The Netflix TechBlog

OCTOBER 15, 2019

Delta is an eventual consistent, event driven, data synchronization and enrichment platform. Another thread or process is constantly polling events from the log table and writes them to one or multiple datastores, optionally removing events from the log table after acknowledged by all datastores.

Transportation 192

Transportation Architecture Processing Storage 192

O'Reilly Software

DECEMBER 11, 2017

A message-based microservices architecture offers many advantages, making solutions easier to scale and expand with new services. The asynchronous nature of interservice interactions inherent to this architecture, however, poses challenges for user-initiated actions such as create-read-update-delete (CRUD) requests on an object.

Architecture 68

Architecture Government Latency Efficiency 68

Dynatrace

APRIL 13, 2023

Log auditing is a cybersecurity practice that involves examining logs generated by various applications, computer systems, and network devices to identify and analyze security-related events. It requires an understanding of cloud architecture and distributed systems, with the goal of automating processes.

Analytics 185

Analytics Java Infrastructure Cloud 185

Dynatrace

OCTOBER 9, 2020

In such circumstances, it’s challenging to investigate the reasons for unexpected behavior or traffic between pods. Now you can: Understand the actual architecture of your applications in Kubernetes in real-time. Understand the architecture of your applications in Kubernetes in real-time.

Design 101

Design Google Architecture Traffic 101

Dynatrace

JANUARY 28, 2021

With Dynatrace OneAgent you also benefit from support for traffic routing and traffic control. OneAgent implements network zones to create traffic routing rules and limit cross-data-center traffic. Enrich OpenTelemetry instrumentation with high-fidelity data provided by OneAgent.

Traffic 166

Traffic Open Source Servers Cloud 166

The Netflix TechBlog

FEBRUARY 18, 2022

To this end, we developed a Rapid Event Notification System (RENO) to support use cases that require server initiated communication with devices in a scalable and extensible manner. In this blog post, we will give an overview of the Rapid Event Notification System at Netflix and share some of the learnings we gained along the way.

Systems 334

Systems Traffic Architecture Mobile 334

Dynatrace

DECEMBER 27, 2022

As more organizations embrace microservices-based architecture to deliver goods and services digitally, maintaining customer satisfaction has become exponentially more challenging. First, it helps to understand that applications and all the services and infrastructure that support them generate telemetry data based on traffic from real users.

Software 263

Software Software Benchmarking Latency 263

The Symphonia

MAY 22, 2018

I started writing “ Serverless Architectures ” in May 2016. I was glad to be able to talk about Amazon’s automated traffic shifting / canary releases. Particularly interesting to me since two years ago is the discussion around Serverless + event-thinking, and also ‘micro-apps’, as made real by Amazon’s Serverless Application Repo.

Serverless 40

Serverless Architecture Lambda Azure 40

InfoQ

NOVEMBER 29, 2023

HubSpot adopted routing messages over multiple Kafka topics (called swimlanes) for the same producer to avoid the build-up in the consumer group lag and prioritize the processing of real-time traffic. By Rafal Gancarz

Processing 79

Processing Traffic Data Engineering Scalability 79

The Netflix TechBlog

MARCH 5, 2019

Challenges & Opportunities in the Infra Data Space Security Events Platform for Anomaly Detection How can we develop a complex event processing system to ingest semi-structured data predicated on schema contracts from hundreds of sources and transform it into event streams of structured data for downstream analysis?

Infrastructure 182

Infrastructure Cloud Scalability AWS 182

The Netflix TechBlog

JUNE 4, 2019

Because microprocessors are so fast, computer architecture design has evolved towards adding various levels of caching between compute units and the main memory, in order to hide the latency of bringing the bits to the brains. We also want to leverage kernel PMC events to more directly optimize for minimal cache noise.

Cache 251

Cache Latency Airlines Logistics 251

SQL Performance

APRIL 15, 2020

SQL Server has always provided the ability to capture actual queries in an easily-consumable rowset format – first with legacy SQL Server Profiler, later via Extended Events, and now with a combination of those two concepts in Azure SQL Database. Legacy Profiler "Standard" trace events. For some reason this thing will not go away!

Azure 96

Azure Database Tuning Network 96

ScaleOut Software

JULY 19, 2021

Today’s streaming analytics architectures are not equipped to make sense of this rapidly changing information and react to it as it arrives. This architecture does not apply computing resources to track the myriad data sources sending telemetry and continuously look for issues and opportunities that need immediate responses.

