Backpressure in Distributed Systems
DZone
SEPTEMBER 26, 2024
Learn more about backpressure, a technique in distributed systems to prevent overload and cascading failures by controlling the flow of requests.
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DZone
SEPTEMBER 26, 2024
Learn more about backpressure, a technique in distributed systems to prevent overload and cascading failures by controlling the flow of requests.
DZone
OCTOBER 11, 2024
This three-part article series will take you through the process of developing a network anomaly detection system using the Spring Boot framework in a robust manner. The series is organized as follows: Part 1: We’ll concentrate on the foundation and basic structure of our detection system, which has to be created.
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DZone
NOVEMBER 29, 2023
This is particularly relevant in the domain of reimbursement calculation systems. The Monolithic Challenge Imagine a scenario where you have a large-scale, monolithic system - possibly a bulky C# console application or an extensive SQL Server stored procedure.
DZone
DECEMBER 14, 2023
That means it's important that software systems are dependable, robust, and resilient. Resilient systems can withstand failures or errors without completely crashing. It lets systems keep working properly even when problems occur. We'll also discuss core principles and strategies for building fault-tolerant systems.
DZone
DECEMBER 19, 2023
Distributed systems are composed of multiple systems that are wired together to provide a specific functionality. Systems that operate at a cloud scale can get expected or unexpected surges of traffic from one or multiple callers and are expected to perform in a predictable manner.
DZone
JUNE 20, 2024
In the vast realm of software development, there's a pursuit for software systems that are not only robust and efficient but can also "heal" themselves. Self-healing software systems represent a significant stride towards automation and resilience. 4 Key Strategies for Building Self-Healing Software Systems 1.
DZone
AUGUST 27, 2024
This was manifested in systems designs as well where we pushed these biases when designing systems. “Insanity is doing the same thing over and over again, but expecting different results” - Source unknown As you can see in the quote above, humans have this tendency to retry things even when results are not going to change.
DZone
JUNE 21, 2023
In the ever-evolving world of DevOps , the ability to gain deep insights into system behavior, diagnose issues, and improve overall performance is one of the top priorities. Monitoring and observability are two key concepts that facilitate this process, offering valuable visibility into the health and performance of systems.
DZone
JULY 1, 2024
Netflix's system architecture emphasizes how important it is to determine how content is shaped in the future. Ever wondered how Netflix keeps you glued to your screen with uninterrupted streaming bliss? Netflix Architecture is responsible for the smooth streaming experience that attracts viewers worldwide behind the scenes.
DZone
OCTOBER 2, 2024
By the end of this guide, you’ll have a comprehensive understanding of database sharding, enabling you to implement it effectively in your systems. This section will provide insights into the architecture and strategies to ensure efficient query processing in a sharded environment.
The Netflix TechBlog
MARCH 7, 2024
The Machine Learning Platform (MLP) team at Netflix provides an entire ecosystem of tools around Metaflow , an open source machine learning infrastructure framework we started, to empower data scientists and machine learning practitioners to build and manage a variety of ML systems. ETL workflows), as well as downstream (e.g.
DZone
JANUARY 26, 2024
Building a strong messaging system is critical in the world of distributed systems for seamless communication between multiple components. A messaging system serves as a backbone, allowing information transmission between different services or modules in a distributed architecture.
DZone
DECEMBER 25, 2024
In this article, I will describe the technical aspects of the incident, break down the root causes, and explore key lessons that developers and organizations managing distributed systems can take away from this event.
DZone
NOVEMBER 20, 2023
This is an article from DZone's 2023 Observability and Application Performance Trend Report. For more: Read the Report Employing cloud services can incur a great deal of risk if not planned and designed correctly. In fact, this is really no different than the challenges that are inherit within a single on-premises data center implementation.
DZone
SEPTEMBER 11, 2024
Regarding contemporary software architecture, distributed systems have been widely recognized for quite some time as the foundation for applications with high availability, scalability, and reliability goals. Spring Boot Overview One of the most popular Java EE frameworks for creating apps is Spring.
DZone
OCTOBER 26, 2023
My first encounter with this monitoring system was in 2014 when I joined a project where Zabbix was already in use for monitoring network devices (routers, switches). Over the course of five years, while working on the project, we went through several system upgrades until we finally transitioned to Zabbix 4.0
DZone
NOVEMBER 7, 2023
In the rapidly evolving digital landscape, the role of data has shifted from being merely a byproduct of business to becoming its lifeblood. With businesses constantly in the race to stay ahead, the process of integrating this data becomes crucial. However, it's no longer enough to assimilate data in isolated, batch-oriented processes.
DZone
SEPTEMBER 30, 2023
In today's rapidly evolving technology landscape, it's common for applications to migrate to the cloud to embrace the microservice architecture. While this architectural approach offers scalability, reusability, and adaptability, it also presents a unique challenge: effectively managing communication between these microservices.
Dynatrace
AUGUST 21, 2024
These releases often assumed ideal conditions such as zero latency, infinite bandwidth, and no network loss, as highlighted in Peter Deutsch’s eight fallacies of distributed systems. With Dynatrace, teams can seamlessly monitor the entire system, including network switches, database storage, and third-party dependencies.
Dynatrace
JANUARY 15, 2025
Here’s how Dynatrace can help automate up to 80% of technical tasks required to manage compliance and resilience: Understand the complexity of IT systems in real time Proactively prevent, prioritize, and efficiently manage performance and security incidents Automate manual and routine tasks to increase your productivity 1.
DZone
DECEMBER 24, 2024
Yet, building a real-time messaging system is anything but simple. Real-time interactions accelerate growth and foster user engagement, making messaging features pivotal for any business to succeed online.
