Enterprise integrations with Zendesk often suffer from severe API throttling because each user typing event or deflection attempt triggers redundant HTTP requests.
By introducing a stateful middleware layer that aggregates delta changes over 400ms debounce windows and batches side-effects, we reduced Zendesk API consumption by 61.4% while improving perceived client responsiveness.