IoT 78

IoT Analytics Big Data Architecture 78

The Netflix TechBlog

JULY 30, 2019

An event handler can be configured on these queues to trigger workflows or tasks to perform specific actions upon the terminal state of the workflow. Some of these listed in no particular order are: Advanced Eventing with Event Aggregation and Distribution At the moment, event generation and processing is a very simple implementation.

Lambda 189

Lambda Media Open Source Metrics 189

Scalegrid

JANUARY 5, 2024

Data backup and recovery in a DBMS encompass a series of procedures that enable users to generate data backups as a precautionary measure and restore data in the event of data loss, corruption, or system failures. By implementing data abstraction techniques, these challenges can be addressed more effectively.

Efficiency 147

Efficiency Storage Database Scalability 147

Abhishek Tiwari

JULY 8, 2023

The term "synthetic" is used because it does not rely on traffic generated by real clients and end-users. This approach offers the advantage of promptly identifying and addressing unavailability or performance degradation events before they impact any end-users.

Monitoring 52

Monitoring Testing Artificial Intelligence Traffic 52

The Netflix TechBlog

OCTOBER 18, 2019

It featured three relevant talks from LinkedIn, Netflix and Facebook, and a platform architecture overview talk from first time participant Dropbox. In particular, he talked about the misattribution potential in a complex microservice architecture where often intermediary results are cached.

Infrastructure 126

Infrastructure Metrics Architecture Efficiency 126

Uber Engineering

OCTOBER 17, 2018

To accomplish this, Uber relies heavily on making data-driven decisions at every level, from forecasting rider demand during high traffic events to identifying and addressing bottlenecks … The post Uber’s Big Data Platform: 100+ Petabytes with Minute Latency appeared first on Uber Engineering Blog.

Big Data 109

Big Data Latency Transportation Traffic 109

The Netflix TechBlog

OCTOBER 18, 2019

It featured three relevant talks from LinkedIn, Netflix and Facebook, and a platform architecture overview talk from first time participant Dropbox. In particular, he talked about the misattribution potential in a complex microservice architecture where often intermediary results are cached.

Infrastructure 100

Infrastructure Metrics Architecture Efficiency 100

Smashing Magazine

JUNE 29, 2021

Jamstack general service architecture ( Large preview ). import type { Handler } from '@netlify/functions' import { builder } from '@netlify/functions' const myHandler: Handler = async (event, context) => { return { statusCode: 200, body: JSON.stringify({ message: 'Built on-demand! ??' }), } } export const handler = builder(myHandler).

Cache 130

Cache Website Strategy Traffic 130

Tech News Gather

JULY 18, 2023

Flexible and modular architecture Laravel’s flexible and modular architecture is beneficial for healthcare apps because they allow for feature-rich, customized, and interoperable services. Scalability : Laravel can handle high traffic and complex functionality with no hassle.

Healthcare 52

Healthcare Social Media Development Artificial Intelligence 52

DZone

JANUARY 8, 2024

This article provides an overview of Azure's load balancing options, encompassing Azure Load Balancer, Azure Application Gateway, Azure Front Door Service, and Azure Traffic Manager. Load balancing is a critical component in cloud architectures for various reasons. What Is Load Balancing?

Azure 275

Azure Scalability Traffic Performance 275

All Things Distributed

NOVEMBER 26, 2013

Cross Region Read Replicas also enable you to serve read traffic for your global customer base from regions that are nearest to them. Cross Region Read Replicas also make it even easier for our global customers to scale database deployments to meet the performance demands of high-traffic, globally disperse applications.

Cloud 145

Cloud AWS Traffic Latency 145

Dynatrace

SEPTEMBER 17, 2019

MaaSS for Cloud Architects: Deployment and Architecture Validations. Thanks to PurePath, architects can validate how transactions flow from service-to-service and how traffic gets routed through service mashes (AWS App Mesh, Istio, Linkerd) or proxies. 1 Validate Deployment. 3 Automatic Problem Detection. MaaS for k8s Administrators.

AWS 127

AWS Monitoring Ecommerce Lambda 127

High Scalability

APRIL 16, 2019

Application traffic will be redirected to this new master MySQL node and the slave S2 will start replicating from the new master. Thus, we see that the MySQL HA framework handles split-brain scenarios effectively, ensuring both data consistency and availability in the event the network connectivity breaks between master and slave nodes.

