DSA Art. 25 Dark Patterns: What European Sites Must Fix by 2026
DSA Art. 25 bans deceptive UI patterns for all platforms serving EU users from Feb 2024. Automated scanning is now the only scalable compliance strategy.
Blog
Expert analysis on GDPR enforcement, dark patterns, tracking forensics, and compliance.
Category Manipulation: How CMPs Miscategorize Google Analytics as 'Essential'
Some CMPs classify Google Analytics under 'Essential' to bypass consent. We analyze §25(2) TDDDG's strict necessity test and show how to detect miscategorized trackers automatically.
Button Asymmetry Forensics: Detecting Consent Manipulation via CSS Luminance
CSS contrast ratios between Accept and Reject buttons constitute measurable dark patterns. Learn how WCAG luminance math exposes illegal consent UI design at scale.
noyb's 422 Cookie Complaints: What CMP Vendors Must Fix Now
noyb's automated enforcement campaign targeting 422 cookie banner violations signals a structural shift in GDPR enforcement. CMP vendors face systemic liability exposure.
From Gray to EDPB: Dark Pattern Taxonomies 2018–2026 Mapped to Enforcement
Eight years of academic dark pattern research now drives GDPR enforcement. We map 14 key sources to specific regulatory actions and compliance obligations.
The 83% Consent Manipulation: Why Planet49 Left the Door Open
Nouwens et al. (2020) quantified pre-ticked boxes boosting consent by 83%. CJEU Planet49 banned them—yet CMPs still deploy them. Automated detection can close the gap.
Consent Theatre: Reject-Leak Forensics Exposes Cookie Banner Lies
89% of TCF websites transmit data before or despite rejection. Forensic network analysis reveals the gap between consent UI and actual data flows.
DarkDialogs Study: 89.5% of Sites Use Dark Patterns in Cookie Banners
Kirkman et al. (2023) analysed 10,000 websites with 99% classification accuracy. Their findings expose systemic GDPR violations in consent UX and have direct enforcement implications.
Post-Schrems II Data Transfers: DPF Adequacy vs. SCC Implementation
Post-Schrems II, companies must choose between DPF adequacy and SCCs. Practical implementation reveals significant compliance-technical differences.
Dark Pattern Cookie Banners: Detecting EDPB Non-Compliant Manipulation
Cookie banners systematically use dark patterns violating Art. 7 GDPR. Forensic analysis reveals common manipulation techniques in consent UIs.
TLS Fingerprinting: Advanced Forensic Attribution of Tracking Systems
Advanced TLS fingerprinting enables forensic attribution of tracking infrastructure. GDPR Art. 32 requires corresponding protection measures.
KYC Web Forensics: How Browser Fingerprinting Exposes Shell Companies
New FATF standards require digital due diligence. Browser fingerprinting exposes suspicious companies — but conflicts with GDPR Art. 6 requirements.