DZone

JUNE 19, 2024

Managing large datasets efficiently is essential in software development. Retrieval strategies play a crucial role in improving performance and scalability, especially when response times are critical. It is essential for optimizing performance and resource management.

Efficiency 327

Efficiency Strategy Scalability Technology 327

Dynatrace

DECEMBER 2, 2024

Part of the problem is technologies like cloud computing, microservices, and containerization have added layers of complexity into the mix, making it significantly more challenging to monitor and secure applications efficiently. At the same time, the number of individual observability and security tools has grown.

Artificial Intelligence 258

Artificial Intelligence DevOps Architecture Cloud 258

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

DZone

MAY 1, 2023

CPU isolation and efficient system management are critical for any application which requires low-latency and high-performance computing. These measures are especially important for high-frequency trading systems, where split-second decisions on buying and selling stocks must be made.

Tuning 253

Tuning Systems Latency Performance 253

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

DZone

OCTOBER 30, 2024

Log-Structured Merge Trees (LSM trees) are a powerful data structure widely used in modern databases to efficiently handle write-heavy workloads. They offer significant performance benefits through batching writes and optimizing reads with sorted data structures.

Strategy 244

Strategy Storage Efficiency Database 244

Dynatrace

DECEMBER 12, 2024

The Federal Reserve Regulation HH in the United States focuses on operational resilience requirements for systemically important financial market utilities. Proactive systems like Dynatrace’s Davis AI can automate responses to threats, swiftly implementing remediation while keeping executives informed of actions taken and their impact.

Analytics 289

Analytics Government Efficiency Innovation 289

Dynatrace

OCTOBER 29, 2024

The Dynatrace platform automatically captures and maps metrics, logs, traces, events, user experience data, and security signals into a single datastore, performing contextual analytics through a “power of three AI”—combining causal, predictive, and generative AI. What’s behind it all? The result?

Innovation 288

Innovation Strategy Cloud AWS 288

The Netflix TechBlog

NOVEMBER 12, 2024

This counting service, built on top of the TimeSeries Abstraction, enables distributed counting at scale while maintaining similar low latency performance. Failures in a distributed system are a given, and having the ability to safely retry requests enhances the reliability of the service. The delta value can be positive or negative.

Latency 251

Latency Cache Infrastructure Strategy 251

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

Dynatrace

NOVEMBER 18, 2024

Adopting AI to enhance efficiency and boost productivity is critical in a time of exploding data, cloud complexities, and disparate technologies. The Dynatrace and Microsoft partnership provides innovative solutions that enhance customer experience, improve efficiency, and generate considerable savings.

Cloud 263

Cloud Azure Artificial Intelligence Innovation 263

DZone

OCTOBER 2, 2024

We’ll start by defining what sharding is and why it’s essential for modern, high-performance databases. In this section, we’ll walk through the factors to consider when selecting a shard key, common mistakes to avoid, and how to balance performance with even data distribution. Here’s what you can expect to learn: What is Sharding?:

Database 279

Database Systems Scalability Traffic 279

Dynatrace

NOVEMBER 4, 2024

There’s a goldmine of business data traversing your IT systems, yet most of it remains untapped. Other data sources, including APIs and log files — are used to expand access, often to external or proprietary systems. In fact, it’s likely that some of your critical business systems already write business data to log files.

Analytics 241

Analytics Airlines Metrics Monitoring 241

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

DZone

NOVEMBER 18, 2023

This is an article from DZone's 2023 Observability and Application Performance Trend Report. For more: Read the Report In today's digital landscape, the growing importance of monitoring and managing application performance cannot be overstated.

Performance 288

Performance Efficiency Monitoring Systems 288

Dynatrace

NOVEMBER 18, 2024

In such a fragmented landscape, having clear, real-time insights into granular data for every system is crucial. For this reason, end-to-end observability that offers a holistic understanding of problems and their impact on application performance is rising in prevalence across organizations of all sizes and industries.

Strategy 243

Strategy Innovation Cloud Efficiency 243

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.

Efficiency 290

Efficiency Architecture Energy Monitoring 290

Dynatrace

JANUARY 21, 2025

Ensuring smooth operations is no small feat, whether you’re in charge of application performance, IT infrastructure, or business processes. Using a seasonal baseline, you can monitor sales performance based on the past fourteen days. In application performance management, acting with foresight is paramount.

