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Understanding Data Loss Prevention Techniques
Feb 6, 2025
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Lecture Notes: Data Loss Prevention (DLP)
Introduction to DLP
Definition:
DLP stands for Data Loss Prevention or Data Leak Prevention.
Purpose:
Prevents the loss or unauthorized dissemination of confidential and sensitive information.
Channels:
Protects data from being transferred via email, web, cloud storage, instant messaging, etc.
Functions of DLP
Classification:
Identifies which documents are considered confidential.
Policy Enforcement:
Ensures that classified documents are not inappropriately shared or transferred.
Prevents data loss, not just notifications.
Methods for Implementing DLP
Manual Implementation:
Suitable for small companies; limited to classification.
On-Premises Box:
Monitors network traffic for sensitive data.
Cloud Service:
Easier for cloud-based infrastructures (e.g., Office 365, Gmail).
Host Agents:
Installed on user devices to monitor actions involving sensitive files.
Effective for USB data exfiltration.
Client-side implementation often considered best.
Server-side vs. Client-side
Server-side:
Uses proxy devices to intercept and analyze traffic.
Issues with decryption and privacy.
Client-side:
Involves more administrative overhead but provides direct monitoring.
DLP Policy Configuration
Includes a policy server or management dashboard.
Configures actions such as scanning, blocking, notifying, quarantining, and tombstoning.
Integrates with content or document management systems.
DLP Solutions Examples
Digital Guardian
Office 365 DLP
Symantec
Classification Methods for DLP
File Tags:
Tags files as confidential.
Dictionary:
Searches for keywords or patterns indicating sensitive data.
Templates:
Predefined policies for regulatory needs (e.g., HIPAA, GDPR).
Exact Data Match (EDM):
Uses hashed values to match sensitive information.
Document Matching:
Provides samples of documents that shouldn’t be shared.
Actions in DLP
Block:
Prevents data transfer.
Notify:
Alerts users to sensitive data handling mistakes.
Quarantine:
Isolates unauthorized accessed files.
Tombstone:
Replaces files with placeholders after policy violations.
Challenges and Considerations
EDM:
Difficult to implement but reduces false positives.
Document Matching:
Susceptible to format changes.
Unintentional Data Leakage:
Not all exfiltration is malicious.
Summary
Exam Preparation:
Understand DLP’s purpose, methods, rules, and automatic responses.
Conclusion
Upcoming topic: Endpoint Security
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