The Netflix TechBlog

SEPTEMBER 18, 2024

Vidhya Arvind , Rajasekhar Ummadisetty , Joey Lynch , Vinay Chella Introduction At Netflix our ability to deliver seamless, high-quality, streaming experiences to millions of users hinges on robust, global backend infrastructure. It also serves as central configuration of access patterns such as consistency or latency targets.

Latency 248

Latency Storage Cache Efficiency 248

Scalegrid

SEPTEMBER 10, 2024

At ScaleGrid, we’re always pushing the boundaries to offer more flexibility and scalability to our customers. We’re proud to introduce AWS Outposts support, allowing you to manage cloud infrastructure on-premises while maintaining full AWS integration.

Latency 130

Latency AWS Storage Tuning 130

VoltDB

NOVEMBER 20, 2024

This proximity reduces latency and enables real-time decision-making. IIoT systems can use edge devices to ensure that sensitive operational data remains secure on-premises, thereby protecting critical infrastructure. Assess your infrastructure Evaluate your current IIoT network and identify areas where edge computing could add value.

IoT 52

IoT Energy Latency Automotive 52

Dynatrace

APRIL 7, 2023

Customers can use AWS Lambda Response Streaming to improve performance for latency-sensitive applications and return larger payload sizes. Streaming raises the default 6 MB hard limit to a 20 MB soft limit, adding greater scalability and flexibility to their applications. What is a Lambda serverless function?

Lambda 228

Lambda AWS Serverless Latency 228

Dynatrace

FEBRUARY 21, 2024

To remain competitive in today’s fast-paced market, organizations must not only ensure that their digital infrastructure is functioning optimally but also that software deployments and updates are delivered rapidly and consistently. This approach supports innovation, ambitious SLOs, DevOps scalability, and competitiveness.

Speed 220

Speed Software Software Latency 220

Dynatrace

MAY 13, 2022

Because of its scalability and distributed architecture, thousands of companies trust it to run their cloud and hybrid-based workloads at high availability without compromising performance. It also removes the need for developers and database administrators to manage infrastructure or update database versions.

Azure 242

Azure Latency Metrics Infrastructure 242

Dynatrace

OCTOBER 10, 2022

Many organizations today rely on cloud-native applications for their scalability and agility, among other benefits. Serverless benefits include the following: Dynamic scalability. Reduced latency. By using cloud providers with multiple server sites, organizations can reduce function latency for end users.

Serverless 175

Serverless Infrastructure Lambda Latency 175

Scalegrid

AUGUST 27, 2024

It is versatile enough for deployment in cloud-based infrastructures, on-premise data centers, or local setups, delivering a dependable and adaptable messaging framework. Furthermore, RabbitMQ embraces an acknowledgment pattern within its infrastructure, ensuring reliable message processing. Take Softonic’s platform as an example.

Ecommerce 130

Ecommerce IoT Games Scalability 130

Dynatrace

MAY 23, 2024

Such frameworks support software engineers in building highly scalable and efficient applications that process continuous data streams of massive volume. Failures can occur unpredictably across various levels, from physical infrastructure to software layers. This significantly increases event latency.

Engineering 193

Engineering Tuning Latency Open Source 193

The Netflix TechBlog

MARCH 7, 2024

Berg , Romain Cledat , Kayla Seeley , Shashank Srikanth , Chaoying Wang , Darin Yu Netflix uses data science and machine learning across all facets of the company, powering a wide range of business applications from our internal infrastructure and content demand modeling to media understanding.

Systems 232

Systems Media Cache Open Source 232

The Netflix TechBlog

JANUARY 10, 2024

This architecture shift greatly reduced the processing latency and increased system resiliency. We expanded pipeline support to serve our studio/content-development use cases, which had different latency and resiliency requirements as compared to the traditional streaming use case.

Processing 234

Processing Media Latency Innovation 234

High Scalability

DECEMBER 21, 2018

It's HighScalability time: Have a very scalable Xmas everyone! kellabyte : “Open source” infrastructure companies are a giant s**t show right now. Tim Bray : How to talk about [Serverless Latency] · To start with, don’t just say “I need 120ms. See you in the New Year. Please support me on Patreon.

Internet 137

Internet Internet Scalability Serverless 137

Scalegrid

JANUARY 8, 2024

This article delves into the specifics of how AI optimizes cloud efficiency, ensures scalability, and reinforces security, providing a glimpse at its transformative role without giving away extensive details. Exploring artificial intelligence in cloud computing reveals a game-changing synergy.

