Overview
In addition to the API, BPD offers parcel data as flat file exports: full county or statewide datasets delivered as structured files. Flat files are the right choice when you need to process large volumes of parcels, run offline analysis, or build embeddings and AI pipelines.API vs. flat files
| API | Flat files | |
|---|---|---|
| Best for | Real-time lookups, geographic queries, app integrations | Bulk processing, AI/ML, benchmarking, high-volume workflows |
| Delivery | On-demand via REST | File delivery (S3 or direct download) |
| Volume | Up to 5,000 parcels/month on Professional plan | Entire states or nationwide |
| Latency | Real-time | Batch |
| Updates | Reflects latest data | Delivered on a scheduled cadence |
| Pricing | Subscription by parcel limit | Per state or nationwide |
AI and ML workflows
Flat files are the preferred delivery method for AI and ML use cases because they let you:- Generate embeddings from full parcel records in batch (e.g. using Databricks, Spark, or a local pipeline)
- Build vector search indexes over parcel text fields (owner, address, legal description)
- Run natural language search by embedding query text and retrieving semantically similar parcels
- Power agentic AI workflows that need offline access to the full parcel corpus