OAuth tokens do not fail on schedule. They expire during jobs, race during refresh, and get revoked without warning. Reliable SaaS integrations need a token lifecycle strategy.
Duplicate webhook delivery is normal. Build idempotent handlers with Node.js and Python, enforce deduplication in Postgres, and verify concurrency is safe.
One event in, many deliveries out — each with its own retries and failure isolation. A practical guide to fan-out architecture for SaaS integration teams.
Direct API calls, Zapier workflows, and Meshes take different approaches to HubSpot integrations. For SaaS products with customer-connected accounts, Meshes provides workspace-scoped routing, field mappings, retries, and delivery history.
A first-pass webhook retry loop breaks in production for predictable reasons. Node.js examples show where backoff, jitter, idempotency, rate limits, and dead letters come in, and how Meshes handles delivery automatically.