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Protecting customer data is one of Snowflake’s highest priorities. Snowflake encrypts all customer data by default, using the latest security standards, at no additional cost. Snowflake provides best-in-class key management, which is entirely transparent to customers. This makes Snowflake one of the easiest to use and most secure data warehouses.

In this Topic:

End-to-End Encryption

End-to-end encryption (E2EE) is a form of communication in which no one but end users can read the data. In Snowflake, this means that only a customer and the runtime components can read the data. No third parties, including Snowflake’s cloud computing platform or any ISP, can see data in the clear.

E2EE minimizes the attack surface. In the event of a security breach of the cloud platform, the data is protected because it is always encrypted, regardless of whether the breach exposes access credentials indirectly or data files directly, whether by an internal or external attacker.

The figure illustrates the E2EE system in Snowflake. The system includes the following components:

Snowflake supports both internal and external stages for data files. Snowflake provides internal stages where you can upload and group your data files before loading the data into tables (option B). Customer-provided stages are containers or directories in a supported cloud storage platform (i.e. Amazon S3) that you own and manage (option A). Customer-provided stages are an attractive option for customers that already have data stored on these platforms, which they want to copy into Snowflake. Snowflake supports E2EE for both types of stage.

Snowflake runs in a single, secure VPC on the cloud platform.

The flow of E2EE in Snowflake is as follows (see the figure in this section):

A user uploads one or more data files to a stage. If the stage is a customer-managed container in a cloud storage service (option A), the user may optionally encrypt the data files using client-side encryption (see for more information). We recommend client-side encryption for data files staged external to Snowflake; but if the data is not encrypted, Snowflake immediately encrypts the data when it is loaded into a table.

If the stage is a Snowflake-provided stage (option B), data files are automatically encrypted when they are staged.

The user loads the data from the stage into a table. The data is transformed into Snowflake’s proprietary file format and stored in a cloud storage container (“data at rest”). In Snowflake, all data at rest is always encrypted.

Query results can be unloaded into a stage. Results are optionally encrypted using client-side encryption when unloaded into a customer-managed stage, and are automatically encrypted when unloaded to a Snowflake-provided stage.

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New in version 3.6.

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Source code:

The Gentle Souls Blakely A8b6x
module is used for generating cryptographically strong random numbers suitable for managing data such as passwords, account authentication, security tokens, and related secrets.

In particularly, Sol SanaTeresa Slide T7qvIC
should be used in preference to the default pseudo-random number generator in the random module, which is designed for modelling and simulation, not security or cryptography.

See also

PEP 506

15.3.1. Random numbers PUMA Astro Cup Suede Sneaker V7Zpzw5Il

The module provides access to the most secure source of randomness that your operating system provides.

A class for generating random numbers using the highest-quality sources provided by the operating system. See for additional details.

Return a randomly-chosen element from a non-empty sequence.

Return a random int in the range [0, ).

Return an int with random bits.

The secrets module provides functions for generating secure tokens, suitable for applications such as password resets, hard-to-guess URLs, and similar.

Return a random byte string containing nbytes number of bytes. If nbytes is None or not supplied, a reasonable default is used.

Return a random text string, in hexadecimal. The string has nbytes random bytes, each byte converted to two hex digits. If nbytes is None or not supplied, a reasonable default is used.

Return a random URL-safe text string, containing nbytes random bytes. The text is Base64 encoded, so on average each byte results in approximately 1.3 characters. If nbytes is None or not supplied, a reasonable default is used.

To be secure against brute-force attacks , tokens need to have sufficient randomness. Unfortunately, what is considered sufficient will necessarily increase as computers get more powerful and able to make more guesses in a shorter period. As of 2015, it is believed that 32 bytes (256 bits) of randomness is sufficient for the typical use-case expected for the secrets module.

For those who want to manage their own token length, you can explicitly specify how much randomness is used for tokens by giving an int argument to the various token_* functions. That argument is taken as the number of bytes of randomness to use.

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At Your Leisure

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