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.

Strategy 264

Strategy Systems Software Software 264

Dynatrace

OCTOBER 23, 2023

At financial services company, Soldo, efficiency and security by design are paramount goals. The platform helps companies manage corporate spending using automation, card (physical and virtual), and integrations with expense management systems and enterprise resource planning (ERP) systems, such as Netsuite, Concur, Zucchetti, and so on. “We

Design 264

Design Innovation DevOps Open Source 264

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. It seeks to make Java EE programming easier and increase developers' productivity in the workplace.

Systems 255

Systems Java Software Architecture Programming 255

Dynatrace

OCTOBER 10, 2023

EdgeConnect provides a secure bridge for SaaS-heavy companies like Dynatrace, which hosts numerous systems and data behind VPNs. In this hybrid world, IT and business processes often span across a blend of on-premises and SaaS systems, making standardization and automation necessary for efficiency.

Systems 278

Systems Efficiency Internet Internet 278

Dynatrace

NOVEMBER 20, 2024

This rising risk amplifies the need for reliable security solutions that integrate with existing systems. Membership in MISA is nomination-only and reserved for independent software vendors who develop security solutions that effectively integrate with MISA-qualifying Microsoft Security products.

Best Practices 299

Best Practices Innovation Azure Cloud 299

Dynatrace

FEBRUARY 4, 2025

Every software developer has faced the frustration of debugging. Developers deserve a seamless way to troubleshoot effectively and gain quick insights into their code to identify issues regardless of when or where they arise. With a single click, developers can access the necessary and relevant data without adding new code.

Open Source 223

Open Source Code Engineering Best Practices 223

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.

Scalability 219

Scalability Cache Engineering Systems 219

DZone

SEPTEMBER 17, 2024

As a developer, I designed, developed, and maintained various features for the desktop and mobile web versions of a social network across backend, frontend, and mobile application APIs. I want to touch upon the following aspects:

Network 162

Network Systems Development Mobile 162

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

NOVEMBER 29, 2024

S3 buckets are configured to be encrypted with a bucket key stored in the AWS key management system (KMS). The Dynatrace SDL includes penetration testing, red teaming, continuous threat modeling and risk assessments, a public bug bounty program, and vulnerability scans. Each S3 bucket is assigned its own unique bucket key.

Storage 246

Storage AWS Azure Architecture 246

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 172

Traffic Strategy Entertainment Innovation 172

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 19, 2023

Creating an ecosystem that facilitates data security and data privacy by design can be difficult, but it’s critical to securing information. When organizations focus on data privacy by design, they build security considerations into cloud systems upfront rather than as a bolt-on consideration. Encryption.

Design 246

Design Storage Programming Analytics 246

Dynatrace

MARCH 5, 2025

Observability is no longer just for IT Ops Observability is no longer just about monitoring IT systems. Today, observability is integral to the entire software development lifecycle. Its not just for IT Ops but a critical capability for platform engineering, SREs, developers, as well as business and IT executives.

Innovation 232

Innovation Speed Efficiency Engineering 232

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. Introduction to Message Brokers Message brokers enable applications, services, and systems to communicate by acting as intermediaries between senders and receivers.

Latency 147

Latency Analytics Architecture Storage 147

The Netflix TechBlog

DECEMBER 19, 2024

Many of these projects are under constant development by dedicated teams with their own business goals and development best practices, such as the system that supports our content decision makers , or the system that ranks which language subtitles are most valuable for a specific piece ofcontent.

Best Practices 204

Best Practices Cache Metrics Code 204

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. What Is API Performance Optimization?

Scalability 245

Scalability Design Best Practices Performance 245

Dynatrace

AUGUST 11, 2022

Effective application development requires speed and specificity. Applications must work as intended and make their way through development pipelines as quickly as possible. FaaS enables enterprises to deliver on the evolving expectations of fast and furious app development. But what is FaaS? How does function as a service work?

Development 279

Development Serverless Best Practices Lambda 279

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 163

Tuning Efficiency Latency Strategy 163

Dynatrace

MARCH 25, 2025

We recently announced Dynatrace Live Debugger , which gives developers unprecedented access to real-time data and runtime behavior insights. This powerful tool can be leveraged across various environments, including production, to enhance development processes and ensure robust application performance.

