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Fundamentals

Fundamentals

PII vs PHI vs NPPI: An Engineer's Guide

Three acronyms used interchangeably that shouldn't be. A reference for engineers and compliance leads, with the regulatory and architectural take on each.

Fundamentals

What is Data Redaction? A Practical Guide

Data redaction removes sensitive information from documents and datasets, but covers more techniques than most realize. A guide to strategies and trade-offs.

Writing redaction policies

Policy authoring

Authoring Redaction Policies with PhiSQL

PhiSQL is a readable query language that compiles to a Phileas redaction policy. An introduction to the syntax and how it maps to the policy JSON.

Policy authoring

The Phileas redaction policy schema

What a redaction policy is, how the JSON schema is structured, and how to use it to control exactly which PII is detected and how each type is redacted.

Policy authoring

Writing your first redaction policy

A hands-on walkthrough from empty file to working redaction policy: detect an entity, apply it with Philter, change how it redacts, and handle false positives.

Techniques

Encryption

What is format-preserving encryption?

Format-preserving encryption (FPE) encrypts a value so the ciphertext keeps its shape and won't break downstream systems. A guide with credit-card examples.

AI and LLM privacy

AI privacy

PII in Vector Embeddings: A Defense Guide

Embeddings look like just numbers, but research shows they are partially invertible. A practical defense guide for vector stores against PII recovery attacks.

Self-hosting and on-device

Integrations

Integrations

Apache NiFi and Philter

How to use Philter to redact PII and PHI inside an Apache NiFi data flow, either through Philter's API or with an embedded NiFi processor.

Integrations

Redacting PII in Spark and Databricks

Redact PII column by column in Apache Spark and Databricks with a Phileas UDF: a verified PySpark example, plus the performance tradeoffs to plan for.

Deployment and operations

Operations

Monitoring Philter in AWS

How to monitor a Philter deployment in AWS: CloudWatch Logs for application logs, load balancer health checks for availability, and CloudWatch Metrics.

Operations

Referential Integrity with Valkey

How to configure a Valkey cache so Philter maintains referential integrity (consistent replacement values) across documents and contexts in a cluster.

Compliance