Secure & private data collaboration with Snowflake (1)

Secure Functions

Sharing Secure function instead of simply raw data

Secure view optimizers

Secure joins

Column Level Security

Row Level Security

Masking Policy

Query Constraints

  • projection constraints prevents enumeration of sensitive attributes
  • aggregation constraints prevent a column from being used by non-aggregation ones

Differential privacy

  • Noise in results
  • privacy budget tracking