$ cat post/late-winter-blues:-debugging-my-first-production-glitch.md

Late Winter Blues: Debugging My First Production Glitch


January 31, 2005 was a typical Friday at my little startup. I woke up feeling the same morning grogginess that comes from too many late nights and not enough coffee. As usual, my first stop in the day would be the server logs.

The Glitch

About an hour into my morning, I noticed something peculiar in our application’s error log. There were a few 500 Internal Server Errors appearing around 2:30 AM on Wednesday. That’s not unusual; we get those every now and then. But this time, the errors seemed to be related to user sessions timing out prematurely.

The stack trace pointed to an issue in our session management code, which was written in Python using a custom framework. I felt a mix of excitement (finally something new to debug) and dread (production issues are never fun). I grabbed my laptop and started diving into the logs and code.

The Code

I quickly traced the error down to a line where we were trying to extend a session timeout by reading from an external configuration file. The problem was, it wasn’t working as expected. After some digging, I realized that the issue lay in our session management class. It was supposed to read a configuration file and update session timeouts based on the values found there.

The configuration file was being parsed using Python’s built-in eval() function to convert string representations of numbers into integers. In a moment of haste during initial development, we had overlooked some edge cases where non-integer strings could be fed into this function, causing a crash and subsequently session timeouts.

The Fix

I knew I needed to address the issue fast, so I started by modifying the eval() call to use ast.literal_eval(), which is safer. This would convert string representations of integers without any risk of injection attacks or crashes due to malformed inputs. However, this change required a bit more refactoring in our session management code.

I quickly whipped up a patch and tested it locally. It seemed to work fine. But I knew the real test was coming when we deployed it to production later that day. The server logs showed no further 500 errors for several hours, which was a good sign but not enough evidence of a complete fix.

The Aftermath

By midday, things were looking pretty stable, and I decided it was time to sleep on the issue before pushing any more changes. I wrote down my findings in our internal documentation and scheduled a code review with my colleagues for the next day. We discussed the risks and benefits of different approaches—moving away from eval() entirely or finding a way to validate inputs better.

The conversation turned into a debate about the merits of Python’s dynamic nature versus its potential pitfalls. Some argued that we should stick with eval() because it made our code more flexible, while others believed in static typing and robust validation checks.

In the end, I suggested refactoring our configuration handling to use a simpler method that wouldn’t rely on eval, which was met with some pushback but ultimately gained support when I showed how straightforward and secure it could be. We agreed to go down this path for future projects as well.

Lessons Learned

Looking back, 2005 was still early days for many of the technologies we were using. Debugging in production was a constant battle, and dealing with edge cases in dynamic languages like Python required vigilance. The session management bug was just one of many lessons I learned that year about building robust systems.

That night, as I lay down to sleep, I reflected on how much our startup had grown from small issues like this one. Debugging production glitches was part of the job, but it was also a reminder of why we needed to continually improve and refactor our code to handle the unexpected.


End of blog post.