Can code-level strategies help manage or recover from these timeout errors effectively?

Yes, code-level strategies are crucial: 1. **Error Handling and Retries:** Implement robust `try-catch` blocks to gracefully handle timeout exceptions. For transient issues (e.g., temporary network glitches), implement retry logic with exponential backoff. 2. **Circuit Breaker Pattern:** For external service calls, use a circuit breaker to prevent repeated calls to a failing service, allowing it to recover and preventing further timeouts. 3. **Transaction Management:** Ensure that operations are wrapped in transactions where appropriate. If a timeout occurs, roll back the transaction to prevent partial updates and data inconsistency. 4. **Asynchronous Programming:** Utilize `async/await` patterns or background task processing for long-running operations to free up the main thread and provide a better user experience without blocking. 5. **Detailed Logging:** Log comprehensive information about the timeout, including the command, parameters, and duration, to aid in debugging and future analysis.