Collaborate’s deal information lived in HubSpot, Scoro and Airtable. Abhishek Gawade’s integration work connected the tools around the agency’s sales and billing workflow, with controls for duplicate processing and failed transfers.
When a deal closed, the team had to carry information between systems, create fields and check that the corresponding record existed in Scoro. Missing or inconsistent data could surface later in billing.
The agency needed its existing tools to work together. Replacing the CRM or operations platform would not address the specific failure as directly as owning the connections between them.
The integration used n8n for bidirectional updates between HubSpot and Scoro, with Airtable in the workflow. Each event was translated into a canonical payload before the destination record was updated.
Idempotency keys and Redis locks controlled repeated processing. Error triggers, retries and execution logs supported recovery when a connected service failed. An AI deal-probability score was written back as another field in the workflow.
Project materials showing the workflows and interfaces described in this case.
The project replaced a collection of manual handoffs with an integration layer that connected the agency’s tools. The operating logic included the normal transfer, repeated events and service failures, giving the process a defined path beyond a successful API call.
Bought software still needs an owner when the connections affect billing. Someone must maintain field mappings, account permissions, API changes and recovery procedures across the whole workflow. Foundation can identify that dependency; Tech Team can own the agreed integration scope afterward.
Project contribution: Abhishek Gawade. The scope described above identifies the work behind this case.
collaborateglobal.com — project link
Editorial review: Ego Eimi · Updated September 6, 2026 · About the team
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