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Pragati is a seasoned Content Writer with extensive experience in the field. Her expertise spans multiple domains, including press releases, news site content, SEO, and website content writing. With her broad knowledge of content marketing, Pragati excels as a content strategist. Her role involves crafting engaging social media posts and well-researched blog articles to build a unique brand identity. Additionally, she collaborates effectively with her team to drive client growth, showcasing her strong teamwork and strategic abilities.

Pragati Kathuria (Author)

Associate Consultant L2 - Content Development

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Pawanpreet Singh

Solutions Architect

Pawanpreet is an seasoned Project Manager with a wealth of knowledge in software development, specializing in frontend and mobile applications. He possesses a strong command of project management tools, including Jira, Trello, and others. With a proven track record, he has successfully overseen the delivery of multiple software development projects, managing budgets and large teams. Notable projects he has contributed to include TimeForge, Yogyata, Kairos, Veto, Inspirien App, and more. Pawanpreet excels in developing and maintaining project plans, schedules, and budgets, ensuring timely delivery while staying within allocated resources. He collaborates closely with clients to define project scope and requirements, establish timelines and milestones, and effectively manage expectations. Regular project status meetings are conducted by him, providing clients and stakeholders with consistent updates on project progress, risks, and issues. Additionally, he coaches and mentors project leads, offering guidance on project management best practices and supporting their professional development.
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Manish Kumar Narang

Sr. Project Manager- Technology

Manish is an experienced Backend Developer with several years of industry experience in the IT field. He possesses a wide range of skills, including expertise in Backend languages like Core Java, J2EE, Hibernate, Spring/Spring Boot, and Python. Manish is also proficient in relational databases such as MySQL, PostgreSQL, and Oracle. He has hands-on experience in API implementations, web services development, testing, and deployments. Manish has contributed to various internal and client projects, including PMO, Catalyst, Communication-Scaffold, Oodles-Dashboard, and Devops Support, delivering significant business value. He is known for his innovative mindset and excellent problem-solving abilities. He keeps himself updated with new technologies by reading about them. He is skilled at collaborating closely with clients to define project scope and requirements, establish project timelines and milestones, and manage expectations. Manish conducts regular project status meetings, ensuring regular updates to clients and stakeholders regarding project progress, risks, and issues. Additionally, he serves as a mentor and coach to junior developers, offering guidance on project management best practices and fostering their skills development.
Smart Code Reviews: Blending Automation Tools with Human Insight
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Pragati Kathuria
Jun 11, 2025
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Area Of Expertise:
Code Quality

Code reviews are key to building secure, maintainable software. It's not just about catching bugs—it's about ensuring code quality from the start. By combining automated tools like SonarQube with human expertise, teams can spot issues early, reduce tech debt, and deliver faster.

Many developers ask, “How can I improve code quality?” or “What does an effective code review process look like?” 

Get answers to your questions in the following information, helping you build reliable software faster.

Why Are Code Reviews Crucial?

Code reviews serve as a vital quality checkpoint before code is merged into the main codebase. They catch bugs early, reduce technical debt, and ensure that code remains consistent and maintainable.

Besides quality control, reviews foster knowledge sharing across teams. As Martin Fowler puts it, “Good programmers write code that humans can understand.” Code reviews help enforce this clarity and promote collaboration, reducing knowledge silos and building team expertise.

By embracing code reviews, teams deliver higher-quality software while improving communication and trust.

Common Questions to Ask Before Code Review

Developers frequently adhere with the following questions to ensure the quality of the code:

1. How do I spot security vulnerabilities during a review?

2. What makes code review feedback effective?

3. Should I focus on code style or functionality?

4. How do automated tools fit into the review process?

5. What role do peer reviews play in agile teams?

This write up addresses these questions to help you design a smooth, efficient review workflow.

*Bonus Read, 

Code Review Checklist

A thorough code review depends on a clear and consistent checklist. This helps reviewers focus on key quality aspects and ensures nothing important is missed. Here's a practical checklist to guide your reviews:

  • Functionality: Does the code work as intended? Are all features correctly implemented?
  • Readability: Is the code easy to understand? Are variable names meaningful and consistent?
  • Security: Are there any potential vulnerabilities or unsafe coding practices?
  • Performance: Does the code avoid unnecessary computations or memory use?
  • Maintainability: Is the code modular and easy to extend or modify?
  • Style Compliance: Does the code follow the team's style guidelines and language best practices?
  • Testing: Are there adequate unit and integration tests? Do they cover edge cases?
  • Documentation: Are complex parts commented clearly? Is public API documented properly?
  • Bug Detection: Check for known bugs or logic errors that automation might miss.
  • Code Smells: Look for patterns that indicate design issues or technical debt.

