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A summary of what Forward-Deployed-Engineer-archetype roles ask for, aggregated across job postings at well-known smaller (<1k employees) tech companies. Each section ranks the values you'll see asked for, with their share of the corpus. Listings are scraped from public Greenhouse, Lever, and Ashby boards; categories and per-listing values are LLM-generated (Gemini 3.1 Pro for the schema, DeepSeek V4 for extraction) so some details may be inexact. Click any value's bar to see the verbatim quote from each listing that drove its classification.