The situation
A scheduled Apify scrape for construction prospects, with wait/poll logic, dedupe against the existing CRM sheet, and append-only writes for new leads.
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Apify → CRM pipeline that scrapes construction prospects and drops only new leads into the sheet.

The situation
A scheduled Apify scrape for construction prospects, with wait/poll logic, dedupe against the existing CRM sheet, and append-only writes for new leads.
The problem
Sales teams needed structured, repeatable prospect lists instead of manual copy-paste from public listings, and they could not afford duplicates hitting the same inbox twice.
What we built
An n8n workflow that starts an Apify actor, polls until the run finishes, maps results into CRM fields, filters out emails already in the sheet, and appends only new rows.
Multi-tenant messaging architecture with queues, webhooks, and campaigns.
Working software that watches ICP+ slots and alerts over Telegram.
Phone conversations that collect structured data and write back to a CRM.