# Data integration

Convert ADF XML automotive leads to JSON in Zapier, then map them to HubSpot with duplicate checks, safe error handling, and a working Python example.

Design a nonprofit donation workflow with HubSpot, Zapier and QuickBooks Online: prevent duplicate revenue, handle soft credits, and reconcile payouts.

How a small nonprofit fixed a Classy-to-Bloomerang Zapier sync that silently dropped gifts: ACH re-checks, retry handling, review queues, and event data.

Need Shopify product customization with file uploads? See how variants, line-item properties, and apps handle multi-file uploads, conditional fields, and notes.

How a multi-office senior home care company automated 42 weekly CRM reports into BigQuery and one live Looker Studio dashboard using Pipedream.

A Virginia landscaping company lost leads because call transcripts never reached JobNimbus. See how Make automations closed the gap over 3.5 years.

Set up a Vista Viewpoint BambooHR integration over SFTP: export pay stubs and time cards, match each employee, and upload every PDF. See the full workflow.

Clean up a dispatch dashboard in Google Sheets: stop duplicate rows, standardize formatting, show live wait time, and build a simple ETA model.

Notion database for contract manufacturers: a practical checklist for schema, searchable fields, capability tagging, and HubSpot sync before a trade show.

Fix QuickBooks duplicate customer email domain issues with Zapier Formatter and API-based lookup. Reduce duplicate records, failed receipts, and manual cleanup.

Learn how to automate a QuickBooks ShipStation invoice integration, trigger orders at the right stage, map SKUs and addresses, and test fulfillment safely.

BambooHR pension report automation: generate compliant CSVs right after payroll, validate required fields, and deliver the files securely over SFTP.