High severity intermediate · Fix: 5-15 min

TimeoutError

asyncio.exceptions.TimeoutError

What this error means
RunPod serverless handler timed out because the function exceeded the maximum allowed execution time.

Stack trace

traceback
asyncio.exceptions.TimeoutError: The RunPod serverless handler exceeded the allowed execution time limit and was terminated.
QUICK FIX
Increase the RunPod serverless function timeout setting and optimize handler code to run asynchronously and complete faster.

Why it happens

RunPod serverless functions have a maximum execution time limit configured by the platform. If your handler runs longer than this limit, the platform forcibly terminates it, raising a TimeoutError. This often happens due to long-running synchronous code, blocking calls, or inefficient resource usage.

Detection

Monitor function execution duration metrics and catch asyncio.exceptions.TimeoutError in your handler logs to detect when timeouts occur before they crash your service.

Causes & fixes

1

Handler function contains blocking or long-running synchronous code that exceeds the timeout limit.

✓ Fix

Refactor the handler to use asynchronous calls and optimize logic to complete within the allowed time.

2

External API calls or I/O operations in the handler are slow or unresponsive, causing delays.

✓ Fix

Add timeouts and retries to external calls, and consider caching or prefetching data to reduce latency.

3

The configured timeout for the RunPod serverless function is too low for the workload.

✓ Fix

Increase the timeout setting in the RunPod function configuration to allow more execution time.

Code: broken vs fixed

Broken - triggers the error
python
import runpod

def handler(event):
    # Blocking call causing timeout
    import time
    time.sleep(120)  # This will cause a timeout error
    return {'status': 'done'}

runpod.serverless.start(handler)  # This line triggers the timeout error
Fixed - works correctly
python
import os
import asyncio
import runpod

os.environ['RUNPOD_API_KEY'] = os.environ.get('RUNPOD_API_KEY')  # Use env var for API key

async def handler(event):
    # Use async sleep instead of blocking sleep
    await asyncio.sleep(1)  # Reduced sleep to avoid timeout
    return {'status': 'done'}

runpod.serverless.start(handler)  # Fixed: async handler and no blocking calls
Refactored the handler to be asynchronous and replaced blocking sleep with asyncio.sleep to prevent timeout errors.

Workaround

Wrap long-running code in asyncio.wait_for with a timeout shorter than the platform limit and catch TimeoutError to handle partial results or retry logic.

Prevention

Design serverless handlers to be asynchronous, avoid blocking calls, and monitor execution time metrics to keep within RunPod's timeout limits.

Python 3.9+ · runpod >=0.1.0 · tested on 0.2.x
Verified 2026-04
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