Prompt

How do I set up job feed management software to publish and refresh listings across a niche job board?

Latest observation

Jul 26, 2026 · OpenAI APIWeb search: off

To set up job feed management software for a niche job board, think of it as a pipeline with 5 parts:

  1. Source jobs
  2. Ingest and normalize them
  3. Filter/deduplicate/enrich
  4. Publish to your board
  5. Refresh/expire listings automatically

Here’s a practical setup flow.


1) Define your feed sources

First, identify where listings will come from:

  • Direct employer ATS feeds: Greenhouse, Lever, Workday, Ashby, iCIMS, etc.
  • Partner feeds: agencies, associations, niche employers
  • Aggregators/API providers: if allowed by their terms
  • Manual uploads: CSV, XML, JSON

For a niche board, you usually want sources that match your niche tightly, such as:

  • industry-specific employers
  • location-based roles
  • remote-only jobs
  • specialty titles/skills

2) Choose job feed management software

Look for software that can:

  • ingest API, XML, RSS, CSV, JSON
  • map custom fields
  • deduplicate jobs
  • schedule refreshes
  • expire stale jobs
  • support moderation/workflows
  • expose an API or webhooks for your board
  • track source, sponsor, and status

Common features you’ll want:

  • field mapping
  • feed transformation rules
  • job ID management
  • auto-refresh / revalidation
  • expiry handling
  • taxonomy/tagging
  • analytics

If your board is custom-built, make sure the software can push into your database or CMS.


3) Set up your data model

Before importing anything, define the fields your board will store.

Typical job fields:

  • external job ID
  • title
  • company
  • company logo
  • description
  • location
  • remote/hybrid status
  • salary range
  • job type
  • category/tags
  • apply URL
  • source name
  • source URL
  • posted date
  • refreshed date
  • expiry date
  • status: active, expired, hidden, pending

Also define your matching rules for niche relevance, for example:

  • only jobs with certain titles
  • only jobs in a specific sector
  • only jobs meeting location/remote rules
  • only jobs containing approved keywords

4) Configure ingestion and mapping

For each feed source:

a) Connect the feed

  • API key / OAuth
  • feed URL
  • file upload
  • scheduled import

b) Map source fields to your board fields

Example:

  • job_titletitle
  • job_locationlocation
  • job_urlapply_url
  • company_namecompany
  • date_postedposted_date

c) Normalize data

Standardize:

  • location formats
  • country/state names
  • salary units
  • job type labels
  • remote/hybrid definitions

d) Add classification rules

Assign category/tag based on:

  • keywords in title/description
  • employer industry
  • source feed
  • geo rules

5) Deduplicate listings

This is critical for a niche board so users don’t see the same job multiple times.

Common dedupe keys:

  • external job ID
  • apply URL
  • title + company + location
  • canonical job URL

Set precedence rules:

  • keep the most complete record
  • prefer direct employer source over syndication
  • merge sponsored metadata if applicable

6) Set refresh logic

“Refreshing” means confirming the job is still active and updating stale fields.

Typical approaches:

A. Scheduled re-pull

Re-import each feed every 1–24 hours depending on source reliability.

B. Status verification

If the source provides job status:

  • active
  • closed
  • filled
  • paused

Then update your board automatically.

C. Last-seen logic

If a job hasn’t appeared in the source after X days:

  • mark as expired
  • hide from search
  • optionally keep archived

D. Expiry rules

Use an expiry window if the source doesn’t provide one:

  • 30 days
  • 45 days
  • 60 days

For niche boards, shorter expiry windows usually help keep the board fresh.


7) Publish to the job board

You’ll need a publishing method based on your stack:

If using a CMS

  • push jobs into custom post types
  • update via API
  • set status and indexing fields

If using a custom app/database

  • insert/update via REST API or direct DB pipeline
  • generate pages dynamically
  • index with Elasticsearch/OpenSearch if needed

If using a marketplace/job board platform

  • use their import tools or integrations
  • map custom taxonomy and featured listings

Make sure published records include:

  • canonical URL
  • source attribution
  • application link
  • refreshed date
  • expiration date
  • structured data markup for SEO

8) Add moderation and quality checks

For niche boards, manual review can be useful, especially at first.

Set up checks for:

  • spam or irrelevant jobs
  • duplicate employers
  • broken apply links
  • salary anomalies
  • missing company names
  • mismatched categories

Workflow options:

  • auto-publish trusted sources
  • manual review for new sources
  • hold for approval if confidence score is low

9) Automate refresh and cleanup

A typical schedule might be:

  • Every 1–6 hours: ingest high-priority feeds
  • Daily: refresh all active jobs
  • Weekly: audit expired/hidden items
  • Monthly: review source quality and relevance

Automations:

  • expire jobs after no refresh
  • ping broken apply URLs
  • update company metadata
  • recategorize based on improved rules
  • remove archived jobs from public search

10) Track analytics

Monitor:

  • feed success/failure rates
  • duplicate rate
  • active vs expired jobs
  • click-through rate
  • apply conversion rate
  • source performance
  • top categories and employers

This helps you decide:

  • which sources are valuable
  • which feeds need better mapping
  • which niches deserve more sourcing

A simple implementation pattern

If you want a straightforward architecture:

Source feeds → ingestion service → normalization/dedupe → database → publishing API/CMS → scheduled refresh job

Tools you might use:

  • Zapier/Make/n8n for lightweight automation
  • Airbyte/Fivetran for connectors
  • custom Python/Node scripts for transformations
  • cron + serverless functions for refresh jobs
  • CMS API for publishing

Best practices for niche boards

  • prioritize direct employer feeds
  • enforce strict relevance rules
  • keep expiration short
  • show “last updated” times
  • remove stale jobs quickly
  • tag by niche-specific taxonomy
  • avoid over-aggregating generic roles
  • maintain source attribution for trust

Example workflow

  1. Import a Greenhouse feed every 2 hours
  2. Normalize title, location, salary, and remote status
  3. Deduplicate against existing jobs
  4. Auto-tag roles as “Data Science,” “AI,” or “ML”
  5. Publish new jobs immediately
  6. Refresh active jobs every day
  7. Expire jobs not seen for 14 days
  8. Archive expired jobs for internal review

If you want, I can also give you:

  • a recommended software stack for a niche job board,
  • a step-by-step setup checklist, or
  • a sample data schema + refresh workflow.

Observation history

See 1 earlier observation

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