Artificial Intelligence 147

Artificial Intelligence Cloud Scalability Analytics 147

Scalegrid

MARCH 14, 2024

This approach allows companies to combine the security and control of private clouds with public clouds’ scalability and innovation potential. The architecture usually integrates several private, public, and on-premises infrastructures.

Strategy 130

Strategy Cloud Artificial Intelligence Infrastructure 130

Dynatrace

OCTOBER 23, 2023

Full stack observability with the Dynatrace Hyper-V extension Use Dynatrace for deeper insights into the Microsoft ecosystem with the new Hyper-V extension; it provides crucial virtualization layer characteristics for Windows infrastructure observability. Dynatrace is a platform that satisfies all these criteria.

Efficiency 227

Efficiency Virtualization Hardware Performance 227

High Scalability

JULY 20, 2018

A typical example of modern "microservices-inspired" Java application would function along these lines: Netflix : We observed during experimentation that RAM random read latencies were rarely higher than 1 microsecond whereas typical SSD random read speeds are between 100–500 microseconds. There are a few more quotes.

Internet 121

Internet Internet Scalability Automotive 121

All Things Distributed

DECEMBER 8, 2020

And because they never stop, their need for security, availability, performance, scalability, and flexibility over how they choose to run their workloads never stop. We are excited to be announcing plans to launch a second infrastructure region in Australia in the second half of 2022. Our customers never stop building.

AWS 189

AWS Latency Scalability Infrastructure 189

The Netflix TechBlog

MARCH 1, 2021

It supports both high throughput services that consume hundreds of thousands of CPUs at a time, and latency-sensitive workloads where humans are waiting for the results of a computation. The third generation, called Reloaded , has been online for about seven years and has proven to be stable and massively scalable.

Serverless 233

Serverless Media Latency Social Media 233

High Scalability

JANUARY 11, 2022

FUN FACT : In this talk , Rodrigo Schmidt, director of engineering at Instagram talks about the different challenges they have faced in scaling the data infrastructure at Instagram. When a user requests for feed then there will be two parallel threads involved in fetching the user feeds to optimize for latency. System Components.

Design 334

Design Media Storage Logistics 334

The Netflix TechBlog

FEBRUARY 9, 2021

Lower latency as a result of fewer service calls, which means fewer errors for our visitors. With these types of continued investments in infrastructure, the Growth Engineering team is able to build a solid foundation for future innovations that will allow us to continue to deliver the best possible experience for our members.

Engineering 144

Engineering Scalability Architecture Innovation 144

Scalegrid

DECEMBER 21, 2023

Identifying key Redis® metrics such as latency, CPU usage, and memory metrics is crucial for effective Redis monitoring. To monitor Redis® instances effectively, collect Redis metrics focusing on cache hit ratio, memory allocated, and latency threshold. It is important to understand these challenges properly to find solutions for them.

Strategy 130

Strategy Monitoring Latency DevOps 130

Dynatrace

JULY 18, 2023

While infrastructure has historically been treated as a bottleneck where proper scaling and compute power are applied to improve performance, these aspects are now typically addressed by hyperscalers that offer cloud-based infrastructure and infrastructure as a service.

Best Practices 203

Best Practices Code Infrastructure Latency 203

All Things Distributed

OCTOBER 12, 2016

Three years ago, as part of our AWS Fast Data journey we introduced Amazon ElastiCache for Redis , a fully managed in-memory data store that operates at sub-millisecond latency. This allows for faster failover times while minimizing latency. We also do this at very high rates: up to 4.5 Building upon Redis. Redis and Fast Data.

Scalability 117

Scalability Cache Analytics AWS 117

Dynatrace

FEBRUARY 4, 2021

Site reliability engineering (SRE) is the practice of applying software engineering principles to operations and infrastructure processes to help organizations create highly reliable and scalable software systems. ” According to Google, “SRE is what you get when you treat operations as a software problem.”

Engineering 260

Engineering DevOps Government Latency 260

Dynatrace

OCTOBER 1, 2021

In these modern environments, every hardware, software, and cloud infrastructure component and every container, open-source tool, and microservice generates records of every activity. Metrics can originate from a variety of sources, including infrastructure, hosts, services, cloud platforms, and external sources.

