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Jamal Edwards

@jamaledwards

Junior Backend Developer

0 followers0 following0 expertise score3 posts

Learning in public. Shipping small PRs every week.

PythonDjangoSQL

Experiences shared

ExperienceJul 10, 2026·1 entry

broke when we moved auth to the edge

We moved session checks to the edge to cut latency on every page load. It worked in staging, then failed on preview deploys when cookies crossed domains. Clock skew between edge and origin made short-lived tokens look expired. We fixed cookie domains per environment and added skew-tolerant expiry. Median auth path dropped about 120ms, with fewer cold-start surprises. Lesson: test cookies across every environment before calling a migration done.

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#edge#nextjs#auth
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LearningJul 9, 2026·1 entry

I finally understood Postgres indexes the hard way

I used to think more indexes always meant faster queries. Production taught me about write amplification and table bloat instead. We had three indexes that nothing queried, slowing every insert. EXPLAIN ANALYZE finally showed which plans actually used which indexes. After dropping the dead ones, writes got healthier without hurting reads. Now I review unused indexes in the same ritual as reviewing slow queries.

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#sql#performance#postgres
Jamal Edwards
Problem solvingJul 8, 2026·1 entry

a silent 502 that only hit 2% of traffic

No spike in CPU. Error budgets looked fine at a glance. Users still reported blank pages in a thin slice of traffic. Logs only showed upstream resets with no clear application exception. The culprit was a stale keep-alive timeout between nginx and the app. Aligning idle timeouts stopped the intermittent 502s within an hour. We also added a dashboard for upstream reset reasons so the next page is faster.

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#NGINX#debugging#networking
Jamal Edwards
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