Feature Matrix

Key

Full Python & YAML API support

Python API support only

Feature unavailable
SDK v2.X SDK v3.X

Big Data Support

Infrastructure Support

Spark

Pandas

YAML

Offline Running

Privacy Masks

Deterministic Encryption Mask

Format Preserving Encryption Mask

Replacement Mask

Bucketing Mask

Date Shift Mask

Cryptographic Hashing Mask

Format Preserving Hashing Mask

Null Mask

Redaction Mask

Time Extraction Mask

Overrides

Meta Overrides

Model Overrides

Data Types

String

Integer

Float

Boolean

Datetime

Timedelta

[1]

Models

Tabular

Sampling

Enumeration

Regular Timeseries

Event-based Timeseries

Data Rebalancing

Enhanced Privacy Synthesis

Differential privacy

Strict synthesis

[1] NaNs not supported for Timedeltas in version 2.X.