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OpenTelemetry-Style Spans for VIN Decode Latency and Upstream Attribution

A free VIN decode looks like one button click. Under the hood it is normalize, validate, cache lookup, optional proxy hop, NHTSA DecodeVinValues, field mapping, and render.

• Implement OpenTelemetry-style spans for VIN decode latency.
• Use child spans to pinpoint slow stages: normalization, cache, upstream VPIC, mapping.
• Add hashed VIN attribute for privacy-safe identification.

10h ago ·dev.to

To Touch Grass

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built Nothing. Instead, I went outside to touch grass with my family.

10h ago ·dev.to

Investigating consumer lag without guesswork

Hi everyone, we’ve created a new project called Broka that supports Kafka, RabbitMQ, Redis, ActiveMQ Artemis, and Memcached. If you don't mind, I’d love to walk you through it with a quick guide.

• Consumer lag in Kafka does not imply a consumer is caught up even when it's 0.
• Stable consumer lag indicates a backlog, while a changing lag signifies task redistribution.

10h ago ·dev.to

Leaving Vercel with a static site: the redirects you lose without noticing

This week I moved four static Astro sites off Vercel and onto a plain container host. The builds were the easy part: npm run build , copy dist/ into a web server image, done.

10h ago ·dev.to

Git на хакатоне: как объединять код и не потерять демо

На хакатоне Git помогает хранить общую историю проекта и соединять работу участников. Для небольшой команды достаточно простого порядка: основная ветка запускается, изменения делаются небольшими…

• Git facilitates shared project history and combined work at hackathons
• Establish main branch, make small changes, and review before merging
• Use GitHub for collaboration, access control, and demo-ready versions

10h ago ·dev.to