Building batch geocoding jobs without manual cleanup

When you need to geocode large datasets, consistency matters more than fancy tooling. A simple pipeline should accept raw addresses, normalize them, and store both the structured components and coordinates.

Here is a quick checklist for batch workflows:

• Normalize formatting before matching.
• Store confidence scores alongside results.
• Flag ambiguous records for review.
• Keep a canonical address string for deduping.

LocStack supports batch endpoints that return structured JSON for each input, making it easy to build reliable enrichment jobs.