Traffic 262

Traffic Metrics Analytics Monitoring 262

Dynatrace

OCTOBER 10, 2023

EdgeConnect provides a secure bridge for SaaS-heavy companies like Dynatrace, which hosts numerous systems and data behind VPNs. EdgeConnect facilitates seamless interaction, ensuring data security and operational efficiency. Efficiency and control EdgeConnect boasts a range of features designed for efficiency and control.

Systems 278

Systems Efficiency Internet Internet 278

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

Dynatrace

FEBRUARY 4, 2025

In this blog post, we will see how Dynatrace harnesses the power of observability and analytics to tailor a new experience to easily extend to the left, allowing developers to solve issues faster, build more efficient software, and ultimately improve developer experience!

Development 235

Development Analytics Code Architecture 235

Dynatrace

OCTOBER 23, 2024

When I founded Dynatrace, I aimed to bridge the gap between IT performance and user experience. Using causal AI, we identified and resolved performance issues automatically. With these insights, you can act on improving the reliability, performance, and user experience of your entire customer journey.

Analytics 286

Analytics Logistics IoT Mobile 286

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. This is critical to ensure high performance, security, and a positive user experience for cloud-native applications and services.

Cloud 260

Cloud Systems Analytics DevOps 260

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

Scalegrid

FEBRUARY 6, 2025

This article outlines the key differences in architecture, performance, and use cases to help determine the best fit for your workload. Kafka scales efficiently for large data workloads, while RabbitMQ provides strong message durability and precise control over message delivery. What is RabbitMQ? What is Apache Kafka?

Latency 147

Latency Analytics Architecture Storage 147

Dynatrace

APRIL 5, 2024

For a more proactive approach and to gain further visibility, other SLOs focusing on performance can be implemented. Following the previous metric (above) used for the SLO, the threshold employed is an average of 100 ms for the Key Performance Indicator (KPI) of DOM Interactive. Use the default transformation.

Efficiency 264

Efficiency Traffic Tuning Metrics 264

DZone

FEBRUARY 26, 2024

Embedded systems have become an integral part of our daily lives, from smartphones and home appliances to medical devices and industrial machinery. These systems are designed to perform specific tasks efficiently, often in real-time, without the complexities of a general-purpose computer.

Operating System 195

Operating System Systems Automotive Design 195

Dynatrace

MARCH 5, 2025

Observability is no longer just for IT Ops Observability is no longer just about monitoring IT systems. Developers are increasingly embedding observability directly into their applications, allowing them to analyze performance in real-time and optimize accordingly. Its aboutunderstandingand automating the entire digital ecosystem.

Innovation 232

Innovation Speed Efficiency Engineering 232

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 Efficiency 147

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

Dynatrace

JANUARY 22, 2025

But as with many other automation tools, it can be difficult to maintain the performance and visibility of these workflows. Enhanced observability and release validation Dynatrace already excels at delivering full-stack, end-to-end observability of your systems and user journeys.

Monitoring 242

Monitoring DevOps Metrics Virtualization 242

Dynatrace

FEBRUARY 4, 2025

Developers not only write code; they’re also accountable for their applications performance and reliability. Dynatrace Live Debugger makes troubleshooting efficient, seamless, and non-disruptive. Racing to the next sprint is the norm everywhere, so rapid iteration and swift problem resolution are crucial.

Open Source 223

Open Source Code Engineering Best Practices 223

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.

Systems 235

Systems Media Cache Open Source 235

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

FEBRUARY 17, 2025

When developing a product, issues inevitably arise that can impact both its performance and stability. Slow system response times, error rate increases, bugs, and failed updates can all damage the reputation and efficiency of your project.

Strategy 147

Strategy Efficiency Systems Performance 147

DZone

APRIL 13, 2023

Built using Rust, it offers a high degree of flexibility, loose coupling, and exceptional performance. This self-hosted graph routing solution is highly configurable, making it an ideal choice for developers who require a high-performance routing system.

Monitoring 245

Monitoring Performance Traffic Efficiency 245

DZone

JUNE 22, 2023

The post will provide a comprehensive guide to understanding the key principles and best practices for optimizing the performance of APIs. What Is API Performance Optimization? API performance optimization is the process of improving the speed, scalability, and reliability of APIs.

Scalability 245

Scalability Design Best Practices Performance 245