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4_01_unusually_high_api_usage_by_user_identity.sql
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4_01_unusually_high_api_usage_by_user_identity.sql
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/*
* Copyright 2022 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.
*/
SELECT
*,
AVG(counter) OVER (
PARTITION BY principalEmail
ORDER BY day
ROWS BETWEEN UNBOUNDED PRECEDING AND 1 PRECEDING) AS avg,
STDDEV(counter) OVER (
PARTITION BY principalEmail
ORDER BY day
ROWS BETWEEN UNBOUNDED PRECEDING AND 1 PRECEDING) AS stddev,
COUNT(*) OVER (
PARTITION BY principalEmail
RANGE BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS numSamples
FROM (
SELECT
protopayload_auditlog.authenticationInfo.principalEmail,
EXTRACT(DATE FROM timestamp) AS day,
ARRAY_AGG(DISTINCT protopayload_auditlog.methodName IGNORE NULLS) AS actions,
COUNT(*) AS counter
FROM `[MY_PROJECT_ID].[MY_DATASET_ID].cloudaudit_googleapis_com_*`
WHERE
timestamp >= TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 60 DAY)
AND protopayload_auditlog.authenticationInfo.principalEmail IS NOT NULL
AND protopayload_auditlog.methodName NOT LIKE "storage.%.get"
AND protopayload_auditlog.methodName NOT LIKE "v1.compute.%.list"
AND protopayload_auditlog.methodName NOT LIKE "beta.compute.%.list"
GROUP BY
protopayload_auditlog.authenticationInfo.principalEmail,
day
)
WHERE TRUE
QUALIFY
counter > avg + 3 * stddev
AND day >= DATE_SUB(CURRENT_DATE(), INTERVAL 7 DAY)
ORDER BY
counter DESC