A client moved their reads to database replicas for performance. The latency numbers looked great — until customers started getting charged twice and inventory counts drifted from reality.
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Hello, I'm Luke
Personal blog about my experiences and thoughts on software development.
Latest Posts
- A client found one of their API keys in a public error log. Tracing where that key actually lived took longer than fixing the leak — and revealed a secrets management problem nobody wanted to own.
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- A client's payment provider was sending webhook notifications correctly. Their system acknowledged every one. And then quietly threw most of them away.
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- A client's "graceful degradation" strategy silently served stale pricing data for 11 hours. The outage would have been better.
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- A client's AI features were burning through their OpenAI budget 3x faster than projected. Adding OpenTelemetry's GenAI semantic conventions revealed the problem wasn't what anyone expected.
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