Data Discovery

Explore before
you consume.

Before anyone — business user, data scientist, or AI agent — consumes data, they should know what is inside it. Data Discovery provides governed exploration across your entire federated estate.

Automated profilingSensitive data detectionFitness assessmentGovernance-connectedCross-source view
Data Profile — customer_profiles
Completeness
94.6% · email: 98% · mobile: 87%
Good
bureau_score
Distribution: normal · 3 outliers
Check
annual_income
Range: ₹2.4L–₹48L · 99.1% valid
Analysed
mobile_number
Detected PII · Masking applied
Protected
Fitness Score
94.6% for credit decisioning use
Fit

Why this matters.
Right now.

Without governed data discovery, these problems compound silently with every new data source and AI deployment.

Blind consumption feeds bad decisions.

Consumers use datasets without investigating content. Hidden null patterns, stale records, and sensitivity risks only profiling reveals.

Ungoverned sensitive data proliferates.

New sources arrive constantly. PII lands in datasets not yet catalogued or governed — invisible until a breach or audit exposes it.

Profiling is siloed and disconnected.

Profiling happens per tool, per engineer. Nobody has a cross-source view of how data looks across the estate — connected to governance context.

From input to
governed output.

1

Connect

Profile any connected federated source — on demand or on schedule

2

Detect

Sensitive fields automatically identified — PII, PHI, financial identifiers flagged immediately

3

Assess

Fitness scored against defined requirements — completeness, freshness, accuracy

4

Report

Discovery results attached to catalog entry — governance context enriched

5

Act

Ungoverned sensitive data classified and masked before any downstream access

What Data Discovery
delivers.

🔍

Automated data profiling.

Value distributions, completeness rates, uniqueness, pattern detection, outliers — across every federated asset, before consumption.

⚠️

Sensitive data detection.

PII, PHI, and financial identifiers automatically detected in new datasets — classified and masked before any consumer accesses them.

📊

Fitness assessment.

Is this dataset complete enough for the quarterly regulatory report? Fitness scored against specific use-case requirements.

🔗

Governance-connected.

Discovery insights linked to catalog entries — profiling evidence attached to the governed asset record, visible to compliance teams.

See Data Discovery
in action.

See how Data Discovery works within the Tantor governed intelligence platform.