Availability 149

Availability Network Azure AWS 149

Dynatrace

DECEMBER 13, 2023

Rexed, Singh, and Stull outline the importance of metrics, traces, logs, events, and the role they play in achieving full–context Kubernetes observability and driving automated responses in hybrid and multi-cloud environments. To ensure everything runs smoothly, they employ the Dynatrace automated monitoring and observability solution.

Google 225

Google Cloud Infrastructure Metrics 225

Dynatrace

MAY 19, 2023

Network traffic growth is the main reason for increasing spending, largely because of the adoption of hybrid and multi-cloud architectures. What are the issues with traffic losses and connectivity drops? Without the network, nothing will happen,” Ziemianowicz said. This starts with a different approach to data aggregation.

Network 216

Network Monitoring Performance Traffic 216

O'Reilly

DECEMBER 2, 2019

5G enthusiasts frequently say it’s an enabling technology for autonomous vehicles (AV), which will need high bandwidth to download maps and images, and perhaps even to communicate with each other: AV heaven is a world in which all vehicles are autonomous and can therefore collaboratively plan traffic. Upcoming events. Mike Loukides.

Wireless 53

Wireless Serverless IoT Artificial Intelligence 53

Uber Engineering

OCTOBER 9, 2017

These insights range from in-the-moment traffic conditions that provide guidance on trip routes to the Estimated Time of Delivery (ETD) of an UberEATS … The post Introducing AthenaX, Uber Engineering’s Open Source Streaming Analytics Platform appeared first on Uber Engineering Blog.

Open Source 85

Open Source Analytics Traffic Engineering 85

Smashing Magazine

DECEMBER 17, 2021

At the end of the day, the system can monitor real-time situations and prevent traffic collisions and accidents. It’s possible to avoid situations like that by carefully planning the information architecture of your system. Music, Places And Events. The system response to conditions can be: Reactive.

Design 107

Design Entertainment Mobile Automotive 107

Jos

JUNE 2, 2018

UI/UX : There is usually a designer and/or UX person that sets the look & feel and information architecture. When they dug into the data, they found that the reason load times had increased was that they got a lot more traffic from Africa after doing the optimizations. Testing : Well, we should write some tests, right?

Performance 237

Performance Speed Google Media 237

Scalegrid

MARCH 28, 2024

Key Takeaways Redis offers complex data structures and additional features for versatile data handling, while Memcached excels in simplicity with a fast, multi-threaded architecture for basic caching needs. However, Redis, with its single-threaded architecture, may encounter bottlenecks with large numbers of concurrent connections.

Cache 130

Cache Storage Scalability Architecture 130

Adrian Cockcroft

MAY 6, 2023

Then they tried to scale it to cope with high traffic and discovered that some of the state transitions in their step functions were too frequent, and they had some overly chatty calls between AWS lambda functions and S3. They state in the blog that this was quick to build, which is the point.

Serverless 145

Serverless Lambda Best Practices Traffic 145

Dynatrace

DECEMBER 9, 2020

Cloud-native technologies and microservice architectures have shifted technical complexity from the source code of services to the interconnections between services. Heterogeneous cloud-native microservice architectures can lead to visibility gaps in distributed traces. Dynatrace news.

Java 233

Java Traffic Strategy Architecture 233

The Morning Paper

MAY 14, 2019

Last time around we looked at the DeathStarBench suite of microservices-based benchmark applications and learned that microservices systems can be especially latency sensitive, and that hotspots can propagate through a microservices architecture in interesting ways. Distributed tracing and instrumentation.

Big Data 45

Big Data Cloud Performance Hardware 45

The Netflix TechBlog

NOVEMBER 3, 2022

The original assumptions and architectural choices were no longer viable. Overview The figure below depicts a simplified high-level architecture of a single Titus cluster (a.k.a With traffic growth, a single leader node handling all request volume started becoming overloaded. Let’s assume a sequence of events E?…E??,

Cache 224

Cache Latency Traffic Systems 224

Dynatrace

APRIL 30, 2019

At its heart it uses Istio (for traffic control) and Knative (for event driven tool orchestration) and stores all configuration in Git – following the GitOps approach. Beyond basic metrics: Detecting Architectural Regressions. Use this to detect any architectural regressions introduced through code or config changes.

Architecture 125

Architecture Open Source Azure Metrics 125