Dear [Hiring Manager's name],
[Referrer's name] on your [team name] team suggested I apply for the [Backend Engineer] role after telling me about [the specific problem the team is tackling]. I have spent six years building payment and identity systems in Go and TypeScript, and that problem is close to one I have already solved in production.
At [Current employer], checkout called its downstream services synchronously, and the resulting timeouts were failing 3% of transactions. I traced the latency to that fan-out, replaced it with an event-driven queue, and p99 checkout latency dropped from 1.8s to 240ms. The timeout errors went with it. What I would bring to [Company] is less the queue than the habit behind it: measure the real traffic first, then choose the fix.
The same habit shaped the rate-limiting layer I designed, which now handles 40M requests a day and has had no incidents in the year since launch, because it was sized from measured traffic rather than a guess. I also led the move of 40+ services onto a shared authentication library, removing four duplicate token implementations and closing a session-fixation vulnerability found in audit. The design write-up for the rate limiter is at [link to write-up, pull request or talk].
What draws me to [Company] specifically is [one specific thing about the company's product or engineering work — a post on your engineering blog, an open-source project you maintain, a scaling problem named in the posting — and why it matters to you]. Your posting also mentions [a responsibility from the job description, such as on-call ownership]; I have mentored three engineers through their first on-call rotations, and all three now lead incident response on their own.
I would welcome the chance to talk through how I would approach [the system or problem named in the posting]. Thank you for your time.
Kind regards, [Your name]