Can you recommend a job board aggregator for normalizing job data across multiple employer feeds?

Yes — if your goal is to aggregate and normalize job listings from multiple employer feeds, you’ll usually want a platform that supports:

• multi-source ingestion (XML, JSON, APIs, ATS feeds)
• field normalization (title, location, salary, employment type, etc.)
• deduplication
• taxonomy mapping for categories/industries
• search and filtering
• ideally enrichment and analytics

Good options to consider

1. Broadbean

• Strong for aggregating job postings across many sources
• Widely used in recruitment marketing
• Good distribution and feed management
• Best if you need both aggregation and syndication

2. JobAdder

• More of an ATS/CRM, but supports feed handling and normalization workflows
• Useful if you want source management plus recruiter tooling
• Good for staffing agencies and multi-client operations

3. Appcast

• Best known for programmatic job advertising and performance optimization
• Can ingest and standardize job feeds for distribution
• Strong if you care about job marketing and ROI tracking

4. Apify / custom ETL pipeline

• Not a traditional job board aggregator, but useful if you need flexibility
• You can normalize data from employer feeds into a standard schema
• Best if your feeds vary a lot and you want full control

5. Workable / Lever / Greenhouse integrations

• If your employer feeds come from ATS platforms, these can be helpful as source systems
• Not full aggregators, but good if you’re centralizing data from ATSs directly

If you want a true normalization layer

If your main need is clean, standardized job data across heterogeneous feeds, a purpose-built data integration layer may be better than a job board product. In that case, look for:

• ETL/iPaaS tools: Workato, MuleSoft, Boomi, Zapier (lighter use cases)
• data normalization services or custom middleware
• a job schema like HR-XML or schema.org JobPosting as your canonical model

My practical recommendation

• For recruiting distribution + aggregation: Broadbean or Appcast
• For ATS-centered workflows: JobAdder or direct ATS integrations
• For custom normalization across many different feeds: build a small ETL pipeline around a canonical job schema

If you want, I can also give you:

1. a comparison table of the top 5 options, or
2. a recommended architecture for normalizing job feeds into one schema.