Software Development News: Latest Updates from 2026-04-27

{“@context”:”https://schema.org”,”@type”:”Article”,”headline”:”Software Development News: Latest Updates from 2026-04-27″,”inLanguage”:”en”,”datePublished”:”2026-04-27″,”dateModified”:”2026-04-27″,”description”:”According to Salesforce, Tom Noah, Senior Software Engineer on the Security Mesh platform team, increased code coverage by 28% without writing a single…”,”keywords”:”Software Development, News, Software Development News, 2026-04-27″,”articleSection”:”Software Development”,”isBasedOn”:[“https://engineering.salesforce.com/how-we-increased-code-coverage-by-28-without-writing-a-single-test/”,”https://blog.jetbrains.com/qodana/2026/04/reduce-software-bugs-and-money-spent/”]}
{“@context”:”https://schema.org”,”@type”:”FAQPage”,”mainEntity”:[{“@type”:”Question”,”name”:”How did Tom Noah at Salesforce increase code coverage by 28% without writing new tests?”,”acceptedAnswer”:{“@type”:”Answer”,”text”:”He restructured the data models. Automatically generated code such as getters, setters, and utility functions skewed the coverage metrics, as it did not represent business-relevant logic. The restructuring eliminated these distortions.”}},{“@type”:”Question”,”name”:”Why did individual modules at Salesforce block the merge process even though the overall project met the thresholds?”,”acceptedAnswer”:{“@type”:”Answer”,”text”:”The CI-based code coverage check was performed at the module level. New features in modules with low coverage failed the check and blocked the merge, even when the overall project met the thresholds.”}},{“@type”:”Question”,”name”:”What financial damages can undetected software bugs cause according to the cited studies?”,”acceptedAnswer”:{“@type”:”Answer”,”text”:”According to CISQ, poor software quality caused costs of $2.41 trillion for the US economy in 2022. The IBM Cost of a Data Breach Report 2025 puts the average global cost of a data breach at $4.44 million. Additionally, a bug in the testing phase is up to 15 times more expensive than in the design phase according to IBM.”}}]}

This report summarizes the software development news from 2026-04-27 and is based exclusively on the original texts of the sources.

28% More Code Coverage Without Writing a Single Test

According to Salesforce, Tom Noah, Senior Software Engineer on the Security Mesh platform team, increased code coverage by 28% without writing a single new test. Instead, the structure of the data models was restructured. The team aggregates security events from external providers such as CrowdStrike and Okta as well as internal monitoring systems to detect anomalies that indicate malicious activities.

The problem lay in the CI-based code coverage check at the module level: although the overall project met the thresholds, individual modules failed. New features in modules with low coverage blocked the merge process. Automatically generated code – such as getters, setters, and utility functions – additionally skewed the metrics, as it did not represent business-relevant logic. Additional tests would have improved the metric but would have extended CI runtime and created false system contracts that complicate future refactorings and can even mislead AI-powered development tools.

Instead of increasing the test volume, the team treated coverage as a structural problem. In a step-by-step process, data classes were first identified whose annotations generated unnecessary boilerplate code. Then Java classes annotated with @Data were classified: classes that should be immutable were converted accordingly – a benefit not only for the coverage metric but also for thread safety. This way, redundant code was eliminated rather than masked by additional tests.

The approach demonstrates that thoughtful software architecture and clean data modeling can improve code quality more sustainably than simply increasing test coverage.

Static Code Analysis Reduces Software Bugs and Costs

According to blog.jetbrains.com, undetected software bugs cause enormous financial damages – especially when they are discovered late in the development process or after launch. Problems such as memory leaks, default credentials, or hardcoded tokens are easily overlooked in manual code reviews and can lead to security vulnerabilities, downtime, and expensive rework. Static code analysis addresses this by detecting bugs early without the code needing to be executed.

According to the report, costs accumulate through downtime, extensive rework, constant context switching by developers, as well as security breaches and technical debt. Those who fix bugs late must first understand the original code, which significantly increases the effort. Static code analysis follows a so-called shift-left approach, where quality checks are moved to the beginning of development.

Integrated into CI/CD pipelines, static code analysis can detect security vulnerabilities before code is merged, thus avoiding rollbacks, financial penalties, and reputational damage. Additionally, automating recurring checks relieves the development team, allowing them to focus more on complex tasks and reducing technical debt.

Conclusion

Today’s software development news shows how teams can improve code quality without additional testing effort. At Salesforce, restructuring data models increased code coverage by 28%, while static code analysis according to JetBrains detects bugs early and thus reduces costs, which according to CISQ amount to $2.41 trillion in the US alone.

Frequently Asked Questions

How did Tom Noah at Salesforce increase code coverage by 28% without writing new tests?

He restructured the data models. Automatically generated code such as getters, setters, and utility functions skewed the coverage metrics, as it did not represent business-relevant logic. The restructuring eliminated these distortions.

Why did individual modules at Salesforce block the merge process even though the overall project met the thresholds?

The CI-based code coverage check was performed at the module level. New features in modules with low coverage failed the check and blocked the merge, even when the overall project met the thresholds.

What financial damages can undetected software bugs cause according to the cited studies?

According to CISQ, poor software quality caused costs of $2.41 trillion for the US economy in 2022. The IBM Cost of a Data Breach Report 2025 puts the average global cost of a data breach at $4.44 million. Additionally, a bug in the testing phase is up to 15 times more expensive than in the design phase according to IBM.

📚 Sources

• 🔗 Salesforce: How We Increased Code Coverage by 28% Without Writing a Single Test…
• 🔗 blog.jetbrains.com: How Static Code Analysis Helps Reduce Software Bugs, and Money Spent!…