Swiss Cheese Security: How Detection Tuning Creates Vulnerabilities
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<p><span data-contrast="auto">Security teams often work hard to build a robust organizational security perimeter. However, even with all security guardrails, the flood starts — false positives, fatigue and exceptions.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">Here’s what security teams often miss: Every time an exclusion is added to <a href="https://securityboulevard.com/2025/09/7-ways-false-positives-drain-the-soc-how-to-eliminate-them/" target="_blank" rel="noopener">reduce false positives</a>, it’s quietly drilling holes through that perimeter. What begins as a fortified defense slowly transforms into Swiss cheese — and when those holes eventually align, attackers gain a clear path straight through your defenses.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><div class="code-block code-block-13" style="margin: 8px 0; clear: both;"> <style> .ai-rotate {position: relative;} .ai-rotate-hidden {visibility: hidden;} .ai-rotate-hidden-2 {position: absolute; top: 0; left: 0; width: 100%; height: 100%;} .ai-list-data, .ai-ip-data, .ai-filter-check, .ai-fallback, .ai-list-block, .ai-list-block-ip, .ai-list-block-filter {visibility: hidden; position: absolute; width: 50%; height: 1px; top: -1000px; z-index: -9999; margin: 0px!important;} .ai-list-data, .ai-ip-data, .ai-filter-check, .ai-fallback {min-width: 1px;} </style> <div class="ai-rotate ai-unprocessed ai-timed-rotation ai-13-1" data-info="WyIxMy0xIiwxXQ==" style="position: relative;"> <div class="ai-rotate-option" style="visibility: hidden;" data-index="1" data-name="U2hvcnQ=" data-time="MTA="> <div class="custom-ad"> <div style="margin: auto; text-align: center;"><a href="https://www.techstrongevents.com/cruisecon-virtual-west-2025/home?ref=in-article-ad-2&utm_source=sb&utm_medium=referral&utm_campaign=in-article-ad-2" target="_blank"><img src="https://securityboulevard.com/wp-content/uploads/2025/10/Banner-770x330-social-1.png" alt="Cruise Con 2025"></a></div> <div class="clear-custom-ad"></div> </div></div> </div> </div><p><span data-contrast="auto">This isn’t a failure of detection logic. It’s a fundamental flaw in how we approach organizational context. When teams build detection systems to be rigidly opinionated and deterministic, they encode assumptions about </span><i><span data-contrast="auto">normal</span></i><span data-contrast="auto"> behavior into static rules. This unknowingly creates more exposure than protection. </span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">This article will explore the dangerous tuning fallacy at the core of many security failures, and why dynamic context awareness is fundamentally resetting today’s security operations. </span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><h3><span data-contrast="auto">The Static Context Trap</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></h3><p><span data-contrast="auto">This problem isn’t unique to cybersecurity — it’s a pattern we see across every domain that relies on rule-based systems. Consider auto-scaling configurations designed to handle a temporary traffic spike but remain active months later, consuming unnecessary resources, or firewall rules created for a weekend maintenance window that become permanent fixtures, leaving behind persistent security gaps. </span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">Cloud access policies written for a specific project team often outlive the project by years. The human brain simply isn’t designed to track every exception, remember every temporary rule or anticipate every future permutation that might require flexibility.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">Traditional security operations treat organizational knowledge like concrete data that can be permanently encoded into rules:</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="3" data-aria-posinset="1" data-aria-level="1"><span data-contrast="auto">Exclude alerts from the backup server</span><span data-ccp-props='{"335559738":240}'> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="3" data-aria-posinset="2" data-aria-level="1"><span data-contrast="auto">Ignore after-hours access from the London office</span><span data-ccp-props="{}"> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="3" data-aria-posinset="3" data-aria-level="1"><span data-contrast="auto">Suppress vulnerability scanner traffic from these IPs</span><span data-ccp-props='{"335559739":240}'> </span></li></ul><p><span data-contrast="auto">The problem, though, is that organizational context isn’t static — it’s a living, breathing entity that shifts constantly.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">Is that application suddenly business-critical because of a new product launch? Is Sarah actually traveling to Singapore this week, making her VPN connection legitimate? Is that port intentionally open for the new integration project? Has the backup server been compromised and is now being used for lateral movement?</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">These contextual factors change daily, sometimes hourly. They’re exactly the information that security teams require to distinguish between genuine threats and benign business activity. Yet our detection systems remain blissfully unaware of these dynamics, lacking the dynamic context awareness needed to adapt to organizational reality.