Sensitive Data Discovery for Data Lakes

Uncover Hidden PII/PHI Across Your Data Lake

Modern data lakes are more than tables — they contain documents, logs, code, and AI training data. Protecto’s DeepSight scans every corner of your lake to find PII, PHI, and secrets — even in messy formats, typos, and mixed languages that legacy tools miss.

Trusted by Fortune 100s, healthcare, banks, and leading SaaS platforms
Automation Anywhere
Inovalon
Ivanti
Nokia
Bel Corp

Why Protecto Wins — Others Can’t

Discover hidden sensitive data without losing context—scan structured data, unstructured documents, logs, and complex formats while keeping data utility intact.

AI-Powered Discovery

Finds PII, PHI, PCI, and secrets across structured and unstructured formats

Scans All Data Types

JSON, logs, free text, markdown, code repositories, tickets, and more

Context-Aware Detection

Goes beyond patterns to detect sensitive data in context and identify compound risks

“With Protecto’s scanning, we uncovered sensitive data hidden across 50 million records that other tools completely missed.”

Health Analytics Company

13M+

daily texts scanned for large SaaS company — zero missed PII

99%

recall rate even for malformed text and Arabic numerals

$25M+

revenue enabled for healthcare customer in 12 months

Hidden Risks in Data Lakes

Data lakes on modern platforms like Databricks, Snowflake, and S3 don’t just hold structured tables. They contain all types of data used for analytics, operations, and AI — creating massive blind spots for sensitive information:

  • Large Volumes — customer records, transaction logs, clinical data, and CRM exports, often spread across multiple business units
  • Log Files — application logs, system logs, and audit trails often containing personal data
  • Complex Formats — JSON objects, markdown docs, semi-structured data, and code repositories
  • AI Training Datasets — prompts, responses, embeddings, and intermediate files feeding machine learning

Protecto Discovers Sensitive Data in Data Lakes

Scan, identify, and classify sensitive data across every file format — at enterprise scale.

AI/ML-Powered Discovery

Detects hundreds of PII/PHI types aligned with HIPAA Safe Harbor

Structured + Unstructured Coverage

Scans databases, documents, logs, JSON, code blocks, and more

Superior Accuracy

Independently verified to outperform AWS Comprehend & Microsoft Presidio

Asynchronous Processing

Efficiently handle massive data volumes without slowing down pipelines

Rapid Sampling

Use statistical sampling to quickly assess risk across large datasets

High-Volume Data Processing

Async tokenization with queueing processes large datasets via Kafka/Spark with no performance loss.

Get the complete technical breakdown of Protecto's AI-powered discovery, scanning capabilities, and enterprise deployment options.

How We Compare

Why enterprises choose Protecto for data lake discovery

Feature
Protecto
Others
Risk Coverage
Structured + unstructured, logs, code, AI data
Structured DBs only
Context-Aware Detection
Context-aware AI, typo/multilingual tolerant
Regex & simple patterns
Accuracy
High recall, preserves data utility
High recall, preserves data utility
Asynchronous Processing
Rapid Sampling
Scalability
Flexible Deployment
See how Protecto outperforms AWS Comprehend, Microsoft Presidio, and others in data lake discovery accuracy and coverage.

Why Fortune 500 Enterprises Trust Protecto

A Leading SaaS Company
“Protecto discovered sensitive data across 13 million daily texts in our data lake. Other tools missed unstructured formats entirely.”

1 week

vs 6 months in-house build

10x cost savings

vs building discovery infrastructure

13M+ texts

scanned daily with zero missed PII

See how Protecto can discover sensitive data across your data lake without missing critical PII/PHI.

Frequently Asked Questions

What data formats can Protecto scan in data lakes?

Structured databases, unstructured docs, JSON, logs, markdown, code, AI datasets
Yes — DeepSight is typo-tolerant and multilingual
Independently verified with higher precision & recall
Built-in async processing, queue management, and batch scanning for massive volumes
Yes — works with Databricks, Snowflake, S3, and others

Don’t Let Hidden PII in Data Lakes Become a Compliance Violation

Protecto discovers sensitive data across every file format — before regulators or attackers do.

Download Privacy Vault Datasheet

This datasheet outlines features that safeguard your data and enable accurate, secure Gen AI applications.