What it does
In Make (formerly Integromat), takes incoming webhook payloads, transforms field names/structures, applies validation, and forwards the standardised body to multiple APIs without rebuilding logic each time.
Why I recommend it
Many APIs expect different formats. Building bespoke logic per integration is brittle. A reusable formatter flow keeps integrations clean and future changes painless.
Expected benefits
- Faster rollout of new integrations
- Reduced errors from unexpected payload shapes
- Centralised schema management
- Easier troubleshooting via consistent logs
How it works
Incoming webhook hits Make -> JSON aggregator parses body -> routers map/rename fields, enforce defaults, and flatten arrays -> optional validation module rejects malformed payloads -> standardised JSON sent to each consumer (CRM, data warehouse, Slack) with per-destination tweaks handled via templates.
Quick start
Document the “golden” schema for your most common webhook, then rebuild one Make scenario using functions/arrays to prove out the reusable approach before generalising.
Level-up version
Maintain versioned schemas in Airtable, auto-notify teams when upstream payloads change, add retry/backoff logic, and write formatted payloads to S3/BigQuery for auditing.
Tools you can use
Automation: Make, Zapier, n8n
Validation: JSON Schema, Pydantic via webhook modules
Logging: Airtable, BigQuery, Datadog
Also works with
AWS Lambda middleware, Azure Logic Apps transformations, Segment Functions.
Technical implementation solution
- No-code: Make router scenario -> JSON aggregator + Set Variable modules -> HTTP modules post formatted payload to each service -> log original vs formatted payload in Airtable.
- API-based: Dedicated middleware built on Cloudflare Workers or AWS Lambda standardises payloads before invoking Make via webhook, enabling version control and automated tests.
Where it gets tricky
Handling deeply nested arrays, ensuring transformations keep pace with upstream API changes, and avoiding data loss when optional fields suddenly appear or disappear.
