Destination APIs often fluctuate in availability due to network failures, bugs, or server overload. To maintain high delivery rates, Segment automatically retries failed destination API calls for a window of four hours. 

These attempts utilize a randomized exponential backoff strategy, which progressively increases the time between retries. This approach allows temporary issues to resolve without further taxing the destination, substantially improving overall data reliability.