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Stop Paying the Abstraction Tax : How I Built a C-Engine 12x Faster than Pandas

Python is the king of data science, but it charges a heavy price for convenience. When you use pd.read_csv() on a 10GB+ file, Python attempts to load …

cdataengineeringpythondistributedsystems
Dev.to Apr 27, 2026, 06:01 UTC
EN

Microservices Aren't About Services

https://www.youtube.com/watch?v=4F0dlOMWGHE Monolith or microservices? You've been in this meeting before. One engineer says "we need to move to micro…

microservicesmonolithmicroservicesvsmonolithdistributedsystems
Dev.to Apr 26, 2026, 04:20 UTC
EN

How PayPal Scales Payments: The Architecture of Global Trust

In this guide, we explore system. Your transaction is pending. A timeout occurs. Now you're staring at a screen wondering if you just paid $1,000 twic…

architecturedistributedsystemsmicroservicessystemdesign
Dev.to Apr 24, 2026, 07:31 UTC
EN

Why Is Redis INCR a Bad Fit for a Public URL Shortener?

LeetDezine Redis INCR is one of those solutions that looks perfect the first time you see it. Atomic counter increments. Every call returns a unique i…

systemdesigndistributedsystemsbackendredis
Dev.to Apr 23, 2026, 17:18 UTC
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What cave diving taught me about distributed systems

What cave diving taught me about distributed systems I've been building backend systems for 14 years. I've also spent a decent chunk of the last decad…

distributedsystemssoftwareengineeringbackendcareer
Dev.to Apr 23, 2026, 16:32 UTC
EN

The Orchestrator: State Transitions and Kafka Routing

In the previous post, I explained why I chose the Saga Pattern over distributed transactions. Now let's look at the central piece: the orchestrator. T…

architecturedistributedsystemsjavamicroservices
Dev.to Apr 20, 2026, 23:00 UTC
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System Design Concepts- 1

Why System Design Matters for DevOps 1. Distributed Systems A distributed system splits workloads across multiple machines. Instead of one powerful se…

devopsdistributedsystemsmicroservicessystemdesign
Dev.to Apr 20, 2026, 18:27 UTC
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Azure Service Bus for Event-Driven Systems: A Practical Deep Dive

Introduction: Why Event-Driven Architecture Matters Now More Than Ever If you've been building distributed systems on Azure for any meaningful amount …

architectureazuredistributedsystemsmicroservices
Dev.to Apr 20, 2026, 09:30 UTC
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⚙️ Message-oriented vs. Data-oriented orchestration - from data to knowledge

For intellectual property reasons, the subject chosen for the application of this article will not be the one discussed, although it is closely relate…

architecturedatadistributedsystemssystemdesign
Dev.to Apr 17, 2026, 15:37 UTC
EN

PostgreSQL Read Replicas with Docker: A Step-by-Step Guide

As your application scales, your database becomes the first bottleneck. Every dashboard query, every report, every analytics request competes with the…

postgresdistributedsystemsdatabase
Dev.to Apr 17, 2026, 10:16 UTC
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Building NewHomie property analytics tool — Part 1

From Scrappy Scraper to Production Pipeline It all started with a question. “How am I supposed to afford a house?” So I set out to transfigure my anxi…

dataengineeringawssoftwareengineeringdistributedsystems
Dev.to Apr 16, 2026, 22:07 UTC
EN

CAP Theorem Revisited: PACELC

The CAP Theorem Got a Makeover: Meet PACELC, Your New Distributed Systems Buddy Remember when you first learned about the CAP Theorem? It was like a e…

computersciencedatabasedistributedsystemssystemdesign
Dev.to Apr 14, 2026, 08:19 UTC
EN

The SKA Will Generate 700 Petabytes Per Year Across Two Continents. The Routing Problem Is Familiar.

For radio astronomy data engineers, SKA infrastructure teams, VLBI correlator architects, and anyone building distributed signal synthesis pipelines a…

distributedsystemsastronomydatasciencearchitecture
Dev.to Apr 14, 2026, 02:23 UTC
EN

Why Your System Breaks at Scale: Lessons from Processing Millions of Events

TL;DR Increasing threads helps only up to a point (50 → 300 worked, 500 didn't) Too many threads add overhead (scheduling, context switching, memory, …

webdevprogrammingsystemdesigndistributedsystems
Dev.to Apr 13, 2026, 20:13 UTC
EN

How Epic Games Scales to 100M+ Concurrent Users

Your game just launched. A million players flood the servers in ten minutes. Suddenly, your matchmaking service spikes to 100% CPU, the database locks…

distributedsystemsgamedevperformancesystemdesign
Dev.to Apr 13, 2026, 16:31 UTC
EN

The 9 Things Engineers Get Wrong About the System Design Interview (and the 185 Articles I Wrote to Fix Them)

Every time I sit down to run a system design mock interview, the candidate fails for one of nine reasons. Not ten. Not seven. Nine. I've been doing th…

distributedsystemsinterviewsoftwareengineeringsystemdesign
Dev.to Apr 13, 2026, 08:38 UTC
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Load Balancers and its strategies

Introduction A load balancer acts as the first entry point for incoming requests, distributing traffic across multiple instances of an application, to…

architecturedistributedsystemsnetworkingsystemdesign
Dev.to Apr 12, 2026, 20:30 UTC
EN

Migration of YouTube from SQL to NoSQL: A Component-Wise Analysis

Introduction Initially, large-scale platforms like YouTube relied on traditional Relational Database Management Systems (RDBMS) such as MySQL. However…

databasedistributedsystemssqlsystemdesign
Dev.to Apr 12, 2026, 09:37 UTC
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Hardening Distributed Systems: Retries, Circuit Breakers & Observability.

Building Resilient Distributed Systems: A Solo Engineer's Journey How I turned flaky upstream APIs into a predictable, observable, and operator-friend…

distributedsystemsdevopsdjangoredis
Dev.to Apr 12, 2026, 05:12 UTC
EN

Designing a Scalable Recovery Service for Distributed Systems

Failures are a normal and expected part of distributed systems. If your application processes data asynchronously—for example, by consuming messages f…

architecturedistributedsystemssresystemdesign
Dev.to Apr 12, 2026, 01:08 UTC
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When the Cloud is Too Slow: Enter Fog Computing

You know that feeling when you're waiting for a response from your cloud service, and it feels like forever? Now imagine that same delay happening for…

distributedsystemsfogcomputingedgecomputingcloud
Dev.to Apr 11, 2026, 17:38 UTC
EN

The Missing Protocol: How BFCP Unlocked Dual-Monitor Conferencing for Enterprise Room Systems

Enterprise room systems like Polycom and Lifesize support dual monitors — one for video, one for screen share. But when they joined a web conference t…

opensourcevoipdistributedsystemssoftwaredevelopment
Dev.to Mar 14, 2026, 22:57 UTC

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