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Harish Reddy

@harishreddy

SDE-1

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Writing postmortems so the next on-call sleeps better. (tamil/kannada)

C#.NETAzure

Experiences shared

CareerJul 12, 2026·1 entry

from my first year as a staff engineer

Influence without owning every PR took longer than I expected. Saying no clearly protected the roadmap more than heroic overtime. Writing the docs nobody wants to write still changes team speed. I spent more time unblocking others than shipping my own features. Staff work is often invisible until the org feels the absence of it. Still learning how to measure impact without vanity metrics.

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#leadership#career
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QuestionJul 11, 2026·1 entry

do you test webhook retries without drowning in fixtures?

Our provider retries aggressively and out of order under failure. Naive fixtures make CI slow and still miss race conditions. Looking for patterns that keep suites fast and realistic. Do you fake the provider clock, or replay recorded payloads? How do you assert idempotency without flaky sleeps? Share a setup that survived production incident recreations.

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#ci#webhooks#testing
Harish Reddy
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
Harish Reddy
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
Harish Reddy
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
Harish Reddy
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