Beyond LGTM: How Effective Code Reviews Improve Software Quality

February, 2026
Krystel Baca
Beyond LGTM: 3 tips for effective code reviews and short pull requests

Why Code Reviews Matter More Than Ever

Software engineers don’t just write code.
They design systems, manage risk, and protect business continuity.

Code reviews are one of the highest-ROI practices in software delivery. Done well, they prevent defects before they reach production. Done poorly or rushed with a simple “LGTM”; they become a liability.

According to the Consortium for Information & Software Quality (CISQ), poor software quality costs organizations over $2.4 trillion annually due to rework, outages, and security failures.

Code reviews are one of the few moments where teams can stop risk early, before it becomes expensive.

Tip 1: Treat Code Reviews as a First-Class Priority

Code reviews are not a “nice to have” or something you do after finishing your own tasks.

They are a shared delivery responsibility.

High-performing teams prioritize reviews because:

  • Reviews unblock teammates
  • Reviews reduce rework
  • Reviews spread system knowledge
  • Reviews protect sprint goals

Delayed reviews create hidden queues that slow delivery more than almost any technical bottleneck.
Fast teams don’t skip reviews.
They make reviews fast and thorough.

Tip 2: Go Beyond LGTM With Structure and Standards

LGTM is not the problem.
Unstructured LGTM is.

A meaningful LGTM only works when it’s the final step of a defined process.

Before approving, reviewers should validate:

  • Code follows agreed style and architecture standards
  • Critical paths and edge cases are covered by tests
  • Changes don’t introduce unnecessary technical debt
  • Security and performance implications are considered

Industry data consistently shows that defects caught earlier are exponentially cheaper to fix.
IBM’s system science research found that fixing defects in production can cost 30–100x more than fixing them during development.
That cost difference is exactly where disciplined code reviews pay for themselves.

Tip 3: Keep Pull Requests Small, Focused, and Reviewable

One of the biggest reasons reviews are skipped or rushed is oversized pull requests.

Large PRs:

  • Increase reviewer fatigue
  • Hide critical issues
  • Slow down feedback loops
  • Increase merge risk

Modern best practice is to keep pull requests:

  • Focused on a single change or story
  • Limited in scope
  • Easy to reason about in one sitting

Research summarized by Google’s engineering teams shows that smaller changes are reviewed faster and more accurately, leading to higher overall code quality.

Make Pull Requests Easy to Review

High-quality pull requests include:

  • A clear, descriptive title
  • Technical context (what changed and why)
  • Linked tickets or requirements
  • Explicit testing notes
  • Screenshots or logs when relevant

Many mature teams use pull request templates to standardize this process and reduce cognitive load for reviewers.

Assign Reviewers Intentionally

Random reviews help participation.
Skill-based reviews improve quality.

Best practices include:

  • Requiring multiple approvals for critical paths
  • Using CODEOWNERS for domain expertise
  • Rotating reviewers to avoid silos
  • Enforcing protected branches and CI checks

GitHub provides all of these guardrails, quality depends on how teams implement them.

Code Reviews Are About Communication, Not Control

Strong reviews are built on respectful, constructive feedback.

The goal is not to “win” a review, but to:

  • Improve shared understanding
  • Catch risks early
  • Raise the team’s overall quality bar

Teams that treat reviews as collaboration, not judgment; consistently outperform those that treat them as a checkbox.

How unosquare Helps Teams Move Beyond LGTM

At unosquare, we help organizations scale engineering teams without sacrificing quality.

Our delivery approach includes:

  • Structured code review workflows
  • Integrated CI/CD and automated testing
  • Quality Engineering practices embedded from day one
  • Nearshore, distributed teams aligned by process, not just tools

We help teams ensure that when someone writes LGTM, it actually means:

“This code is ready for production, not just ready to merge.”

If you’re scaling teams, modernizing systems, or tightening delivery standards, we can help you build a review culture that protects quality and accelerates delivery.

Let’s raise the bar, together.

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Krystel Baca

Software Development Engineer

Hi, I’m Krystel, a software engineer at focused on writing clean, maintainable code and fostering great collaboration through meaningful code reviews. I believe thoughtful feedback and clear communication lead to better software — and better teams.

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