacing the ladder points, especially in the high-bitrate region. Yes, we are committed to supporting the open-source community.

Open Source 252

Open Source Software Engineering Internet Internet 252

Dynatrace

JANUARY 31, 2024

This unified approach reduces the total cost of ownership (TCO), cutting down on the overhead costs associated with managing multiple standalone tools and training costs and simplifying procurement and vendor management. Select Install OneAgents to access simple prompts that you can copy and paste for rapid OneAgent installation.

Analytics 181

Analytics Infrastructure Monitoring Cloud 181

Dynatrace

MAY 2, 2024

As organizations train generative AI systems with critical data, they must be aware of the security and compliance risks. Security by design enhanced by unified observability and security – blog Business spend management company Soldo uses unified observability and security to implement efficient security-by-design and DevSecOps practices.

Artificial Intelligence 238

Artificial Intelligence Cloud Best Practices DevOps 238

O'Reilly

NOVEMBER 28, 2023

16% of respondents working with AI are using open source models. Training models and developing complex applications on top of those models is becoming easier. Many of the new open source models are much smaller and not as resource intensive but still deliver good results (especially when trained for a specific application).

Open Source 106

Open Source Artificial Intelligence Google Infrastructure 106

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. Some examples of popular deep learning frameworks that we support on AWS include Caffe, CNTK, MXNet, TensorFlow, Theano, and Torch.

AWS 167

AWS Open Source Scalability Programming 167

Dynatrace

MARCH 16, 2021

It takes times to train statistics-based machine learning solutions, and this approach doesn’t scale easily with modern, dynamic cloud-native environments. In theory, implementing an AIOps solution across enterprise IT environments can improve efficiency, drive better overall business value, and improve customer success.

Artificial Intelligence 200

Artificial Intelligence Open Source Cloud Analytics 200

Percona

MARCH 13, 2023

Percona is a leading provider of unbiased open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive. It is a free, fully compatible, enhanced, and open source drop-in replacement for any MySQL database, and Percona Server for MySQL 5.7.41-44

Servers 80

Servers Open Source Database Software 80

Percona

FEBRUARY 13, 2023

Percona is a leading provider of unbiased open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive. It is a free, fully compatible, enhanced, and open source drop-in replacement for any MySQL database. Take a look!

Open Source 84

Open Source Database Servers Scalability 84

Percona

OCTOBER 16, 2023

Percona is a leading provider of unbiased, performance-first, open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive, free from vendor lock-in. Take a look. Percona Monitoring and Management 2.40.0 was released.

Servers 75

Servers Monitoring Open Source Scalability 75

Percona

DECEMBER 18, 2023

Percona is a leading provider of unbiased, performance-first, open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive, free from vendor lock-in. Take a look. Percona Monitoring and Management 2.41.0 was released on December 12, 2023.

Monitoring 87

Monitoring Open Source Servers Scalability 87

The Netflix TechBlog

OCTOBER 18, 2022

These include ETL pipelines, ML model training workflows, batch jobs, etc. Similarly, ML model training workflows usually consist of tens of thousands of training jobs within a single workflow. We use Netflix open source project Conductor as a library to manage the workflow state machine in Maestro.

Java 202

Java Scalability Traffic Architecture 202

The Netflix TechBlog

APRIL 29, 2019

We use and contribute to many open-source Python packages, some of which are mentioned below. Demand Engineering Demand Engineering is responsible for Regional Failovers , Traffic Distribution, Capacity Operations and Fleet Efficiency of the Netflix cloud. We are proud to say that our team’s tools are built primarily in Python.

Open Source 279

Open Source Network Infrastructure Big Data 279

Percona

DECEMBER 27, 2022

Percona is a leading provider of unbiased open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive. It is an open source database monitoring, management, and observability solution for MySQL, PostgreSQL, and MongoDB.

Monitoring 52

Monitoring Open Source Database Servers 52

Percona

MAY 29, 2023

Percona is a leading provider of unbiased, performance-first, open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive, free from vendor lock-in. was released, the most stable, scalable, and secure open source MySQL distribution.

Open Source 77

Open Source Servers Scalability Database 77

Dynatrace

NOVEMBER 22, 2021

Serverless architecture enables organizations to deliver applications more efficiently without the overhead of on-premises infrastructure, which has revolutionized software development. Dynatrace extends contextual analytics and AIOps for open observability. Digital transformation with AWS: Making it real with AIOps. AIOps done right.

