/
reidentify_table_fpe.py
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reidentify_table_fpe.py
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# Copyright 2023 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Uses of the Data Loss Prevention API for de-identifying sensitive data
contained in table."""
from __future__ import annotations
import argparse
# [START dlp_reidentify_table_fpe]
import base64
from typing import List
import google.cloud.dlp
def reidentify_table_with_fpe(
project: str,
table_header: List[str],
table_rows: List[List[str]],
reid_field_names: List[str],
key_name: str = None,
wrapped_key: bytes = None,
alphabet: str = None,
) -> None:
"""Uses the Data Loss Prevention API to re-identify sensitive data in a
table that was encrypted by Format Preserving Encryption (FPE).
Args:
project: The Google Cloud project id to use as a parent resource.
table_header: List of strings representing table field names.
table_rows: List of rows representing table data.
reid_field_names: A list of fields in table to re-identify.
key_name: The name of the Cloud KMS key used to encrypt ('wrap') the
AES-256 key. Example:
key_name = 'projects/YOUR_GCLOUD_PROJECT/locations/YOUR_LOCATION/
keyRings/YOUR_KEYRING_NAME/cryptoKeys/YOUR_KEY_NAME'
wrapped_key: The decrypted ('wrapped', in bytes) AES-256 key to use. This key
should be encrypted using the Cloud KMS key specified by key_name.
alphabet: The set of characters to replace sensitive ones with. For
more information, see https://cloud.google.com/dlp/docs/reference/
rest/v2/projects.deidentifyTemplates#ffxcommonnativealphabet
"""
# Instantiate a client.
dlp = google.cloud.dlp_v2.DlpServiceClient()
# Construct the `table`. For more details on the table schema, please see
# https://cloud.google.com/dlp/docs/reference/rest/v2/ContentItem#Table
headers = [{"name": val} for val in table_header]
rows = []
for row in table_rows:
rows.append({"values": [{"string_value": cell_val} for cell_val in row]})
table = {"headers": headers, "rows": rows}
# Convert table to `item`
item = {"table": table}
# Specify fields to be re-identified/decrypted.
reid_field_names = [{"name": _i} for _i in reid_field_names]
# Construct FPE configuration dictionary
crypto_replace_ffx_fpe_config = {
"crypto_key": {
"kms_wrapped": {"wrapped_key": wrapped_key, "crypto_key_name": key_name}
},
"common_alphabet": alphabet,
}
# Construct reidentify configuration dictionary
reidentify_config = {
"record_transformations": {
"field_transformations": [
{
"primitive_transformation": {
"crypto_replace_ffx_fpe_config": crypto_replace_ffx_fpe_config,
},
"fields": reid_field_names,
}
]
}
}
# Convert the project id into a full resource id.
parent = f"projects/{project}/locations/global"
# Call the API.
response = dlp.reidentify_content(
request={
"parent": parent,
"reidentify_config": reidentify_config,
"item": item,
}
)
# Print out results.
print(f"Table after re-identification: {response.item.table}")
# [END dlp_reidentify_table_fpe]
if __name__ == "__main__":
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument(
"project",
help="The Google Cloud project id to use as a parent resource.",
)
parser.add_argument(
"table_header",
help="List of strings representing table field names.",
)
parser.add_argument(
"table_rows",
help="List of rows representing table data",
)
parser.add_argument(
"reid_field_names",
help="A list of fields in table to re-identify.",
)
parser.add_argument(
"key_name",
help="The name of the Cloud KMS key used to encrypt ('wrap') the "
"AES-256 key. Example: "
"key_name = 'projects/YOUR_GCLOUD_PROJECT/locations/YOUR_LOCATION/"
"keyRings/YOUR_KEYRING_NAME/cryptoKeys/YOUR_KEY_NAME'",
)
parser.add_argument(
"wrapped_key",
help="The encrypted ('wrapped') AES-256 key to use. This key should "
"be encrypted using the Cloud KMS key specified by key_name.",
)
parser.add_argument(
"-a",
"--alphabet",
default="ALPHA_NUMERIC",
help="The set of characters to replace sensitive ones with. Commonly "
'used subsets of the alphabet include "NUMERIC", "HEXADECIMAL", '
'"UPPER_CASE_ALPHA_NUMERIC", "ALPHA_NUMERIC", '
'"FFX_COMMON_NATIVE_ALPHABET_UNSPECIFIED"',
)
args = parser.parse_args()
reidentify_table_with_fpe(
args.project,
args.table_header,
args.table_rows,
args.reid_field_names,
wrapped_key=base64.b64decode(args.wrapped_key),
key_name=args.key_name,
alphabet=args.alphabet,
)