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Why Your LLM Calls Need a Circuit Breaker: A Lesson from Last Party 🔌

Carnival time has begun. 🎉 We are organizing a house party, and if you are in and around Bangalore, you are invited. Just one condition: Don't be late…

distributedsystemsdesignpatternsbackendwebdev
Dev.to Jul 30, 2026, 21:02 UTC
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When the disk fills up: pressure and tenant isolation in Squirix preview.7

In my preview.6 article , I wrote about what happens after a write is accepted: binary WAL frames, group commit, crash recovery, and durable retries. …

dotnetdistributedsystemscsharpopensource
Dev.to Jul 26, 2026, 15:03 UTC
EN

Treat Health-Data Revocation as a Distributed Convergence Protocol

Counterexample: a connector grant is revoked at epoch 8, but an import message created under epoch 7 is delayed. The primary store deletes its copy, t…

distributedsystemsprivacyarchitecturetesting
Dev.to Jul 25, 2026, 11:04 UTC
EN

Kafka record headers in Stateful Functions: closing a five-year-old gap

Apache Stateful Functions never let a function see Kafka record headers, and never let it set them. Five years, no headers. StateFun Actors 3.4.0-KZM-…

apacheflinkkafkajavadistributedsystems
Dev.to Jul 24, 2026, 14:56 UTC
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Make an Outbox Relay Lease Expire Without Violating Delivery Invariants

Relay A claims outbox row 42 and publishes its message. Before A records completion, its lease expires. Relay B claims row 42 and publishes it again. …

distributedsystemsbackendarchitecturetesting
Dev.to Jul 23, 2026, 11:55 UTC
EN

Building Reliable Event-Driven Systems: Event Schemas, Versioning, Contract Testing and Events vs Commands (5/5)

In this final article, we're going to explore Production practices 22. Events Are Delivered, Not Guaranteed A common misconception in event-driven arc…

eventdrivendistributedsystemssystemdesigntutorial
Dev.to Jul 22, 2026, 08:50 UTC
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Distributed Move Protocol

The Hidden Complexity of Moving State in Distributed Systems Why a simple “move” becomes a distributed protocol when source and destination live on di…

distributedsystemsaidata
Dev.to Jul 21, 2026, 04:02 UTC
EN

Building Reliable Event-Driven Systems: Event Schemas, Versioning, Contract Testing and Events vs Commands (part-4)

In this article, we're going to explore Contract Testing Contract testing ensures that event contracts remain stable as systems evolve. Producers rece…

eventdrivendistributedsystemssystemdesigntutorial
Dev.to Jul 20, 2026, 09:00 UTC
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What happens after a write? Reworking Squirix's WAL in preview.6

In my first Squirix article , I wrote about why Squirix keeps a strict boundary between the client and the server. Applications use a typed client ove…

dotnetcsharpdistributedsystemssquirix
Dev.to Jul 19, 2026, 07:51 UTC
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Test Saga Compensation When Payment Succeeds but Inventory Times Out

An order reserves inventory, charges payment, then times out waiting for reservation confirmation. Cancellation begins. A late inventory success arriv…

distributedsystemsreliabilitytestingarchitecture
Dev.to Jul 19, 2026, 05:33 UTC
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QUIC-Based NAT Traversal: How PUNCH_ME_NOW Frames Are Standardizing Hole Punching

TL;DR: NAT traversal has historically relied on STUN/TURN/ICE running as an external signalling layer bolted onto whatever transport protocol you choo…

networknetworkinginfrastructuredistributedsystems
Dev.to Jul 17, 2026, 07:55 UTC
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# Agentic Systems for Big Query Handling in Distributed Environments: The Complete Engineering Guide

A data engineering team at a global logistics company submits a query: "Identify all shipments delayed by more than 48 hours in the last quarter, cros…

aiagentsdistributedsystemsllm
Dev.to Jul 16, 2026, 01:52 UTC
EN

Building Reliable Event-Driven Systems: Event Schemas, Versioning, Contract Testing and Events vs Commands (part-2)

This is part-2 of the article series on "Building Reliable Event-Driven Systems". In this article, we're going to explore Event Schemas . 5. Designing…

eventdrivendistributedsystemssystemdesigntutorial
Dev.to Jul 15, 2026, 05:41 UTC
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We hit an at-least-once delivery trap. Here is how we fixed the race conditions.