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><h3 aria-level="2"><span data-contrast="auto">When Assumptions Become Vulnerabilities</span><span data-ccp-props='{"134245418":false,"134245529":false,"335559738":360,"335559739":80}'> </span></h3><p><span data-contrast="auto">When we bake exceptions into our detection rules, we’re fossilizing assumptions about our environment. Six months later, that </span><i><span data-contrast="auto">trusted</span></i><span data-contrast="auto"> backup server exclusion becomes the perfect blind spot for an attacker who’s compromised it. The London office travel exception remains active long after the employee has returned, creating a persistent gap in geographic anomaly detection.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">Consider this scenario: Your detection engineer creates an exclusion for John’s legitimate travel to the Tokyo office. Three months later, John’s credentials are compromised. An attacker in Tokyo now has a free pass because your system still </span><i><span data-contrast="auto">remembers</span></i><span data-contrast="auto"> that John travels there, except John hasn’t been to Tokyo in months.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">Each tuning decision creates a small vulnerability. But vulnerabilities don’t exist in isolation; they compound. Attackers don’t need to find one perfect exploit; they need to chain together multiple small gaps in your detection coverage.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><h3 aria-level="3"><span data-contrast="none">The Advanced Threat Reality</span><span data-ccp-props='{"134245418":false,"134245529":false,"335559738":320,"335559739":80}'> </span></h3><p><span data-contrast="auto">Many of the attacks today succeed not through single high-fidelity indicators, but by coordinating multiple low-level activities that individually might appear benign. When security teams tune out </span><i><span data-contrast="auto">noisy</span></i><span data-contrast="auto"> signals to manage alert fatigue, they eliminate the very data points needed to detect advanced persistent threats and coordinated campaigns.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">Imagine an attacker who:</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><ol><li aria-setsize="-1" data-leveltext="%1." data-font="" data-listid="2" data-aria-posinset="1" data-aria-level="1"><span data-contrast="auto">Uses the compromised backup server (excluded from monitoring)</span><span data-ccp-props='{"335559738":240}'> </span></li></ol><ol><li aria-setsize="-1" data-leveltext="%1." data-font="" data-listid="2" data-aria-posinset="2" data-aria-level="1"><span data-contrast="auto">Operates during London office hours (geographic exceptions active)</span><span data-ccp-props="{}"> </span></li></ol><ol><li aria-setsize="-1" data-leveltext="%1." data-font="" data-listid="2" data-aria-posinset="3" data-aria-level="1"><span data-contrast="auto">Generates network traffic that mimics vulnerability scanning (suppressed alerts)</span><span data-ccp-props="{}"> </span></li></ol><ol><li aria-setsize="-1" data-leveltext="%1." data-font="" data-listid="2" data-aria-posinset="4" data-aria-level="1"><span data-contrast="auto">Accesses systems using compromised credentials from a </span><i><span data-contrast="auto">trusted</span></i><span data-contrast="auto"> location</span><span data-ccp-props='{"335559739":240}'> </span></li></ol><p><span data-contrast="auto">Of course, external attackers don’t start with a blueprint of your exceptions. But sophisticated threat actors invest months in reconnaissance, probing your defenses to map your blind spots. They send test traffic during different hours, from various geographic locations, using different techniques. They monitor your response patterns, noting what triggers alerts and what doesn’t. Over time, they reverse-engineer your tuning decisions simply by observing what you ignore. Your exceptions become their roadmap.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">Each action flies under the radar because of your tuning decisions. But together, they represent a sophisticated breach that your Swiss cheese security model can’t detect.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><h3 aria-level="2"><span data-contrast="auto">The Dynamic Context Solution</span><span data-ccp-props='{"134245418":false,"134245529":false,"335559738":360,"335559739":80}'> </span></h3><p><span data-contrast="auto">Instead of creating increasingly complex rule logic that attempts to predict every benign scenario, we need detection systems that can access live organizational intelligence:</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="1" data-aria-posinset="1" data-aria-level="1"><span data-contrast="auto">Current Travel Schedules: Is John actually supposed to be in Tokyo right now?</span><span data-ccp-props='{"335559738":240}'> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="1" data-aria-posinset="2" data-aria-level="1"><span data-contrast="auto">Active Projects: Is that unusual port activity related to the new integration going live this week?</span><span data-ccp-props="{}"> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="1" data-aria-posinset="3" data-aria-level="1"><span data-contrast="auto">Recent System Changes: Did IT just modify the backup server configuration? Did they open a relevant ticket? </span><span data-ccp-props="{}"> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="1" data-aria-posinset="4" data-aria-level="1"><span data-contrast="auto">Business Priorities: Is this application suddenly critical due to a product launch?</span><span data-ccp-props="{}"> </span></li></ul><ul><li aria-setsize="-1" data-leveltext="●" data-font="" data-listid="1" data-aria-posinset="5" data-aria-level="1"><span data-contrast="auto">Risk Tolerance Levels: Has the organization’s security posture shifted due to recent threats?