DZone

NOVEMBER 29, 2023

In today’s evolving technological landscape, the shift from monolithic architectures to microservices is a strategic move for many businesses. This is particularly relevant in the domain of reimbursement calculation systems. As I mentioned in my previous article Part 1 , let's explore how such a transition can be effectively managed.

Systems 299

Systems C++ Scalability Architecture 299

Dynatrace

NOVEMBER 29, 2024

Protect data in multi-tenant architectures To bring you the most value by unifying observability and security in one analytics and automation platform powered by AI, Dynatrace SaaS leverages a multitenancy architecture, enabling efficient and scalable data ingestion, querying, and processing on shared infrastructure.

Storage 246

Storage AWS Azure Architecture 246

DZone

FEBRUARY 28, 2024

Mainframe architecture refers to the design and structure of a mainframe computer system, which is a powerful and reliable computing platform used for large-scale data processing, transaction processing, and enterprise applications.

Architecture 263

Architecture Design Processing Systems 263

DZone

OCTOBER 2, 2024

This section will provide insights into the architecture and strategies to ensure efficient query processing in a sharded environment. By the end of this guide, you’ll have a comprehensive understanding of database sharding, enabling you to implement it effectively in your systems.

Database 279

Database Systems Scalability Traffic 279

The Netflix TechBlog

MARCH 4, 2025

Part 3: System Strategies and Architecture By: VarunKhaitan With special thanks to my stunning colleagues: Mallika Rao , Esmir Mesic , HugoMarques This blog post is a continuation of Part 2 , where we cleared the ambiguity around title launch observability at Netflix. The request schema for the observability endpoint.

Traffic 180

Traffic Strategy Entertainment Innovation 180

DZone

NOVEMBER 7, 2023

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. Businesses were content with accumulating data over defined intervals and then processing it in scheduled batches.

Systems 292

Systems Analytics Architecture Engineering 292

Dynatrace

JULY 7, 2022

Many organizations are taking a microservices approach to IT architecture. However, in some cases, an organization may be better suited to another architecture approach. Therefore, it’s critical to weigh the advantages of microservices against its potential issues, other architecture approaches, and your unique business needs.

Architecture 246

Architecture Serverless Azure Programming 246

Dynatrace

MAY 23, 2022

As a result, organizations are weighing microservices vs. monolithic architecture to improve software delivery speed and quality. Traditional monolithic architectures are built around the concept of large applications that are self-contained, independent, and incorporate myriad capabilities. What is monolithic architecture?

Architecture 263

Architecture DevOps Monitoring Programming 263

Scalegrid

FEBRUARY 6, 2025

RabbitMQ is designed for flexible routing and message reliability, while Kafka handles high-throughput event streaming and real-time data processing. This article outlines the key differences in architecture, performance, and use cases to help determine the best fit for your workload.

Latency 147

Latency Analytics Architecture Storage 147

Dynatrace

FEBRUARY 4, 2025

In a single view, developers get an instant overview of application performance, system health, logs, problems, deployment status, user interactions, and much more. As every developer knows, logs are crucial for uncovering insights and detecting fundamental flaws, such as process crashes or exceptions.

Development 235

Development Analytics Code Architecture 235

DZone

AUGUST 13, 2024

Our company uses artificial intelligence (AI) and machine learning to streamline the comparison and purchasing process for car insurance and car loans. To avoid extensive maintenance, we adopted JuiceFS, a distributed file system with high performance. As our data grew, we had problems with AWS Redshift which was slow and expensive.

Artificial Intelligence 243

Artificial Intelligence Architecture AWS Storage 243

Dynatrace

AUGUST 17, 2021

This method of structuring, developing, and operating complex, multi-function software as a collection of smaller independent services is known as microservice architecture. ” it helps to understand the monolithic architectures that preceded them. Understanding monolithic architectures.

Architecture 246

Architecture Software Software Development 246

Dynatrace

AUGUST 17, 2021

This method of structuring, developing, and operating complex, multi-function software as a collection of smaller independent services is known as microservice architecture. ” it helps to understand the monolithic architectures that preceded them. Understanding monolithic architectures.