DZone
JANUARY 20, 2025
One of the most visible implementations of personalization is through recommendation systems, which provide users with tailored content, products, or experiences based on their interactions and preferences. This article explores how legacy rules-based systems operate, their limitations, and how machine learning has disrupted this space.
The Netflix TechBlog
MAY 4, 2023
Behind the scenes, a myriad of systems and services are involved in orchestrating the product experience. These backend systems are consistently being evolved and optimized to meet and exceed customer and product expectations. This technique facilitates validation on multiple fronts.
The Netflix TechBlog
JUNE 1, 2023
In this blog post, we’ll discuss the methods we used to ensure a successful launch, including: How we tested the system Netflix technologies involved Best practices we developed Realistic Test Traffic Netflix traffic ebbs and flows throughout the day in a sinusoidal pattern. Basic with ads was launched worldwide on November 3rd.
The Netflix TechBlog
JUNE 13, 2023
This is where large-scale system migrations come into play. By tracking metrics only at the level of service being updated, we might miss capturing deviations in broader end-to-end system functionality. Canaries and sticky canaries are valuable tools in the system migration process.
The Netflix TechBlog
MARCH 14, 2023
We implemented a batch processing system for users to submit their requests and wait for the system to generate the output. This limited pilot system greatly reduced the time spent by our users to manually analyze the content. Maintaining disparate systems posed a challenge. Processing took several hours to complete.
The Netflix TechBlog
FEBRUARY 13, 2023
This feature store is equipped with a data replication system that enables copying data to different storage solutions depending on the required access patterns. Training Performance Media model training poses multiple system challenges in storage, network, and GPUs.
Dynatrace
JANUARY 16, 2023
As Kubernetes adoption increases and it continues to advance technologically, Kubernetes has emerged as the “operating system” of the cloud. Kubernetes is emerging as the “operating system” of the cloud. Kubernetes is emerging as the “operating system” of the cloud. Kubernetes moved to the cloud in 2022.
DZone
MAY 3, 2023
In today's world, the need for highly available and fault-tolerant systems is more important than ever. It includes features such as automatic scaling, rolling updates, and self-healing, making it an ideal choice for building highly available systems.
DZone
APRIL 16, 2023
“Set it and forget it” is the approach that most network teams follow with their authoritative Domain Name System (DNS). If the system is working and end-users find network connections to revenue-generating applications, services, and content, then administrators will generally say that you shouldn’t mess with success.
DZone
JANUARY 10, 2025
My own journey of redesigning numerous systems and optimizing their performance has taught me time and again that creating a truly low-maintenance backend is an art that goes far beyond simple technical implementation. Developers could understand and manage the entire systems intricacies.
DZone
MARCH 5, 2024
Building scalable systems using microservices architecture is a strategic approach to developing complex applications. This step-by-step guide outlines the process of creating a microservices-based system, complete with detailed examples.
DZone
MARCH 5, 2024
Since most application releases depend on cloud infrastructure, having good continuous integration and continuous delivery (CI/CD) pipelines and end-to-end observability becomes essential for ensuring highly available systems.
DZone
SEPTEMBER 23, 2024
As software pipelines evolve, so do the demands on binary and artifact storage systems. The Current Landscape: Artifact and Package Manager Solutions There are several leading artifact and package management systems today, each with its own strengths and limitations. Let’s explore the key players:
DZone
MARCH 7, 2023
When organizations move toward the cloud, their systems also lean toward distributed architectures. You need to find the right tools to monitor, track and trace these systems by analyzing outputs through metrics, logs, and traces. One of the most common examples is the adoption of microservices.
Dynatrace
JULY 19, 2024
For the CrowdStrike issue, one can use both monitored Windows System logs and the Dynatrace entity model to find out what servers are impacted. The following is an example of a query using the Dynatrace Query Language (DQL) to find out when BSOD issues are being written to Windows System logs.
DZone
NOVEMBER 30, 2023
Site reliability engineering (SRE) is a discipline in which automated software systems are built to manage the development operations (DevOps) of a product or service. In other words, SRE automates the functions of an operations team via software systems.
DZone
JANUARY 10, 2025
SQL Server is a powerful relational database management system (RDBMS), but as datasets grow in size and complexity, optimizing their performance becomes critical. Leveraging AI can revolutionize query optimization and predictive maintenance, ensuring the database remains efficient, secure, and responsive.
DZone
JANUARY 17, 2023
Building performant services and systems is at the core of every business. Growing organizations, in the process of upscaling their services, unintentionally introduce complexities into the system. Tons of technologies emerge daily, promising capabilities that help you surpass your performance benchmarks.
The Netflix TechBlog
JANUARY 6, 2025
In this case, the main stakeholders are: - Title Launch Operators Role: Responsible for setting up the title and its metadata into our systems. In this context, were focused on developing systems that ensure successful title launches, build trust between content creators and our brand, and reduce engineering operational overhead.
DZone
JANUARY 31, 2024
The appeal of building a system that's inherently designed to grow and adapt as the startup evolves is undeniable. This approach offers many advantages, particularly in enabling teams to update and deploy individual components without disrupting the entire system.
DZone
JANUARY 7, 2025
Twilio is a call management system that provides excellent call recording capabilities, but often organizations are in need of automatically downloading and storing these recordings locally or in their preferred cloud storage. Use Cases When working with call management systems like Twilio , we might need to:
DZone
JANUARY 3, 2025
This is where observability comes into play, offering critical insights into how your system is performing and why issues occur. But the way containers are continuously created and destroyed can sometimes present challenges with monitoring.
The Netflix TechBlog
NOVEMBER 12, 2024
Failures in a distributed system are a given, and having the ability to safely retry requests enhances the reliability of the service. Implementing idempotency would likely require using an external system for such keys, which can further degrade performance or cause race conditions.
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