DZone

FEBRUARY 26, 2025

Have you ever wondered how large-scale systems handle millions of requests seamlessly while ensuring speed, reliability, and scalability? Behind every high-performing application whether its a search engine, an e-commerce platform, or a real-time messaging service lies a well-thought-out system design.

Design 147

Design Systems Scalability Speed 147

Dynatrace

OCTOBER 29, 2024

By automating root-cause analysis, TD Bank reduced incidents, speeding up resolution times and maintaining system reliability. This increased efficiency allowed BPX to reallocate resources toward innovation, driving business growth and reinforcing their sustainability goals. The result?

Innovation 288

Innovation Cloud Strategy AWS 288

DZone

JANUARY 31, 2024

When you are preparing your application for release, an efficient initial strategy is to integrate a single payment service. Having a diverse payment system is crucial to avoid vendor lock-in, to leverage local payment methods, and to maintain control over costs.

Scalability 294

Scalability Architecture Strategy Infrastructure 294

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 200

Tuning Efficiency Latency Strategy 200

DZone

FEBRUARY 29, 2024

In the world of cloud computing and event-driven applications, efficiency and flexibility are absolute necessities. A smooth flow of messages in an event-driven application is the key to its performance and efficiency. A critical component of such an application is message distribution.

Efficiency 264

Efficiency AWS Scalability Architecture 264

DZone

JUNE 25, 2024

As display manufacturing continues to evolve, the demand for scalable software solutions to support automation has become more critical than ever. Scalable software architectures are the backbone of efficient and flexible production lines, enabling manufacturers to meet the increasing demands for innovative display technologies.

Scalability 241

Scalability Software Software Software Architecture 241

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

Scalegrid

FEBRUARY 6, 2025

Kafka scales efficiently for large data workloads, while RabbitMQ provides strong message durability and precise control over message delivery. Introduction to Message Brokers Message brokers enable applications, services, and systems to communicate by acting as intermediaries between senders and receivers. What is RabbitMQ?

Latency 147

Latency Analytics Architecture Storage 147

Dynatrace

FEBRUARY 10, 2023

They now use modern observability to monitor expanding cloud environments in order to operate more efficiently, innovate faster and more securely, and to deliver consistently better business results. Further, automation has become a core strategy as organizations migrate to and operate in the cloud.

Efficiency 306

Efficiency Performance Analytics DevOps 306

The Netflix TechBlog

DECEMBER 17, 2024

To achieve this, we are committed to building robust systems that deliver comprehensive observability, enabling us to take full accountability for every title on ourservice. Each title represents countless hours of effort and creativity, and our systems need to honor that uniqueness. Yet, these pages couldnt be more different.

Traffic 172

Traffic Scalability Strategy Monitoring 172

DZone

JUNE 22, 2023

The goal is to help developers, technical managers, and business owners understand the importance of API performance optimization and how they can improve the speed, scalability, and reliability of their APIs. API performance optimization is the process of improving the speed, scalability, and reliability of APIs.

Scalability 245

Scalability Design Best Practices Performance 245

Dynatrace

JANUARY 21, 2025

Maintaining reliability and scalability requires a good grasp of resource management; predicting future demands helps prevent resource shortages, avoid over-provisioning, and maintain cost efficiency. This ensures optimal resource utilization and cost efficiency.

Traffic 262

Traffic Metrics Analytics Monitoring 262

DZone

SEPTEMBER 28, 2023

In today's digital landscape, it's not just about building functional systems; it's about creating systems that scale smoothly and efficiently under demanding loads. But as many developers and architects can attest, scalability often comes with its own unique set of challenges.

Scalability 162

Scalability Strategy Systems Performance 162

Dynatrace

MAY 8, 2023

This demand for rapid innovation is propelling organizations to adopt agile methodologies and DevOps principles to deliver software more efficiently and securely. And how do DevOps monitoring tools help teams achieve DevOps efficiency? In addition, monitoring DevOps processes provide the following benefits: Improve system performance.

DevOps 246

DevOps Efficiency Monitoring Infrastructure 246

Dynatrace

DECEMBER 5, 2023

This growth was spurred by mobile ecosystems with Android and iOS operating systems, where ARM has a unique advantage in energy efficiency while offering high performance. Energy efficiency and carbon footprint outshine x86 architectures The first clear benefit of ARM in the enterprise IT landscape is energy efficiency.

Architecture 290

Architecture Efficiency Energy Monitoring 290

Scalegrid

FEBRUARY 24, 2025

Scaling RabbitMQ ensures your system can handle growing traffic and maintain high performance. This guide will cover how to distribute workloads across multiple nodes, set up efficient clustering, and implement robust load-balancing techniques.

Best Practices 147

Best Practices Traffic Strategy Scalability 147

DZone

AUGUST 16, 2019

In this article, we explain why you should pay attention to when building a scalable application. What Is Application Scalability? Application scalability is the potential of an application to grow in time, being able to efficiently handle more and more requests per minute (RPM).

Scalability 145

Scalability Efficiency Hardware Software 145

Dynatrace

OCTOBER 23, 2023

Microsoft Hyper-V is a virtualization platform that manages virtual machines (VMs) on Windows-based systems. It enables multiple operating systems to run simultaneously on the same physical hardware and integrates closely with Windows-hosted services. This leads to a more efficient and streamlined experience for users.