If you are running an event-driven architecture with message queues like Kafka, you already know the drill, scalability is awesome, but network partit…

architecturebackenddistributedsystemssystemdesign
Dev.to Jul 14, 2026, 20:33 UTC
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Treat Per-Task Model Switching as a Concurrency Protocol

Changing the model for a running AI task is not a settings update. It is a distributed operation: read current task -> prepare credentials/config -…

distributedsystemsreliabilityaiarchitecture
Dev.to Jul 14, 2026, 06:19 UTC
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Failure Engineering Explained by Uncle to Nephew — Episode 1: Why Failures Are Normal

New series, same two people from the Node.js Internals series. Where that series answered "how does the system work?", this one answers "how does the …

nodedistributedsystemsbackendsoftwareengineering
Dev.to Jul 11, 2026, 05:23 UTC
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gRPC Internals and Performance

Gearing Up for Speed: A Deep Dive into gRPC Internals and Performance Ever feel like your microservices are gossiping at a snail's pace? You've got th…

apidistributedsystemsmicroservicesperformance
Dev.to Jul 9, 2026, 10:22 UTC
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🚀 We're Hiring Software Engineers at 10xHire

👉 Apply Here First Application Form: https://forms.gle/QJNF7TXVBTgbLoaC7 At 10xHire , we're building the next generation of technical hiring. We belie…

aibackendcareerdistributedsystems
Dev.to Jul 7, 2026, 19:43 UTC
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Beyond TTL: Explicit Cache Invalidation

Most engineers default to TTL for cache invalidation. But a simple Time-To-Live guarantees stale reads for a duration, which is unacceptable for criti…

cachingsystemdesignbackendengineeringdistributedsystems
Dev.to Jul 5, 2026, 06:04 UTC
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Core Concept: Leader Election via Consensus

It's not agreeing on a transaction that's often the most expensive consensus operation in a distributed system, it's agreeing on who gets to decide . …

distributedsystemsconsensusleaderelectionkafka
Dev.to Jul 5, 2026, 06:04 UTC
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How I decide what to build, and what to throw away, as a solo founder building an L1

I work on NOVAI alone right now. No team to argue with, no senior engineer to catch the thing I can't see, no reviewer to tell me the idea I am in lov…

airustblockchaindistributedsystems
Dev.to Jul 2, 2026, 09:32 UTC
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Eventual Consistency Is Misunderstood by Most Engineers

I've interviewed dozens of engineers at the senior level. When I ask them to explain eventual consistency, most recite the textbook answer: "data will…

systemdesigndistributedsystemssoftwareengineeringbackenddevelopment
Dev.to Jun 29, 2026, 21:08 UTC
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Prioritizing Abstractions Over Complexity: Addressing Illusions in Distributed Systems Platform Design

Introduction In the world of distributed systems, complexity is the beast we’re all trying to tame. Teams building platforms often fall into the trap …

abstractionscomplexitydistributedsystemsillusions
Dev.to Jun 29, 2026, 18:35 UTC
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"Done" Is Not a State

On December 16, 2024, a developer filed a bug report against Trigger.dev, the open-source background job framework. A routine nightly server restart h…

distributedsystemsprogrammingdevopsbackend
Dev.to Jun 29, 2026, 01:22 UTC
EN

The Bug Behind the Bug: Why Protocol Failures Rarely Live in One Layer

Blockchain incidents are often explained too simply: “consensus stopped,” “the VM produced the wrong state,” or “a malformed transaction crashed valid…

blockchainweb3distributedsystemsrust
Dev.to Jun 28, 2026, 14:41 UTC
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Orchestrate Saga Compensation Timeouts in Real Time (Kiponos Java SDK)

A checkout saga spans inventory, payment, shipping, and loyalty. Downstream latency shifts every hour. Black Friday is not the day to discover your pa…

architecturedistributedsystemsjavamicroservices
Dev.to Jun 27, 2026, 18:15 UTC
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System Design Interview Questions by Level: Junior, Mid-Level, Senior, and Staff

System Design Interview Questions by Level: Junior, Mid-Level, Senior, and Staff Not every system design interview evaluates the same thing. A junior …

distributedsystemssystemdesignaisoftwaredevelopment
Dev.to Jun 25, 2026, 11:25 UTC
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Cinema Seat Reservation System — Part 2: Transitioning To Production-Scale and Deploying on Azure Cloud

Introduction This is the second part of sharing my journey to create a microservices-based backend system, in the previous part, I introduced the syst…

cloudazuredistributedsystemsmicroservices
Dev.to Jun 24, 2026, 06:26 UTC
EN

The Physical Laws of AI Migrations: Architecting an LLM Orchestrator that Survives Reality

Large codebase migrations are not typing problems; they are distributed state machine problems. When you execute a multi-step, multi-PR refactor with …

aiarchitecturedistributedsystemsllm
Dev.to Jun 24, 2026, 05:11 UTC
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From Feature Delivery to Platform Engineering.

The Problem: Feature Velocity Was Creating Structural Debt The system originally started as a simple feature delivery backend: A Django API powering a…

devopsdjangodistributedsystemspython
Dev.to Jun 22, 2026, 15:35 UTC

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