Architecture 246

Architecture Software Software Development 246

Dynatrace

DECEMBER 5, 2023

Without observability, the benefits of ARM are lost Over the last decade and a half, a new wave of computer architecture has overtaken the world. ARM architecture, based on a processor type optimized for cloud and hyperscale computing, has become the most prevalent on the planet, with billions of ARM devices currently in use.

Architecture 290

Architecture Efficiency Energy Monitoring 290

The Netflix TechBlog

AUGUST 1, 2022

A Data Movement and Processing Platform @ Netflix By Bo Lei , Guilherme Pires , James Shao , Kasturi Chatterjee , Sujay Jain , Vlad Sydorenko Background Realtime processing technologies (A.K.A stream processing) is one of the key factors that enable Netflix to maintain its leading position in the competition of entertaining our users.

Processing 273

Processing Transportation Entertainment Tuning 273

The Netflix TechBlog

JANUARY 10, 2024

Future blogs will provide deeper dives into each service, sharing insights and lessons learned from this process. The Netflix video processing pipeline went live with the launch of our streaming service in 2007. The Netflix video processing pipeline went live with the launch of our streaming service in 2007.

Processing 238

Processing Media Latency Innovation 238

DZone

NOVEMBER 16, 2023

This article is intended for data scientists, AI researchers, machine learning engineers, and advanced practitioners in the field of artificial intelligence who have a solid grounding in machine learning concepts, natural language processing , and deep learning architectures.

Artificial Intelligence 264

Artificial Intelligence Architecture Network Engineering 264

DZone

AUGUST 28, 2023

As their story unfolds, and with the relentless additions of new features and modifications to existing ones, this once sleek application has grown into a complex, intertwined system. Fortunately, the concept of Architectural Observability steps in to help.

Architecture 246

Architecture Retail Software Architecture Infrastructure 246

Dynatrace

JANUARY 12, 2022

Messaging systems can significantly improve the reliability, performance, and scalability of the communication processes between applications and services. In serverless and microservices architectures, messaging systems are often used to build asynchronous service-to-service communication. Dynatrace news.

Analytics 246

Analytics Systems DevOps Healthcare 246

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.

Latency 251

Latency Cache Infrastructure Strategy 251

The Netflix TechBlog

FEBRUARY 14, 2025

It requires a state-of-the-art system that can track and process these impressions while maintaining a detailed history of each profiles exposure. In this multi-part blog series, we take you behind the scenes of our system that processes billions of impressions daily.

Tuning 166

Tuning Latency Efficiency Storage 166

The Netflix TechBlog

MARCH 28, 2025

By Ko-Jen Hsiao , Yesu Feng and Sudarshan Lamkhede Motivation Netflixs personalized recommender system is a complex system, boasting a variety of specialized machine learned models each catering to distinct needs including Continue Watching and Todays Top Picks for You. Refer to our recent overview for more details).

Tuning 165

Tuning Efficiency Latency Strategy 165

DZone

NOVEMBER 7, 2023

In the labyrinth of data-driven architectures, the challenge of data integration—fusing data from disparate sources into a coherent, usable form — stands as one of the cornerstones. However, it would be a mistake to dismiss batch processing as an antiquated approach. Systems were not equipped to handle multiple tasks simultaneously.

Processing 189

Processing Architecture Technology Technology 189

The Netflix TechBlog

JANUARY 6, 2025

This process involves: Identifying Stakeholders: Determine who is impacted by the issue and whose input is crucial for a successful resolution. In this case, the main stakeholders are: - Title Launch Operators Role: Responsible for setting up the title and its metadata into our systems. And how did we arrive at thispoint?

Scalability 219

Scalability Cache Engineering Systems 219

Dynatrace

NOVEMBER 22, 2022

The nirvana state of system uptime at peak loads is known as “five-nines availability.” In its pursuit, IT teams hover over system performance dashboards hoping their preparations will deliver five nines—or even four nines—availability. How can IT teams deliver system availability under peak loads that will satisfy customers?

