ANONYM.COMMUNITY
anonymize.solutions SD1 LINKABILITY
Case Study 11 of 20

Privacy Preservation in IoT: Anonymization Methods and Best Practices

Marios Vardalachakis, Manolis G. Tampouratzis · 2024-11

Research Source

Privacy Preservation in IoT: Anonymization Methods and Best Practices
Marios Vardalachakis, Manolis G. Tampouratzis · semantic_scholar · 2024-11

The Internet of Things (IoT) offers the most intense technological attempt, allowing objects to collect and exchange vast amounts of information efficiently. While this interconnectivity has various advantages, it also brings severe risks to each individual or organization regarding privacy. As the…

Executive Summary

This research paper examines a critical privacy challenge related to LINKABILITY — the ability to connect two pieces of information to the same person.

anonymize.solutions addresses this through 260+ entity types with multi-layer detection accessible across Web App and additional platforms.

Root Cause: SD1 — LINKABILITY

The ability to connect two pieces of information to the same person. This is the foundational operation that makes PII dangerous. Nearly every pain point is an expression of linkability being created, exploited, or failing to be broken.

Irreducible truth: You cannot have useful data that is completely unlinkable AND completely useful. The very features that make data informative make it linkable. This is not a bug — it is information theory. The information content of a dataset and its linkability are the same property measured differently.

The Solution: How anonymize.solutions Addresses This

Detection Capabilities

anonymize.solutions identifies 260+ entity types including names, emails, SSNs, IBANs, passports, medical records, and country-specific identifiers. The dual-layer (regex + NLP) architecture uses 210+ custom pattern recognizers (246 patterns) plus multilingual NLP for contextual detection across 48 languages.

Anonymization Methods

Redact is recommended for this pain point: completely removing fingerprint-contributing values eliminates the data points that algorithms combine into unique identifiers. Replace provides an alternative — substituting with non-unique alternatives prevents cross-device correlation while preserving document readability. For scenarios requiring reversibility, Encrypt (AES-256-GCM) enables authorized recovery of original values.

Architecture & Deployment

The REST API (Basic plan+) provides programmatic PII detection with Bearer token auth — the most accessible API entry point in the ecosystem.

Compliance Mapping

This pain point intersects with GDPR Article 5(1)(c) data minimization, ePrivacy Directive tracking consent.

anonymize.solutions's GDPR, HIPAA, ISO 27001 compliance coverage, combined with Hetzner EU hosting, provides documented technical measures organizations can reference in their compliance documentation and regulatory submissions.

Product Specifications

SpecificationValue
Platform Versionv3.2
Entity Types260+
Accuracy94%+
Languages48
Anonymization MethodsReplace, Redact, Mask, Hash, Encrypt
PlatformsWeb App, API, Office Add-in, Chrome Extension
PricingFree, Pro €19, Business €49
HostingHetzner EU
ComplianceGDPR, HIPAA, ISO 27001