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cutting N+1 queries in Next.js API routes with Supabase RPC

when a dashboard starts pulling relational data from Supabase, the naive approach is to fire a separate select per row. the result is a classic N+1…

nextjssupabasetypescriptperformance
Dev.to Oct 19, 2026, 02:29 UTC
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Enforcing a concrete performance budget for Expo EAS builds and OTA updates

The situation Say you are a mobile engineer on a small React‑Native team that uses Expo Application Services (EAS) for CI‑driven builds and over‑the…

reactnativeexpoperformanceobservability
Dev.to Oct 18, 2026, 16:30 UTC
EN

why pg‑bouncer can still choke your service under burst load

problem statement in a typical microservice, each instance opens its own pg client pool. during a traffic spike the aggregate connection count can e…

postgresbackendperformancearchitecture
Dev.to Oct 18, 2026, 12:28 UTC
EN

Architecture Patterns for Custom Direct Booking Engines & Hospitality Web Apps

When building web applications for the hospitality sector—ranging from luxury boutique hotels to private villa rentals—developers often face a choic…

webdevarchitectureperformancejavascript
Dev.to Oct 18, 2026, 06:25 UTC
EN

CrUX Now Counts SPA Soft Navigations. 5 Things I'd Check Before Search Console Switches

For years, the Chrome UX Report (CrUX) has had a blind spot. If your site is a single-page app, Chrome only recorded the first "hard" page load. Eve…

webdevjavascriptperformanceseo
Dev.to Oct 17, 2026, 06:25 UTC
EN

Bevy instancing: drawing 639,000 units with one draw call per mesh

Originally published at tensorust.com . TL;DR: Bevy already instances meshes for you when entities share a mesh and a material. Past a few thousand…

rustgamedevbevyperformance
Dev.to Oct 17, 2026, 01:21 UTC
EN

🔥 30 Days of Frontend — Day 5: React DevTools Profiler

When a React application starts feeling slow, one of the first things developers often do is reach for useMemo , useCallback , or React.memo . We've…

webdevreactperformance
Dev.to Oct 16, 2026, 19:15 UTC
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when tRPC beats REST for fine‑grained data fetching in Next.js

in a midsize SaaS product we hit a scaling wall when dozens of React components started querying overlapping slices of a user record. each component…

nextjstrpcrestperformance
Dev.to Oct 16, 2026, 15:27 UTC
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C = 1.25 is a tolerance, not a constant: the load-tail law behind MoE token dropping

Every sparse Mixture-of-Experts layer has a number in it that nobody derived. You need a static shape for the kernel, so each expert gets a budget c…

machinelearningaiperformanceprogramming
Dev.to Oct 16, 2026, 09:23 UTC
EN

Why We Kept Ternary Bonsai 2 27B After Testing the Faster 9B

October 16, 2026 Our production classifier runs on a single RTX 2080 Ti with 11 GB of VRAM. It is often busy enough that requests spill over to a ho…

aillmmachinelearningperformance
Dev.to Oct 16, 2026, 08:23 UTC
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A million-tap linear-phase FIR in real time: 7 ms of plumbing, 650 ms of filter

I'm building Sonir Bench, a macOS app that captures everything your Mac plays, runs it through a DSP chain you design, and sends it to your DAC. The…

rustaudiodspperformance
Dev.to Oct 16, 2026, 00:18 UTC
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The optimization that doesn't survive the process boundary

The optimization that doesn't survive the process boundary I found a slow lookup in our inbound-message handler — every incoming SMS triggered an O(…

performancedevopsdebugging
Dev.to Oct 15, 2026, 13:24 UTC
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HBM Explained: Why High-Bandwidth Memory Is Critical for AI Accelerators

Introduction: Why HBM Matters Artificial intelligence has changed the way computing systems are designed. In traditional servers, system performance…

aihardwareperformance
Dev.to Oct 15, 2026, 01:13 UTC
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Technical SEO for Developers: From URL Architecture to Rendering and Indexing

A sitemap points to one URL. The page declares another as canonical. Internal links keep reinforcing a third version. You can change the SEO plugin…

seowebdevperformancejavascript
Dev.to Oct 14, 2026, 20:26 UTC
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How I Use a $5.5 WebDAV Mount to Edit 4K Video Without Local Storage

How I Use a $5.5 WebDAV Mount to Edit 4K Video Without Local Storage Most video editors assume your media lives on a fast local drive. If you are ed…

hardwareperformancetools
Dev.to Oct 14, 2026, 19:21 UTC
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How to Improve Blogger Website Performance with Practical HTML and CSS Optimizations