AWS 235

AWS Lambda Artificial Intelligence Serverless 235

O'Reilly

MARCH 23, 2023

which has received some specialized training. with specialized training. GPT-2 is open source. GPT-3 and GPT-4 are not open source, but are available for free and paid access. Sydney is based on GPT-4, 1 with additional training. BLOOM An open source model developed by the BigScience workshop.

Google 103

Google Open Source Programming Code 103

All Things Distributed

MARCH 19, 2018

For example, training on more data means more accurate models. Last re:Invent, to make the problem of authoring, training, and hosting ML models easier, faster, and more reliable, we launched Amazon SageMaker. Machine learning models are usually trained tens or hundreds of times. In machine learning, more is usually more.

Scalability 159

Scalability Hardware AWS Tuning 159

Dynatrace

APRIL 5, 2021

Azure is a large and growing cloud computing ecosystem that empowers its users to access databases, launch virtual servers, create websites or mobile applications, run a Kubernetes cluster, and train machine learning models, to name a few examples.

Azure 138

Azure Serverless IoT Lambda 138

Percona

APRIL 10, 2023

Percona is a leading provider of unbiased open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive. Offered free as an open source solution, Percona XtraBackup drives down backup costs while providing unique features for MySQL backups.

Open Source 78

Open Source Servers AWS Database 78

The Netflix TechBlog

MAY 21, 2019

There are several problems efficient test scheduling could help us solve: Quickly detect a regression in the integration of the Netflix SDK on a consumer electronic or MVPD (multichannel video programming distributor) device. Likewise it has very low requirements on the initial amount of training data.

Testing 163

Testing AWS Lambda Network 163

Testsigma

DECEMBER 18, 2019

Efficient and apt test coverage covers all minute points & areas, that many times go neglected. Not providing proper training to team members. Training and adaptation. The introduction of any tool requires proper training of the tool to the members who will be using it. The best way to do this is by offering training.

Testing 73

Testing Open Source Strategy Processing 73

O'Reilly

OCTOBER 19, 2021

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. They are often built by data scientists who are not software engineers or computer science majors by training.

DevOps 137

DevOps Software Engineering Infrastructure Open Source 137

IO River

NOVEMBER 2, 2023

It’s not just limited to cloud resources like AWS and Azure; Terraform is versatile, extending its capabilities to key performance areas like Content Delivery Network (CDN) management, ensuring efficient content delivery and optimal user experience.‍Started This offers not just an audit train but an “audit trail on steroids.”‍A

Open Source 52

Open Source DevOps AWS Azure 52

Percona

MARCH 27, 2023

Percona is a leading provider of unbiased open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive. It is an open source database monitoring, management, and observability solution for MySQL, PostgreSQL, and MongoDB.

Open Source 78

Open Source Servers Scalability Cache 78

Adrian Cockcroft

NOVEMBER 26, 2023

SUS101: Sustainability innovation in AWS Global Infrastructure AWS is determined to make the cloud the cleanest and most energy-efficient way to run customers’ infrastructure and business. This includes providing the efficient, resilient services AWS customers expect, while minimizing their environmental footprint.

AWS 52

AWS Energy IoT Best Practices 52

Percona

JUNE 22, 2023

High availability architecture for open source databases No matter where a database infrastructure is located (on-premises, public or private cloud environment, or hybrid environment) or what technology is used — be it MySQL, PostgreSQL, or MongoDB — it’s vital to eliminate single points of failure.

Availability 108

Availability Database Open Source Hardware 108

O'Reilly

APRIL 30, 2024

These platforms made markets more efficient and delivered enormous value both to users and to product suppliers. The internet protocols helped keep the internet open instead of closed. Open source software enabled it to escape from under the thumb of the PC era’s dominant monopoly.

Social Media 87

Social Media Artificial Intelligence Innovation Logistics 87

The Netflix TechBlog

OCTOBER 18, 2019

In this talk, Kinjal used the example of the LinkedIn Feed, to demonstrate how they use bandit algorithms to solve for the optimal parameter selection problem efficiently. He concluded by stressing the efficiency their teams had achieved by doing online parameter exploration instead of the much slower human-in-the-loop manual explorations.

Infrastructure 126

Infrastructure Metrics Architecture Efficiency 126

The Netflix TechBlog

FEBRUARY 13, 2020

By Aditya Mavlankar, Jan De C**k¹, Cyril Concolato, Kyle Swanson, Anush Moorthy and Anne Aaron TL; DR We need an alternative to JPEG that a) is widely supported, b) has better compression efficiency and c) has a wider feature set. High-Efficiency Video Coding ( HEVC ) is the successor of H.264, 264, a.k.a.

Code 212

Code Metrics Efficiency Open Source 212