Data enrichment pipelines
Directories, catalogues and lead lists are only as good as their pipeline. We build the import, the cleaning, the enrichment and the publish policy as one system, with raw data kept, costs capped and every step re-runnable.
What you get
- Import from Google Places, marketplaces, spreadsheets or your own systems, with raw data preserved
- Cleaning: de-duplication, normalisation, category mapping, photo and link validation
- AI enrichment from the record's own data: summaries, categories, attributes, translations, all gated
- Cost control: field selection, caching, batch budgets and a spend log
- A publish policy so thin records stay out of the index until they are complete
How data pipelines and enrichment runs with us
Sources and schema
What comes from where, what a complete record looks like, what must never be overwritten.
Import, clean, enrich
Each step is a script that can be re-run; raw data is never edited; AI enrichment passes gates.
Publish policy and schedule
Only complete records go live; runs on a schedule with a budget and a log.
Good fit if
- You are building a directory, marketplace or catalogue from external data
- Your data has duplicates, missing photos and empty descriptions
- Your API bill surprised you last month
What we need from you
- API keys and accounts in your name
- What a good record looks like to you
- A budget per run
Questions we get about data pipelines and enrichment
How big?
The directory we run has about 7,000 businesses imported, cleaned and enriched, with roughly 4,900 AI summaries generated from the record data and reviews. The pipeline was the product.
Does the enrichment overwrite owner data?
Never. Owner-entered data lives separately and wins in the template. A re-run refreshes the imported side only.
Is scraping legal?
We use official APIs where they exist and respect terms and robots rules. We tell you when a source is not usable.
Tell us what you need
Send a few lines about your project. We reply within one working day with questions or a first estimate.