How to Improve Blogger Website Performance with Practical HTML and CSS Optimizations A Blogger website can look beautiful and still perform poorly o…

webdevbeginnersperformancecss
Dev.to Oct 14, 2026, 08:26 UTC
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Profiling a Slow Application: Stop Guessing, Start Measuring

Your application is slow. Users are complaining. API requests are taking too long, and pages are struggling to load. Your first instinct might be to…

backenddebuggingperformancesoftwareengineering
Dev.to Oct 14, 2026, 08:25 UTC
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Why a '35GB' Quantized LLM Still OOMs an 80GB GPU: KV Cache, GQA vs. DeepSeek MLA, and the Real VRAM Math

Every engineer deploying open-weights models hits the same rite of passage: You take a 70B parameter model, quantize it to 4-bit ( 70B * 0.5 bytes ≈…

aillmperformance
Dev.to Oct 14, 2026, 07:25 UTC
EN

Most PySpark Tuning Advice Starts in the Wrong Place

When I benchmarked PySpark's UDF types earlier this year, I ran the same three workloads (trivial arithmetic, a string transform, a normal CDF) at f…

sparkpysparkperformancearrow
Dev.to Oct 14, 2026, 05:19 UTC
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What Is Event Loop Lag in Node.js? How to Measure It (Part 1)

Your Node.js API gets slow. The database looks fine. So do the downstream services. Yet p99 latency has tripled and even the health check takes 300m…

nodewebdevperformancejavascript
Dev.to Oct 13, 2026, 12:17 UTC
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How I Kept a 4K Media Client Under 1 MB (When Every Player App Weighs 100 MB+)

I build small software. My latest project, RKMovies, is a 4K-capable media client for Android and Windows that ships as a 0.91 MB APK. Not 91 MB — 0…

androidperformanceshowdev
Dev.to Oct 11, 2026, 20:21 UTC
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Why your tests don't catch N+1 queries (and how to make them)

N+1 queries are easy to merge with a green CI run. The tests covered the endpoint and checked the response. They did not check how many queries it t…

databaseperformancepythontesting
Dev.to Oct 11, 2026, 15:27 UTC
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How big is Hello World in C#? From 76 MB down to 0.73 MB

How big is the smallest C# program? It depends almost entirely on how you publish it . Same one line of code, five different dotnet publish commands…

csharpdotnetperformanceprogramming
Dev.to Oct 11, 2026, 13:26 UTC
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What async/await really compiles to in C# (and when ValueTask is worth it)

Most of us use async / await every day without knowing what it turns into. That's fine, until you need to answer a question like "should this method…

csharpdotnetasyncperformance
Dev.to Oct 11, 2026, 07:28 UTC
EN

1,826 draw calls to put 61 objects on the screen

Development covered 15 Aug 2026 to 17 Aug 2026 (commit dates). Players of Myriad Immortal Sect walk a continent that streams in around them as they…

gamedevperformanceindiedevdevlog
Dev.to Oct 11, 2026, 04:30 UTC
EN

Server-Sent Events (SSE) Backpressure Breaks: Memory Leaks and Socket Starvation in High-Throughput LLM Pipelines

Streaming LLM completions over Server-Sent Events (SSE) looks trivial in sandbox demos, but unhandled backpressure under real-world network conditio…

ainodeperformancejavascript
Dev.to Oct 10, 2026, 14:27 UTC
EN

Our Next.js ISR writes hit 325K on Vercel's free plan. Determinism fixed half of it

I run promokoduz.uz , a promo-code catalogue for Uzbekistan in three languages. It is a small site: 111 live codes across 75 brands and about 60 vis…

nextjsvercelwebdevperformance
Dev.to Oct 10, 2026, 09:24 UTC
EN

Replacing ffmpeg.wasm with WebCodecs: a 1080p export from 10.3s to 2.6s

I maintain a browser-based video editor. Everything runs client-side — no upload, no server — which for a long time meant ffmpeg compiled to WebAsse…

webdevjavascriptwebassemblyperformance
Dev.to Oct 10, 2026, 05:28 UTC
EN

Why @next/bundle-analyzer wasn't enough for our team (So we built an automated PR bot)

If you've ever worked on a growing Next.js app, you've probably lived through this exact scenario: You’re reviewing a seemingly harmless pull reques…

automationnextjsperformancereact
Dev.to Oct 9, 2026, 22:13 UTC
EN

You Picked a State of the Art Model. The API Is Making It Hard to Tell.

The model can do the job. The service delivering it has a job to do, too. You compare models, run your evaluation set, and find one that gets it. It…

apillmperformance
Dev.to Oct 9, 2026, 15:23 UTC

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