DataMask
#python#automation#microsaas
Potenzia il tuo business senza mettere a rischio la privacy. DataMask offre un offuscamento dei dati in tempo reale e developer-first che preserva un'utilità fondamentale per IA, testing e analytics. Raggiungi senza sforzo la conformità a GDPR e HIPAA, neutralizzando al contempo le minacce di data breach. Esegui il deploy in pochi secondi, scala all'infinito e sblocca in sicurezza il potenziale dei tuoi dati. Proteggi i tuoi asset, accelera la crescita: prova DataMask oggi stesso.
Leggi l'approfondimento tecnicoOffuscamento Dati in Tempo Reale per Pipeline IA con DataMaskmain.pymain.py — estratto d'esempio nello stile del tool
#!/usr/bin/env python3
"""
DataMask - Real-time developer-first data obfuscation engine.
Provides high-performance, utility-preserving data masking and anonymization
for sensitive payloads. Designed for seamless integration into AI pipelines,
testing environments, and analytics workloads ensuring GDPR and HIPAA compliance.
Features:
- Deterministic and randomized masking strategies for PII/PHI.
- Context-aware schema preservation for structured JSON and tabular data.
- Zero-dependency, real-time stream and batch processing capabilities.
- Built-in tokenization engine with format-preserving encryption (FPE).
- Configurable compliance presets for HIPAA, GDPR, and PCI-DSS.
Usage:
$ python main.py --config mask_config.json --input input.json
$ python main.py --preset hipaa --stream < raw_feed.log
"""
import enum
import hashlib
import logging
import re
from dataclasses import dataclass
from typing import Any, Dict, List, Optional, Pattern
class MaskingStrategy(enum.Enum):
"""Supported data transformation strategies."""
REDACT = "redact"
HASH = "hash"
TOKENIZE = "tokenize"
NOISE = "noise"
SYNTHETIC = "synthetic"
@dataclass(frozen=True)
class MaskingRule:
"""Configuration rule defining target fields and applied strategy."""
pattern: Pattern[str]
strategy: MaskingStrategy
salt: Optional[str] = None
replacement: str = "[REDACTED]"
class DataMaskEngine:
"""Core engine responsible for parsing and transforming sensitive payloads."""
def __init__(self, rules: List[MaskingRule], secret_key: str = "") -> None:
self._rules = rules
self._secret_key = secret_key
self._logger = logging.getLogger("datamask.engine")
# ... the full file ships with your download