DZone

FEBRUARY 27, 2024

This article will explore the concept of multi-layered caching from both architectural and development perspectives, focusing on real-world applications like Instagram, and provide insights into designing and implementing an efficient multi-layered cache system.

Cache 173

Cache Efficiency Architecture Design 173

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

APRIL 5, 2024

Details of the root cause The developer deems it appropriate to either exclude or designate this error as acceptable during the patch release to prevent being overwhelmed with false positive alerts. Conclusion An effective Service Level Objective (SLO) holds more value than numerous alerts, reducing unnecessary noise in monitoring systems.

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

DZone

JUNE 22, 2023

It involves a combination of techniques and best practices aimed at reducing latency, improving user experience, and increasing the overall efficiency of the system. API performance optimization is the process of improving the speed, scalability, and reliability of APIs.

Scalability 245

Scalability Design Best Practices Performance 245

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 231

Systems Media Cache Open Source 231

Dynatrace

JANUARY 15, 2025

They offer a comprehensive end-to-end solution to these challenges, providing functionalities designed to enhance compliance and resilience in IT environments. Understand the complexity of IT systems in real time Dynatrace helps you comprehensively map the entire IT environment in real time.

Systems 264

Systems DevOps Analytics Monitoring 264

Dynatrace

FEBRUARY 27, 2025

In fact, observability is essential for shaping how we design smarter, more resilient systems for the future. As an open-source project, OpenTelemetry sets standards for telemetry data sets and works with a wide range of systems and platforms to collect and export telemetry data to backend systems.

Tuning 304

Tuning Open Source Innovation Monitoring 304

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 217

Latency Systems Serverless Media 217

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

DZone

OCTOBER 10, 2023

Enter IoT device management — the suite of tools and practices designed to monitor, maintain, and update these interconnected devices. Efficient device management allows organizations to handle this vast network without hitches. As these devices multiply, so does the complexity of managing them.

IoT 310

IoT Internet Internet Network 310

Scalegrid

MAY 13, 2020

It’s architecture was specially designed to manage large-scale data warehouses and business intelligence workloads by giving you the ability to spread your data out across a multitude of servers. Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. Greenplum Architectural Design.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Dynatrace

JANUARY 26, 2021

This includes custom, built-in-house apps designed for a single, specific purpose, API-driven connections that bridge the gap between legacy systems and new services, and innovative apps that leverage open-source code to streamline processes. Each has its own role to play in successfully implementing this tactical trifecta at scale.

DevOps 306

DevOps Best Practices Open Source Tuning 306

Scalegrid

FEBRUARY 8, 2024

A distributed storage system is foundational in today’s data-driven landscape, ensuring data spread over multiple servers is reliable, accessible, and manageable. This guide delves into how these systems work, the challenges they solve, and their essential role in businesses and technology.

Storage 130

Storage Systems Big Data Azure 130

Dynatrace

MARCH 29, 2024

AI innovation elevates efficiency and performance of Google Cloud AI adoption is increasingly critical for any organization. Learn to boost system reliability through proactive issue detection. To compete, it’s critical for organizations to streamline operations, minimize downtime, and drive continuous innovation in the cloud.

Google 290

Google Innovation Cloud Analytics 290

DZone

AUGUST 7, 2023

Linux is a popular open-source operating system that offers various distributions to suit every need. Lightweight Linux distributions are specifically designed to be low-resource, efficient, and quick, offering users a smooth and responsive user experience.

Hardware 245

Hardware Open Source Operating System Efficiency 245

High Scalability

FEBRUARY 19, 2021

In this article, we discuss the concepts of dependability and fault tolerance in detail and explain how the Ably platform is designed with fault tolerant approaches to uphold its dependability guarantees. Fault tolerant design approaches address these shortfalls to provide continuity both to business and to the user experience.

Engineering 165

Engineering Systems Availability Scalability 165

DZone

JANUARY 23, 2022

Building resilient systems requires comprehensive error management. Errors could occur in any part of the system / or its ecosystem and there are different ways of handling these e.g. Datacenter - data center failure where the whole DC could become unavailable due to power failure, network connectivity failure, environmental catastrophe, etc.

Hardware 243

Hardware DevOps Network Storage 243

DZone

JUNE 24, 2024

Traditional enterprise storage or HPC-focused parallel file systems are costly and challenging to manage for AI-scale deployments. High-performance storage systems can significantly reduce AI model training time. Delays in data access can also impact AI model accuracy, highlighting the critical role of storage performance.

Systems 130

Systems Software Software Storage 130

The Netflix TechBlog

SEPTEMBER 18, 2024

In this post, we dive deep into how Netflix’s KV abstraction works, the architectural principles guiding its design, the challenges we faced in scaling diverse use cases, and the technical innovations that have allowed us to achieve the performance and reliability required by Netflix’s global operations.

Latency 256

Latency Storage Cache Efficiency 256

DZone

JUNE 25, 2024

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

Scalability 241

Scalability Software Software Software Architecture 241

DZone

APRIL 13, 2023

The Apollo router is a powerful routing solution designed to replace the GraphQL Gateway. 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

Dynatrace

SEPTEMBER 13, 2023

This is a set of best practices and guidelines that help you design and operate reliable, secure, efficient, cost-effective, and sustainable systems in the cloud. The framework comprises six pillars: Operational Excellence, Security, Reliability, Performance Efficiency, Cost Optimization, and Sustainability.

