Worked examples

Senior Backend Engineer, Platform

A platform team rebuilding an ingestion path that has outgrown its database. The posting is heavy on scale language and light on specifics, which is the common case and the one worth practising against.
Demonstration — this company is invented
What the posting asks for
  • Experience owning a service at six figures of requests per minute
  • Familiarity with partitioning and online resharding
  • Has run an incident, not just been paged for one
3 proposed changes, with reasons
Change 1

Before: Worked on database performance improvements for the orders service.

After: Led migration of the orders table to a hash-partitioned layout, moving 900M rows with no downtime.

Why: The posting names online resharding twice. Your resume had the work but not the word, and not the scale.

Change 2

Before: Improved checkout performance.

After: Cut p99 checkout latency from 1.4s to 310ms by moving fan-out off the request path.

Why: A number the reader can compare against their own is worth more than the verb "improved".

Change 3

Before: Participated in the on-call rotation.

After: On-call for the payments path; wrote the runbook still used for processor timeouts.

Why: They ask for someone who has run an incident. Owning the runbook is the evidence.

What it could not fix
  • No Kafka on your resume; the posting mentions it once, in a list.
  • They ask for Go. Yours is Java and Python — worth a line in the note.

Gaps are shown rather than papered over. The assistant rewrites how something is said; it does not invent something you did not do.

This example
Company
Northwind Systems
Level
Senior
Location
Seattle, WA · Hybrid
Type
Full time
Match
82%
Status
Waiting for your approval

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