Metrics 363

Metrics Open Source Monitoring Cloud 363

Scalegrid

FEBRUARY 8, 2024

Key Takeaways Distributed storage systems benefit organizations by enhancing data availability, fault tolerance, and system scalability, leading to cost savings from reduced hardware needs, energy consumption, and personnel. Variations within these storage systems are called distributed file systems.

Storage 130

Storage Systems Big Data Azure 130

CSS Wizardry

MAY 31, 2019

One of the quickest wins—and one of the first things I recommend my clients do—to make websites faster can at first seem counter-intuitive: you should self-host all of your static assets, forgoing others’ CDNs/infrastructure. On a slower, higher-latency connection, the story is much, mush worse. You’re going to suffer, too.

Cache 274

Cache Latency Infrastructure Website 274

Dynatrace

JANUARY 13, 2022

However, only highly scalable real user monitoring solutions can collect data on all user actions, while less scalable tools have to sample user actions and make inferences from partial data. Providing insight into the service latency to help developers identify poorly performing code. How real user monitoring works. Learn more!

Monitoring 192

Monitoring Mobile Latency Best Practices 192

Dynatrace

JUNE 8, 2020

As a software intelligence platform, Dynatrace is woven into the fabric of your business systems, actively managing and providing self-healing capabilities for all aspects of your applications and vital infrastructure. Metrics are provided for general host info like CPU usage and memory consumption, OneAgent traffic, and network latency.

Software 166

Software Software Programming Metrics 166

High Scalability

SEPTEMBER 1, 2020

Microsoft Azure is one of the most popular cloud providers in the world, and a natural fit for database hosting on applications leveraging Microsoft across their infrastructure. In this blog post, we compare Azure Database for MySQL vs. ScaleGrid MySQL on Azure so you can see which provider offers the best throughput and latency performance.

Azure 137

Azure Database Benchmarking Performance 137

Dynatrace

SEPTEMBER 30, 2021

Generally speaking, cloud migration involves moving from on-premises infrastructure to cloud-based services. In cloud computing environments, infrastructure and services are maintained by the cloud vendor, allowing you to focus on how best to serve your customers. Increased scalability.

Cloud 175

Cloud Traffic Best Practices Hardware 175

Scalegrid

JANUARY 12, 2024

This article analyzes cloud workloads, delving into their forms, functions, and how they influence the cost and efficiency of your cloud infrastructure. Hybrid cloud environments that integrate on-premises infrastructure with cloud services. These include on-premises data centers which offer specific business benefits.

Cloud 130

Cloud Virtualization Storage Efficiency 130

Dynatrace

JANUARY 17, 2024

By adopting a cloud- and edge-based AI approach, teams can benefit from the flexibility, scalability, and pay-per-use model of the cloud while also reducing the latency, bandwidth, and cost of sending AI data to cloud-based operations. Use containerization. Continuously monitor AI models’ performance.

Strategy 234

Strategy Artificial Intelligence Storage Cloud 234

Dynatrace

FEBRUARY 4, 2021

Site reliability engineering (SRE) is the practice of applying software engineering principles to operations and infrastructure processes to help organizations create highly reliable and scalable software systems. ” According to Google, “SRE is what you get when you treat operations as a software problem.”

Engineering 188

Engineering DevOps Government Latency 188

All Things Distributed

JANUARY 18, 2012

Werner Vogels weblog on building scalable and robust distributed systems. a Fast and Scalable NoSQL Database Service Designed for Internet Scale Applications. The original Dynamo design was based on a core set of strong distributed systems principles resulting in an ultra-scalable and highly reliable database system.

Scalability 165

Scalability Database Ecommerce Latency 165

Dynatrace

SEPTEMBER 25, 2019

Citrix is a sophisticated, efficient, and highly scalable application delivery platform that is itself comprised of anywhere from hundreds to thousands of servers. OneAgent: Citrix infrastructure performance. OneAgent: SAP infrastructure performance. Dynatrace news. Dynatrace Extension: NetScaler performance.

Latency 119

Latency Performance Virtualization Infrastructure 119

VoltDB

JULY 10, 2018

In these use cases, data processing usually has less than a 5 milliseconds latency budget. With the stored procedures framework, and the in-memory data storage engine, VoltDB drives most complex business logic in the lowest latency in a scalable manner, even in a virtualized environment like VMs and containers.

Architecture 40

Architecture Scalability Ecommerce Latency 40