Infrastructure 246

Infrastructure Availability Systems Retail 246

Scalegrid

MAY 13, 2020

Greenplum Database is a massively parallel processing (MPP) SQL database that is built and based on PostgreSQL. In this blog post, we explain what Greenplum is, and break down the Greenplum architecture, advantages, major use cases, and how to get started. The Greenplum Architecture. The Greenplum Architecture.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Scalegrid

FEBRUARY 24, 2025

Scaling RabbitMQ ensures your system can handle growing traffic and maintain high performance. Key Takeaways RabbitMQ improves scalability and fault tolerance in distributed systems by decoupling applications, enabling reliable message exchanges.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

Dynatrace

APRIL 2, 2025

Streamlining site reliability at scale can be daunting, particularly with large-scale AWS environments and architecture that rely on hundredsor even thousandsof Amazon EC2 instances. This step-by-step guide will show you how to configure your architecture to trigger guardians whenever EC2 tags are updated.

AWS 147

AWS Efficiency Architecture DevOps 147

Dynatrace

MARCH 25, 2025

This powerful tool can be leveraged across various environments, including production, to enhance development processes and ensure robust application performance. Many developers attempt to mitigate this challenge with logs, but thats a tedious and error-prone process. Maybe you want to monitor performance under different system loads.

Benchmarking 147

Benchmarking Code Open Source Engineering 147

Dynatrace

FEBRUARY 25, 2025

Applications must migrate to the new mechanism, as using the deprecated file upload mechanism leaves systems vulnerable. This blog post dissects the vulnerability, explains how Struts processes file uploads, details the exploit mechanics, and outlines mitigation strategies. Complete mitigation is only guaranteed in Struts version 7.0.0

Servers 214

Servers Processing Java Tuning 214

The Netflix TechBlog

SEPTEMBER 29, 2022

Timestone: Netflix’s High-Throughput, Low-Latency Priority Queueing System with Built-in Support for Non-Parallelizable Workloads by Kostas Christidis Introduction Timestone is a high-throughput, low-latency priority queueing system we built in-house to support the needs of Cosmos , our media encoding platform. Over the past 2.5

Latency 221

Latency Systems Serverless Media 221

Dynatrace

OCTOBER 7, 2021

To get a better understanding of AWS serverless, we’ll first explore the basics of serverless architectures, review AWS serverless offerings, and explore common use cases. Serverless architecture: A primer. Serverless architecture shifts application hosting functions away from local servers onto those managed by providers.

Serverless 325

Serverless AWS Lambda Storage 325

DZone

MAY 15, 2023

In today's fast-paced software development landscape, microservices have emerged as a popular architectural pattern. This architectural style enables teams to develop and deploy services independently, offering flexibility and scalability to the software development process. But what exactly are microservices?

Best Practices 312

Best Practices Architecture Scalability Software 312

DZone

SEPTEMBER 16, 2024

This data is then sent to centralized observability platforms where it can be analyzed to gain valuable insights into system performance, identify issues, and optimize operations. By efficiently capturing, processing, and transmitting logs, metrics, and traces, observability agents provide a comprehensive view of system health and behavior.

Architecture 162

Architecture Network Infrastructure Metrics 162

DZone

JANUARY 31, 2024

The reality of the startup is that engineering teams are often at a crossroads when it comes to choosing the foundational architecture for their software applications. The allure of a microservice architecture is understandable in today's tech state of affairs, where scalability, flexibility, and independence are highly valued.

Architecture 289

Architecture Scalability Design Engineering 289

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 blog series will examine the tools, techniques, and strategies we have utilized to achieve this goal.

Traffic 347

Traffic Latency Tuning Systems 347

The Netflix TechBlog

MARCH 14, 2023

Specifically, we will dive into the architecture that powers search capabilities for studio applications at Netflix. We implemented a batch processing system for users to submit their requests and wait for the system to generate the output. Processing took several hours to complete.

Media 299

Media Innovation Energy Architecture 299