AWS 305

AWS Efficiency Azure Cloud 305

The Netflix TechBlog

NOVEMBER 12, 2024

By: Rajiv Shringi , Oleksii Tkachuk , Kartik Sathyanarayanan Introduction In our previous blog post, we introduced Netflix’s TimeSeries Abstraction , a distributed service designed to store and query large volumes of temporal event data with low millisecond latencies. Today, we’re excited to present the Distributed Counter Abstraction.

Latency 247

Latency Cache Infrastructure Strategy 247

Dynatrace

NOVEMBER 4, 2024

There’s a goldmine of business data traversing your IT systems, yet most of it remains untapped. Business events: Delivering the best data It’s been two years since we introduced business events , a special class of events designed to support even the most demanding business use cases. Easy to access.

Analytics 241

Analytics Airlines Metrics Monitoring 241

Dynatrace

JULY 24, 2024

IBM Z and LinuxONE mainframes running the Linux operating system enable you to respond faster to business demands, protect data from core to cloud, and streamline insights and automation. Dynatrace is designed to scale easily across the entire Kubernetes stack.

Availability 279

Availability Infrastructure Metrics Hardware 279

The Netflix TechBlog

MARCH 25, 2019

Building and Scaling Data Lineage at Netflix to Improve Data Infrastructure Reliability, and Efficiency By: Di Lin , Girish Lingappa , Jitender Aswani Imagine yourself in the role of a data-inspired decision maker staring at a metric on a dashboard about to make a critical business decision but pausing to ask a question?—?“Can

Infrastructure 222

Infrastructure Big Data Transportation Architecture 222

Dynatrace

SEPTEMBER 5, 2024

These developments open up new use cases, allowing Dynatrace customers to harness even more data for comprehensive AI-driven insights, faster troubleshooting, and improved operational efficiency. Native support for syslog messages extends our infrastructure log support to all Linux/Unix systems and network devices.

Innovation 290

Innovation AWS Analytics Storage 290

Dynatrace

JULY 5, 2022

In fact, according to a Forrester Consulting report , implementing an AIOps approach that provides proactive visibility helped companies improve operational efficiency and reduce false-positive alerts by 95%. Like the development and design phases, these applications generate massive data volumes that offer relevant and actionable insights.

Artificial Intelligence 325

Artificial Intelligence Cloud Innovation Strategy 325

Dynatrace

OCTOBER 7, 2021

This means you no longer have to provision, scale, and maintain servers to run your applications, databases, and storage systems. Instead of worrying about infrastructure management functions, such as capacity provisioning and hardware maintenance, teams can focus on application design, deployment, and delivery. Compute services.

Serverless 325

Serverless AWS Lambda Storage 325

Dynatrace

AUGUST 8, 2024

Ransomware encrypts essential data, locking users out of systems and halting operations until a ransom is paid. Remote code execution (RCE) vulnerabilities, such as the Log4Shell incident in 2021, allow attackers to run malicious code on a remote system without requiring authentication or user interaction.

Software 290

Software Software Infrastructure Network 290

Dynatrace

JULY 29, 2024

AI is also crucial for securing data privacy, as it can more efficiently detect patterns, anomalies, and indicators of compromise. From the Log4Shell attack in 2021 to the recent OpenSSH vulnerability in July, organizations have been struggling to maintain secure, compliant systems amidst a broadened attack surface.

Analytics 245

Analytics Government DevOps Efficiency 245

Dynatrace

MAY 2, 2024

Rising consumer expectations for transparency and control over their data, combined with increasing data volumes, contribute to the importance of swift and efficient management of privacy rights requests. 2] — Nader Henein, VP Analyst, Gartner The Privacy Rights app is designed to streamline this process in Dynatrace.

Tuning 278

Tuning Scalability Efficiency Processing 278

DZone

DECEMBER 28, 2020

The system could work efficiently with a specific number of concurrent users; however, it may get dysfunctional with extra loads during peak traffic. It is almost a part of the wider performance engineering portrait, concentrating on performance glitches in the architecture and design of any software.

Performance Testing 230

Performance Testing Testing Tools Testing Performance 230

DZone

OCTOBER 27, 2023

In the dynamic world of microservices architecture, efficient service communication is the linchpin that keeps the system running smoothly. This dedicated infrastructure layer is designed to cater to service-to-service communication, offering essential features like load balancing, security, monitoring, and resilience.

Traffic 240

Traffic Best Practices Architecture Network 240

Dynatrace

MAY 24, 2023

Dynatrace is proud to provide deep monitoring support for Azure Linux as a container host operating system (OS) platform for Azure Kubernetes Services (AKS) to enable customers to operate efficiently and innovate faster. Microsoft initially designed the OS for internal use to develop and manage Azure services.

Azure 246

Azure Monitoring Operating System Virtualization 246

Dynatrace

OCTOBER 1, 2021

As dynamic systems architectures increase in complexity and scale, IT teams face mounting pressure to track and respond to conditions and issues across their multi-cloud environments. An advanced observability solution can also be used to automate more processes, increasing efficiency and innovation among Ops and Apps teams.

Metrics 363

Metrics Open Source Monitoring Cloud 363