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How Do Developers Use Migration Guides? A Case Study of Log4j

This paper investigates the provision and practical usage of migration guides through a case study of Log4j, revealing that developers frequently reference the entire guide in pull requests and utilize these resources throughout the entire migration lifecycle, not just during major version updates.

Original authors: Takahiro Monno, Kazumasa Shimari, Tetsuya Kanda, Kazuma Yamasaki, Kenichi Matsumoto

Published 2026-04-28
📖 4 min read☕ Coffee break read

Original authors: Takahiro Monno, Kazumasa Shimari, Tetsuya Kanda, Kazuma Yamasaki, Kenichi Matsumoto

Original paper licensed under CC BY 4.0 (http://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Imagine you are a chef who has been cooking with a specific brand of spice for years. Suddenly, the spice company releases a new version. In the new version, the jar looks different, the label is in a new language, and the way you scoop the spice has changed. If you keep using your old method, your dish might turn out ruined.

To help chefs like you, the spice company writes a "Migration Guide." Think of this guide as a special instruction manual that says, "Hey, if you used to do X, now you have to do Y. Here is exactly how to switch."

This paper is a study by researchers who wanted to answer two big questions: Do spice companies actually write these guides? and How do chefs actually use them when they are trying to fix their recipes?

Here is what they found, using the famous "Log4j" spice jar (a very popular tool for computer programs) as their main example.

1. The "Missing Manual" Problem

First, the researchers looked at hundreds of software libraries (the "spice companies") to see if they provided these guides when they made big changes.

  • The Finding: It turns out, most companies are lazy about this. About 92% of them write "Release Notes" (which are like a list of new features, e.g., "We added a new lid!"). But only about 28% actually write a proper "Migration Guide" (the step-by-step manual on how to adapt).
  • The Metaphor: It's like the company sending you a flyer saying, "We changed the jar!" but forgetting to tell you how to open the new one. This leaves developers confused and stuck.

2. How Developers Actually Use the Guide

Since the researchers found that Log4j did have a guide, they decided to watch how developers used it. They looked at 64 real-world projects where people were trying to update their code.

Here is how the "chefs" used the manual:

  • Who uses it? Mostly the person writing the code update (the "PR Author"). They are the ones saying, "I'm changing the recipe, and here is the manual I used to make sure I didn't mess it up."
  • Where do they put the link? They usually paste the link in the main description of their update request, not in the comments. It's like writing the instruction manual's URL right on the recipe card so the taste-tester (the reviewer) can check it.
  • Do they read the whole thing or just a page? This was a big surprise. 83% of the time, developers linked to the entire guide. They didn't link to a specific page like "How to open the jar." They just said, "Here is the whole book, good luck."
    • Why? The researchers think the guides are often hard to navigate, or the developers are just being lazy and hoping the reviewer can find what they need.

3. It's Not Just for the Big Switch

The researchers thought developers only used these guides when they were doing a massive, scary upgrade (like switching from Log4j version 1 to version 2).

  • The Finding: They were wrong. Developers used the guide 42% of the time even when they weren't updating the version number!
  • The Metaphor: Imagine you've already switched to the new spice jar. But a week later, you realize the new jar leaks if you shake it too hard. You go back to the manual to figure out how to fix the leak.
  • The Reality: Developers use these guides not just for the initial switch, but for maintenance and troubleshooting long after the update is done. The guide is a "lifeline" they keep in their pocket for months.

What Does This Mean?

The researchers suggest two main things to fix the problem:

  1. For the Guide Writers: Stop just writing a wall of text. Since developers often link to the whole thing, the guides need better "signposts" (headings and links) so people can jump straight to the specific problem they are facing. Also, since people use guides for fixing bugs later on, the guide should have a section specifically for "Post-Update Troubleshooting."
  2. For Tool Makers: Since so few companies write these guides, we need robots (AI) to write them for them. If a computer can look at the code changes and automatically draft a "Migration Guide," it would save everyone a lot of headaches.

In short: Migration guides are essential, but they are rare and often hard to use. Developers treat them like a Swiss Army knife they keep in their pocket for years, not just a one-time instruction sheet. To make software updates less painful, we need more guides, and they need to be easier to navigate.

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