Breadcrumb
ProductConfiguration

Privacy & PII Redaction

Traces contain what your users say to your AI — and what it says back. Breadcrumb's PII redaction strips sensitive data at ingestion, before anything hits the database. Once redacted, original values are gone for good.

Configure per project in Settings > Privacy.

What gets scanned

Every incoming trace and span is scanned across input, output, metadata, status_message, and tags. Matches are replaced with tokens like [EMAIL_REDACTED].

Built-in patterns

All enabled by default except URLs:

PatternExampleReplacement
Emailuser@example.com[EMAIL_REDACTED]
Phone+1 (555) 123-4567[PHONE_REDACTED]
SSN123-45-6789[SSN_REDACTED]
Credit card4111 1111 1111 1111[CREDIT_CARD_REDACTED]
IP address192.168.1.1[IP_REDACTED]
Date of birth03/15/1990[DOB_REDACTED]
US address123 Main Street[ADDRESS_REDACTED]
API keysk-..., AKIA..., ghp_...[API_KEY_REDACTED]
URLhttps://...[URL_REDACTED]

Toggle each one individually.

Custom patterns

Add custom regex patterns for domain-specific data — each with a label, pattern (applied with g flag), and replacement.

Examples: CUST-\d+[CUSTOMER_ID], ORD-[A-Z0-9]+[ORDER_ID]

What it won't catch

Regex works on structure, not meaning. It won't detect person names, freeform addresses, or numbers that happen to be sensitive in context.

For those cases, use the SDK's beforeSend hook — it intercepts spans before they leave your infrastructure, so you can apply ML-based detection, custom dictionaries, or any logic you need.

On this page