Benchmarking 147

Benchmarking Code Open Source Engineering 147

Dynatrace

MARCH 5, 2025

A cornerstone of Dynatrace monitoring capabilities, OneAgent boosts your log ingestion experience by automatically detecting and tagging logs based on the detected process technologyeven for custom-developed applications. All Dynatrace Apps that support log analysis display an Add logs button, where you can configure log ingestion.

Open Source 211

Open Source IoT Cloud Azure 211

Dynatrace

MARCH 17, 2025

For instance, Dynatrace has developed the Cost and Carbon Optimization app, a tool designed to measure, understand, and act on the energy consumption and carbon emissions generated by hybrid and multicloud infrastructures. Collect metrics on energy consumption or derive them from existing signals.

Software Engineering 147

Software Engineering Engineering Software Software 147

InfoQ

NOVEMBER 18, 2024

Discover how Livi navigated the complexities of transitioning MJog, a legacy healthcare system, to a cloud-native architecture, sharing valuable insights for successful tech modernization. Our experience illustrates that transitioning from legacy systems to cloud-based microservices is not a one-time project but an ongoing journey.

Healthcare 97

Healthcare Architecture Cloud Systems 97

The Netflix TechBlog

JANUARY 2, 2025

To facilitate easier access to incrementality results, we have developed an interactive tool powered by this framework. To better guide the design and budgeting of future campaigns, we are developing an Incremental Return on Investment model. We only observe signups, not why members signedup.

Analytics 190

Analytics Engineering Games Entertainment 190

Dynatrace

JANUARY 22, 2025

Enhanced observability and release validation Dynatrace already excels at delivering full-stack, end-to-end observability of your systems and user journeys. Let’s explore some of the advantages of monitoring GitHub runners using Dynatrace. Extending this visibility into your CI/CD pipelines offers even greater value.

Monitoring 242

Monitoring DevOps Metrics Virtualization 242

Scalegrid

OCTOBER 18, 2024

Due to its versatility for storing information in both structured and unstructured formats, PostgreSQL is the fourth most used standard in modern database management systems (DBMS) worldwide 1. Offering comprehensive access to files, software features, and the operating system in a more user-friendly manner to ensure control.

Open Source 147

Open Source Database Cloud Operating System 147

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

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

O'Reilly

JANUARY 21, 2025

TL;DR: Enterprise AI teams are discovering that purely agentic approaches (dynamically chaining LLM calls) dont deliver the reliability needed for production systems. The prompt-and-pray modelwhere business logic lives entirely in promptscreates systems that are unreliable, inefficient, and impossible to maintain at scale.

Software Engineering 114

Software Engineering Efficiency Engineering Systems 114

Dynatrace

AUGUST 13, 2024

Modern observability and security require comprehensive access to your hosts, processes, services, and applications to monitor system performance, conduct live debugging, and ensure application security protection. At Dynatrace, we’ve implemented a thorough and industry-proven approach to developing OneAgent ® that minimizes such risks.

Monitoring 279

Monitoring Open Source Testing Software 279

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

JANUARY 26, 2021

With an integrated DevSecOps approach, organizations can reduce security risk without derailing development timelines. How is it different from DevOps, and what’s next for the relationship between development, security, and operations within enterprises? The tactical trifecta: development + security + operations.

DevOps 306

DevOps Best Practices Open Source Tuning 306

Dynatrace

FEBRUARY 6, 2025

Good dashboards cover a broad range of metrics, and Dynatrace already provides an expertly developed, ready-made infrastructure dashboard that covers most use cases. It also provides insights into system performance and allows for proactive management. We’re now adding Inodes Total as a pie chart to our dashboard.

Metrics 243

Metrics Infrastructure Monitoring Best Practices 243

Scalegrid

MAY 13, 2020

Greenplum Database is an open-source , hardware-agnostic MPP database for analytics, based on PostgreSQL and developed by Pivotal who was later acquired by VMware. Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. Greenplum Architectural Design. Greenplum Advantages.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

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

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. Dawn Chenette , Design Lead This approach had several benefits for product engineering.

Media 299

Media Innovation Energy Architecture 299

DZone

SEPTEMBER 5, 2019

Over the past decade, DevOps has emerged as a new tech culture and career that marries the rapid iteration desired by software development with the rock-solid stability of the infrastructure operations team.

DevOps 277

DevOps Software Engineering Infrastructure Engineering 277