For job boards

Pull a filtered slice of the index on a schedule, keep your own ranking and design, and let expiry handling come from the feed rather than from user complaints. Deduplication means the same role does not appear four times on your board.

Typical setup

• Nightly export of your vertical into your database.
• Hourly search calls for the fast-moving categories.
• Expired stream to retire listings on the same day the employer takes them down.