Automate the Easy Stuff with Static Analysis

smart code review process leverages tools like SonarQube to automatically scan every code commit for critical issues. These tools identify:

  • Bugs that can cause crashes or unexpected behavior
  • Code smells indicating poor design choices that may lead to maintenance headaches
  • Major issues that could impact performance or security
  • Blockers that must be fixed before deployment
  • Lines of Code (LOC) metrics to monitor code size and complexity
  • Language-specific compliance to ensure best practices are followed
  • Sonar eligibility reports that highlight which parts of your codebase meet quality standards

By automating these checks, your team saves time and focuses manual reviews on deeper architectural and business logic insights.

One Reddit user summed it well: “Automation catches the easy mistakes so reviewers can focus on architecture and logic.”

Human Insight: The Power of Manual Reviews

Automation doesn't replace the need for expert human judgment. Senior developers and architects bring critical perspectives to:

  • Identify architectural drift and unclear abstractions
  • Verify code aligns with business rules and product goals
  • Evaluate code readability and maintainability

They convert feedback into actionable tasks tracked in sprint backlogs, keeping development aligned and transparent.

4 Best Approaches for Code Review 

Choose the appropriate code review approach based on your team size and project complexity:

1. Over-the-Shoulder Reviews

Quick and informal — a developer walks a teammate through new code.

Example: After completing a feature, you explain your changes directly to a colleague. Immediate feedback helps catch issues fast.

2. Email Pass-Around

Sharing code snippets via email for asynchronous feedback.

Example: Remote team members email patches to the group, and colleagues reply with comments over hours or days.

3. Tool-Assisted Reviews (Pull Requests)

Common in modern workflows — using automated systems at Oodles, we can analyze bugs, code smells, blockers, language compliance, LOC, and SonarQube eligibility.

Example: When code is committed, the system automatically scans it for issues, providing instant feedback so developers can fix problems early without disrupting their sprint.

4. Pair Programming

Two developers write and review code together in real-time.

Example: For complex features, two devs collaborate side-by-side, reviewing continuously to catch issues immediately.

Making Code Reviews Part of Your Workflow

Top teams treat code reviews as a natural part of their daily routine:

  • Every pull request undergoes automated scans and manual review before merging
  • Review feedback is tracked in project management tools like Oodles and sprint backlogs
  • Developers schedule regular time for reviews
  • Pull requests are kept small and focused to speed feedback

Remember“Code reviews shouldn't feel like a hurdle — they should be part of how you build quality software.”

**Watch how to Plan your Next Sprint like a Pro!**

Best Practices to Boost Code Review Effectiveness

To maximize the benefits:

  • Keep pull requests manageable and focused
  • Provide clear, actionable feedback
  • Use checklists covering security, style, and logic
  • Maintain respectful, constructive communication
  • Balance thoroughness with timely reviews

Frequently Asked Questions (FAQs) 

Q1: How big should a pull request be?
Pull requests under 400 lines keep reviews effective and reduce fatigue. Breaking large changes into smaller chunks helps catch issues early and speeds up feedback.

Q2: How long should a code review take?
Sessions should ideally be under 60 minutes. Long reviews lead to tiredness and missed issues. Frequent, shorter reviews integrated into daily work yield better results.

Q3: Can junior developers participate in reviews?
Absolutely! Involving juniors helps them learn best practices and encourages knowledge sharing. Fresh eyes often spot overlooked issues.

Q4: What happens if code is merged without review?
Merging code without review risks bugs, technical debt, and system instability. Even urgent fixes should have at least a quick review to maintain quality.

Q5: How can teams avoid conflicts during reviews?
Focus feedback on the code, not the coder. Use clear guidelines and encourage respectful communication to keep discussions constructive.

Quick Summary

  • Code quality impacts delivery speed, system stability, and maintainability.
  • Tools like SonarQube help detect bugs, code smells, blockers, LOC, and language issues.
  • Automation handles routine checks, freeing reviewers to focus on logic and architecture.
  • Human insight ensures alignment with business goals and long-term maintainability.
  • Code review methods include:
    • Over-the-shoulder feedback
    • Tool-based pull requests with auto scans
    • Real-time pair programming
  • Embedding reviews into the workflow ensures consistency and team alignment.
  • Best practices: keep pull requests small, feedback constructive, and use structured checklists.

 “Code review isn't just about bugs — it's about shared ownership.”