Efficiency 264

Efficiency Virtualization Hardware Performance 264

The Netflix TechBlog

DECEMBER 17, 2024

We kick off with a few topics focused on how were empowering Netflix to efficiently produce and effectively deliver high quality, actionable analytic insights across the company. Subsequent posts will detail examples of exciting analytic engineering domain applications and aspects of the technical craft.

Analytics 212

Analytics Engineering Entertainment Metrics 212

ACM Sigarch

APRIL 2, 2025

delay slots), which have limited the scalability of previous architectures. While implementing such an instruction set in commercial CPUs could take timedue to the need for modifications to libraries, operating systems, and various software stacksthe situation is quite different for GPUs.

Efficiency 75

Efficiency Hardware Architecture Design 75

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

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

Dynatrace

SEPTEMBER 8, 2022

Log management is an organization’s rules and policies for managing and enabling the creation, transmission, analysis, storage, and other tasks related to IT systems’ and applications’ log data. Distributed cloud systems are complex, dynamic, and difficult to manage without the proper tools. What is log management?

Cloud 260

Cloud Systems Analytics DevOps 260

Dynatrace

MAY 17, 2022

For years, enterprises managed observability data on a team-by-team basis , using a combination of ticketing systems and configuration management tools. This solution offers both maximum efficiency and adherence for the toughest privacy or compliance demands. Flexible automation for Kubernetes observability.

Availability 348

Availability Scalability Cloud Metrics 348

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.

Systems 235

Systems Media Cache Open Source 235

Dynatrace

APRIL 4, 2025

Thanks to its structured and binary format, Journald is quick and efficient. Journald provides unified structured logging for systems, services, and applications, eliminating the need for custom parsing for severity or details. It offers structured logging, fast indexing for search, access controls, and signed messages.

Analytics 147

Analytics Operating System Scalability Infrastructure 147

DZone

FEBRUARY 28, 2025

Grafana Loki is a horizontally scalable, highly available log aggregation system. It is designed for simplicity and cost-efficiency. Created by Grafana Labs in 2018, Loki has rapidly emerged as a compelling alternative to traditional logging systems, particularly for cloud-native and Kubernetes environments.

Architecture 130

Architecture Scalability Efficiency Cloud 130

High Scalability

JUNE 18, 2018

You can view the original article—H ow to implement consistent hashing efficiently —on Ably's blog. In this article, we’ll understand what consistent hashing is all about and why it is an essential tool in scalable distributed system architectures. Hashing revisited.

Efficiency 172

Efficiency Programming Strategy Scalability 172

Dynatrace

OCTOBER 28, 2020

As a PSM system administrator, you’ve relied on AppMon as a preconfigured APM tool for detecting, diagnosing, and repairing problems that impact the operational health of your Windchill application suite. This enables organizations to innovate faster, collaborate more efficiently, and deliver more value with dramatically less effort.

Monitoring 225

Monitoring Systems Infrastructure Cloud 225

DZone

JUNE 7, 2023

ERP systems are crucial in modern software development because they integrate various organizational departments and functions. ERP systems offer standardized processes, enabling developers to accelerate development cycles and align with industry best practices.

Systems 182

Systems Software Software Development 182

Scalegrid

FEBRUARY 27, 2025

Incremental Backups: Speeds up recovery and makes data management more efficient for active databases. Performance Optimizations PostgreSQL 17 significantly improves performance, query handling, and database management, making it more efficient for high-demand systems. Start your free trial today!

Speed 130

Speed Database Storage Efficiency 130

DZone

FEBRUARY 3, 2024

In the changing world of data centers and cloud computing, the desire for efficient, flexible, and scalable networking solutions has resulted in the broad use of Software-Defined Networking (SDN). Traditional networking models have a tightly integrated control plane and data plane within network devices.

Network 182

Network Systems Cloud Software 182

Dynatrace

FEBRUARY 14, 2025

Many large organizations rely on MS Teams for fast and efficient communications, making its reliability critical for smooth business operations.

Innovation 173

Innovation Government Operating System Efficiency 173

Scalegrid

JANUARY 5, 2024

Enhanced data security, better data integrity, and efficient access to information. If you’re considering a database management system, understanding these benefits is crucial. Understanding Database Management Systems (DBMS) A Database Management System (DBMS) assists users in creating and managing databases.

Efficiency 147

Efficiency Storage Database Scalability 147

The Netflix TechBlog

MARCH 31, 2025

By embracing open standards, we not only streamline these processes but also facilitate smoother collaboration across diverse markets and countries, ensuring that our global productions can operate with unparalleled efficiency and cohesion. The system facilitates large volumes of camera and sound media and is built for speed.

Media 203

Media Logistics Innovation Cloud 203

DZone

MARCH 14, 2023

Site Reliability Engineering (SRE) is a systematic and data-driven approach to improving the reliability, scalability, and efficiency of systems. It combines principles of software engineering, operations, and quality assurance to ensure that systems meet performance goals and business objectives.

Engineering 246

Engineering Software Engineering Scalability Efficiency 246

DZone

OCTOBER 10, 2023

Why IoT Device Management Matters Scalability : As industries and consumers increasingly adopt IoT, the number of devices can surge into the billions. Efficient device management allows organizations to handle this vast network without hitches. Security : Ensuring that each device is protected from potential threats is crucial.

IoT 310

IoT Internet Internet Network 310