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Automated Code Remediation at Scale, 2nd Edition
book

Automated Code Remediation at Scale, 2nd Edition

by Pat Johnson, Olga Kundzich, Jonathan Schneider
May 2025
Intermediate to advanced
50 pages
1h 4m
English
O'Reilly Media, Inc.
Content preview from Automated Code Remediation at Scale, 2nd Edition

Chapter 5. Case Studies in Automated Remediation at Scale

Now that we’ve covered the background and technology for automated code remediation, we want to share some real-world case studies exploring the practice. You’ll see what leads organizations to automate code remediation and its impact on the way they work.

Case Study: Improving Enterprise Productivity

Our first case study takes us back to the problem of technical debt. A midsize insurance company, with over 20 million lines of code across 1,200 repositories, was struggling to close code maintenance stories without impacting the development team’s productivity. The company’s code maintenance work, which covered vulnerability patching, code migration, and dependency upgrades, was folded under technical debt in its systems.

The organization was averaging one large maintenance project per quarter, and each of those projects could consume the entire development team. For example, in Q2, the team had to prioritize a Spring Boot version upgrade to secure its code from the Spring4Shell vulnerability. This became 32 different stories for the development team—one per repository. It also required one developer per repository acting as the “migration expert” for the update. It was all-consuming and reduced the organization’s business output, as you can see in the Q2 results shown in Figure 5-1.

A diagram of a company's results

AI-generated content may be incorrect.
Figure 5-1. Insurance company boosts ...
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Publisher Resources

ISBN: 9798341627635