5 MarTech Development Lessons from the Disappearing Penny
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December 7, 2025Introduction
When one tech company buys another, a thorough technical review is essential. As an M&A due diligence consultant, I’ve learned that a target company’s tech health can make or break a deal. Hidden technical issues—like subtle flaws on a coin—often point to bigger problems that affect value, smooth integration, and future success.
The Critical Role of Technical Due Diligence in M&A
Technical due diligence is far more than a formality. It’s a deep look into a company’s tech stack, code, infrastructure, and ability to scale. In mergers and acquisitions, this process reveals risks that financial or legal reviews might overlook. Just as experts examine coins for tiny marks, we search code and systems for hidden flaws that could sink an acquisition.
Why It Matters
I’ve worked on deals where ignored technical debt—like messy code, old dependencies, or scaling limits—caused costly surprises after the acquisition. In one case, a target had great financials, but their code had security holes that forced a full rewrite. That mistake cut deeply into the return on investment.
Code Quality Audit: Finding the ‘Flaws’ in Your Codebase
Reviewing code quality is like inspecting a coin from every angle. We use static analysis, manual reviews, and automated tools to spot technical debt, best practice gaps, and maintainability issues. Key things we check:
- Code Consistency: Mixed naming or styles often signal undisciplined development.
- Documentation: Weak docs hint at future headaches during integration.
- Testing Coverage: Too few tests mean more hidden bugs after the deal.
Tip: Automate code checks with tools like SonarQube or ESLint during due diligence. It helps quantify risk.
Practical Example
Recently, we found that 40% of a target’s code had no unit tests. That hidden flaw—small but significant—let us adjust the purchase price to cover the extra work needed.
Scalability Assessment: Making Sure Growth Isn’t Blocked
Scalability problems can be buried deep, like faint scratches only an expert notices. We check if the target’s setup can handle more users or data after acquisition. This includes:
- Database Performance: Looking at query speed and proper indexing.
- Server Capacity: Reviewing cloud or on-site resources for flexibility.
- Architecture Design: Spotting monoliths that resist scaling.
Tip: Run load tests during due diligence. Find breaking points and budget for upgrades upfront.
Code Snippet: Spotting Scalability Risks
// Example: A slow database query under load
SELECT * FROM users WHERE status = 'active' ORDER BY created_at DESC;
// Improved: Add indexing and pagination
SELECT * FROM users WHERE status = 'active' ORDER BY created_at DESC LIMIT 100 OFFSET 0;
Technology Risk Analysis: Avoiding Hidden Liabilities
Tech risk analysis covers security, compliance, and outside dependencies. Like telling intentional marks from wear on a coin, we separate fixable issues from deal-breakers. Key areas:
- Security Vulnerabilities: Scanning for exploits with tools like OWASP ZAP.
- Regulatory Compliance: Checking for rules like GDPR or HIPAA.
- Third-Party Risks: Evaluating reliance on external services or APIs.
Tip: Include penetration testing and compliance checks in due diligence. It prevents fines or breaches later.
Practical Example
In a healthcare tech deal, we discovered an undocumented third-party API that broke HIPAA rules. Catching this let the buyer require fixes before closing, dodging major liabilities.
Conclusion: Using Due Diligence Insights for a Successful Deal
Technical due diligence is key to finding hidden risks in M&A. By auditing code, assessing scalability, and analyzing tech risks, buyers avoid nasty surprises and negotiate better. Like experts debating coin markings, we distinguish small issues from big red flags. Always look closely—it’s your best shield against post-deal regrets.
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