Python crawlers for VIC Register, Funerals Australia, NFDA n8n workflows for scheduled discovery and enrichment SQLite schema and seeded dev database (1,463 providers) End-to-end process documentation in n8n/PROCESS.md
Provider Crawl
Automated pipeline for discovering Australian funeral directors from public registries, finding their websites, and extracting pricing data. Feeds the Funeral Arranger platform with a seed of unverified providers that an admin reviews before publishing.
What's in this repo
crawlers/ Python modules — one per data source + shared pipeline utilities
n8n/ n8n workflows that orchestrate the crawlers on a schedule
database/ SQLite + Postgres schemas, a seed dump, and a pre-populated dev DB
Three documents explain how it works, in increasing depth:
- n8n/PROCESS.md — Plain-English end-to-end walkthrough of the four workflows and how their output maps to database tables. Start here.
- crawlers/PIPELINE.md — Architecture of the Python modules, source-by-source notes, listing-tier logic.
- n8n/README.md — How to stand up n8n locally with Docker and import the workflow JSONs.
Quick start (local, no n8n)
# 1. Install Python deps (requests, beautifulsoup4, rapidfuzz, pdfplumber)
python3 -m venv .venv && source .venv/bin/activate
pip install requests beautifulsoup4 rapidfuzz pdfplumber
# 2. Configure API keys
cp crawlers/config.example.json crawlers/config.json
# Edit crawlers/config.json and add your Serper key (free 2,500/month from serper.dev)
# Optionally add an Anthropic API key for AI pricing extraction
# 3. Inspect the included dev database (1,463 providers, 121 with pricing)
sqlite3 database/providers.db ".tables"
sqlite3 database/providers.db "SELECT listing_tier, COUNT(*) FROM funeral_brand GROUP BY listing_tier"
# 4. Or start fresh and run the pipeline end-to-end
rm database/providers.db
sqlite3 database/providers.db < database/schema_sqlite.sql
cd crawlers
./run_overnight.sh # equivalent to workflows 1–3 back to back
API keys needed
| Service | Purpose | Cost | Where |
|---|---|---|---|
| Serper.dev | Website discovery via Google search | 2,500 free/mo | https://serper.dev |
| ABR (Australian Business Register) | ABN validation | Free (GUID required) | https://abr.business.gov.au/Tools/WebServices |
| Anthropic | AI pricing extraction (Claude Haiku) | ~$2 / full run | https://console.anthropic.com |
Only Serper is required to run the full pipeline. Anthropic is only needed for
the AI extraction step in Workflow 3 (can be skipped — Python crawl still
populates pricing text into source_record for manual review).
Database
The included database/providers.db is a live SQLite snapshot from the last
overnight run: 1,463 unique providers, 994 with websites, 121 with pricing.
Schema files:
database/schema_sqlite.sql— SQLite schema, used for local devdatabase/schema.sql— Postgres schema (production target)database/seed_verified.sql— seed data for partner (verified = 1) providersdatabase/PROVIDER-SCHEMA-SPEC.md— schema commentary and design notesdatabase/IMAGE-MAPPING.md— asset conventions for verified providers
Per n8n/PROCESS.md, the pipeline only writes to a defined subset of columns —
verified, hidden, branding, and funeral_home_id are admin-only.
Status
What's built and working:
- All three source crawlers (VIC Register, Funerals Australia, NFDA)
- Cross-source deduplication with fuzzy name/postcode/ABN matching
- Website discovery via Serper + DDG + URL guessing
- ABN lookup via ABR
- Website enrichment: meta descriptions, pricing page discovery, PDF detection
- Listing tier computation
- Four n8n workflow JSONs ready to import
What's not yet built (open to pick up):
- Google Places API integration for richer location data (ratings, place_id)
- Playwright-based enrichment for JS-rendered sites (~37% of sites)
- Admin review UI for approving hidden providers before they go live
- Stale package cleanup in the monthly refresh
Contact
Richie — richie@tensordesign.com.au