</span><span data-ccp-props='{"335559739":240}'> </span></li></ul><p><span data-contrast="auto">This isn’t science fiction — it’s run-of-the-mill systems integration. Modern organizations already have this data scattered across dozens of platforms: HR systems track travel requests, project management tools monitor active initiatives, ITSM platforms log configuration changes and business intelligence dashboards reflect shifting priorities. </span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">The challenge isn’t data availability, it’s creating API connections and integration frameworks that let your detection systems query this information in real-time. Instead of encoding static assumptions, your security tools can make dynamic API calls: </span><i><span data-contrast="auto">Is employee X approved for travel to location Y between dates A and B?</span></i><span data-contrast="auto"> or </span><i><span data-contrast="auto">Are there active change requests for system Z?</span></i><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">This dynamic context awareness creates a </span><i><span data-contrast="auto">living brain</span></i><span data-contrast="auto"> for security operations, one that understands the difference between </span><i><span data-contrast="auto">John logging in from Tokyo</span></i><span data-contrast="auto"> when he’s on vacation versus when he’s supposed to be in the office.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><h3 aria-level="3"><span data-contrast="none">Preserving Signal, Not Noise</span><span data-ccp-props='{"134245418":false,"134245529":false,"335559738":320,"335559739":80}'> </span></h3><p><span data-contrast="auto">With real-time organizational intelligence feeding your detection systems, the entire security engineering paradigm changes. No more debating whether to exclude the backup server or create time-based geographic exceptions. No more maintaining sprawling lists of environmental carve-outs that become technical debt. Detection engineers can return to what they do best: Identify the core patterns that separate malicious behavior from legitimate business activity, while allowing automated context queries to handle environmental noise.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">Think of it as the difference between a smoke detector that you’ve disabled because it goes off every time you cook, and one that knows when you’re cooking and adjusts its sensitivity accordingly. The first approach eliminates the nuisance but also eliminates protection. The second preserves security while reducing noise.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><h3 aria-level="2"><span data-contrast="auto">Moving Beyond Swiss Cheese</span><span data-ccp-props='{"134245418":false,"134245529":false,"335559738":360,"335559739":80}'> </span></h3><p><span data-contrast="auto">Your security detection system doesn’t have to look like Swiss cheese. By embracing dynamic context awareness instead of static rule exceptions, you can maintain comprehensive detection coverage while dramatically reducing false positives.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">The goal isn’t to create more sophisticated holes in your security blanket; it’s to weave a blanket that adapts to your organization’s changing needs without losing its protective power.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><p><span data-contrast="auto">In cybersecurity, the moment you stop seeing everything is the moment attackers start exploiting the gaps in your vision. Don’t let your quest for signal clarity create the very blind spots that sophisticated adversaries are looking for.</span><span data-ccp-props='{"335559738":240,"335559739":240}'> </span></p><div class="spu-placeholder" style="display:none"></div><div class="addtoany_share_save_container addtoany_content addtoany_content_bottom"><div class="a2a_kit a2a_kit_size_20 addtoany_list" data-a2a-url="https://securityboulevard.com/2025/11/swiss-cheese-security-how-detection-tuning-creates-vulnerabilities/" data-a2a-title="Swiss Cheese Security: How Detection Tuning Creates Vulnerabilities "><a class="a2a_button_twitter" href="https://www.addtoany.com/add_to/twitter?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fswiss-cheese-security-how-detection-tuning-creates-vulnerabilities%2F&linkname=Swiss%20Cheese%20Security%3A%20How%20Detection%20Tuning%20Creates%20Vulnerabilities%C2%A0" title="Twitter" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_linkedin" href="https://www.addtoany.com/add_to/linkedin?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fswiss-cheese-security-how-detection-tuning-creates-vulnerabilities%2F&linkname=Swiss%20Cheese%20Security%3A%20How%20Detection%20Tuning%20Creates%20Vulnerabilities%C2%A0" title="LinkedIn" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_facebook" href="https://www.addtoany.com/add_to/facebook?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fswiss-cheese-security-how-detection-tuning-creates-vulnerabilities%2F&linkname=Swiss%20Cheese%20Security%3A%20How%20Detection%20Tuning%20Creates%20Vulnerabilities%C2%A0" title="Facebook" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_reddit" href="https://www.addtoany.com/add_to/reddit?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fswiss-cheese-security-how-detection-tuning-creates-vulnerabilities%2F&linkname=Swiss%20Cheese%20Security%3A%20How%20Detection%20Tuning%20Creates%20Vulnerabilities%C2%A0" title="Reddit" rel="nofollow noopener" target="_blank"></a><a class="a2a_button_email" href="https://www.addtoany.com/add_to/email?linkurl=https%3A%2F%2Fsecurityboulevard.com%2F2025%2F11%2Fswiss-cheese-security-how-detection-tuning-creates-vulnerabilities%2F&linkname=Swiss%20Cheese%20Security%3A%20How%20Detection%20Tuning%20Creates%20Vulnerabilities%C2%A0" title="Email" rel="nofollow noopener" target="_blank"></a><a class="a2a_dd addtoany_share_save addtoany_share" href="https://www.addtoany.com/share"></a></div></div>