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data_enrichment

Peopledatalabs

People Data Labs fires 100% pre-consent with identity resolution and cross-domain sync — a data broker with a 1.2 billion record breach history now running behavioral surveillance on your visitors before they can opt out.

41 IOCs observed1 detections100% pre-consent1 sites
90
Vendor Risk Score
Tier: HOSTILE
Observation Coverage

BLACKOUT observes runtime behavior in the browser. This dossier reflects browser-side execution, which is one of five vendor data-egress classes. Server-to-server transfers, backend integrations, and offline data flows are outside this observation boundary.

BLACKOUT observes runtime behavior and cites the regulations that address that behavior pattern. Legal determinations are the customer's counsel's call.

How This Briefing Works

This dossier opens with key findings, then maps the gap between what Peopledatalabs discloses and what BLACKOUT observed at runtime. From there: what it means for your organization, what to do about it, and the detection evidence underneath. BLACKOUT observes runtime browser behavior and cites the regulations that address each pattern — legal determinations are your counsel's call.

Key Findings

At a Glance

Detections
1

across 1 sites

Pre-Consent Rate
100%

vendor fires before consent

Disclosure Gaps
1

1 HIGH

Summary

Briefing

People Data Labs is a data enrichment and identity resolution platform that aggregates personal data from public and proprietary sources to build individual profiles. BLACKOUT runtime analysis reveals 7 BTI behavioral codes firing at a 100% pre-consent rate — every single detection occurs before visitors can express consent preferences. The combination of identity resolution (C14), cross-domain sync (C08), and behavioral biometrics (C06) on a platform with a documented history of data breaches (1.2 billion records exposed in 2019) creates an acute risk profile. People Data Labs' on-site JavaScript transforms your website into a data collection endpoint for their enrichment pipeline.

Customer Impact

What This Means For You

If People Data Labs JavaScript is running on your site, your anonymous visitors are being identified and matched against a commercial database of over 1.5 billion profiles — at a 100% pre-consent rate. You are effectively operating a data collection endpoint for a data broker on your own property. Under CCPA, you may be classified as 'selling' personal information by enabling this data flow, triggering Do Not Sell obligations you may not be fulfilling. Under GDPR, enabling a data broker to perform identity resolution on your visitors without explicit consent and transparent disclosure is a fundamental processing violation. The 2019 breach history means your visitors' data enters an infrastructure with demonstrated security failures.

Collapse Engine

Risk Channel Breakdown

Oracle
Truth Collapse
40

Signal corruption score of 40 reflects People Data Labs' distortion of your data environment. Their identity resolution and enrichment capabilities mean data flowing from your site is being merged with external datasets — your visitor interactions become training data for a data broker's product.

Broker
Control Collapse
100

CAC subsidization scores 100. People Data Labs' entire business model is data brokerage. Cross-domain sync (C08) and identity resolution (C14) on your site means your visitors' behavioral signals directly feed a product sold to your competitors, investors, and anyone willing to pay for enriched contact data.

Reaper
Safety Collapse
0

Expands attack surface

Counselor
Legitimacy Collapse
100

Legal tail risk scores 100. A data broker firing 100% pre-consent with identity resolution creates maximum regulatory exposure. Under GDPR, CCPA, and state privacy laws, data broker activities require explicit disclosure and often opt-in consent. The 2019 breach of 1.2 billion records demonstrates the downstream risk of data entering People Data Labs' infrastructure.

BTI Codes

Threat Indicators

Runtime-observed (BTI-C)

BTI-C01
Defeat Device

Evasion infrastructure, auditor bypass

BTI-C06
Behavioral Biometrics

Keystroke/mouse tracking

BTI-C07
Session Recording

Full session replay

BTI-C08
Cross-Domain Sync

Identity stitching

BTI-C09
Consent Bypass

Ignoring CMP signals

BTI-C10
Fingerprinting

Device identification

BTI-C14
Identity Resolution

PII deanonymization

7
BTI Consequences Identified

Per-code narrative explanations of what each detected behavior means for your organization

Available in VIDB Subscription

Per-code evidence with full attribution chain, severity rankings, and consequence narratives See pricing →

Disclosure Gaps

Claims vs. Reality

1
Gaps Observed
1 HIGH

BLACKOUT analyzed Peopledatalabs's public claims against observed runtime behavior and identified 1 contradiction.

Available in VIDB Subscription

Full claim-vs-reality gap analysis with claim text, observed behavior, severity, regulatory citations (GDPR, CCPA, ePrivacy), and evidence pointers per gap See pricing →

Recommended Actions

What To Do

Recommended Actions
8

4 for current users · 4 for evaluators

Negotiation Leverage
5

contractual leverage points

Available in VIDB Subscription

Role-specific actions (security / legal / marketing / procurement), full negotiation brief with contractual language, and BTI-code-specific consequences See pricing →

Ecosystem

Supply Chain & Pairings

Subprocessor Disclosure Gap
2undisclosed

Claims 0, observed 2

Available in VIDB Subscription

Full supply-chain mapping (loads / loaded-by lists with vendor identities) and the undisclosed-subprocessor list with observation evidence See pricing →

Profile: peopledatalabsFirst Seen: 2026-01-22Last Updated: 2026-01-22