Another part of your methodology is correct - looking around you at all possible airports.
Sorry about missing that sale. It happens. I'll bet you now have your passport number at work.
Not my area of expertise, but a lot of people here report where sales can linger on various more obscure OTA sites. Seems I regularly read of one I'd not yet heard of. Sometimes even one of the more common ones.