r1shal1n / security-analytics

Community Security Analytics (CSA)

As organizations go through the Autonomic Security modernization journey, this repository serves as a community-driven list of sample security analytics for auditing cloud usage and for detecting threats to your data & workloads in Google Cloud. These may assist detection engineers, threat hunters and data governance analysts.

CSA is a set of foundational security analytics designed to provide organizations with a rich baseline of pre-built queries and rules that they can readily use to start analyzing their Google Cloud logs including Cloud Audit logs, VPC Flow logs, DNS logs, and more using cloud-native or third-party analytics tools. The source code is provided as is, without warranty. See Copyright & License below.

Current release include:

• SQL queries for BigQuery
• YARA-L rules for Chroncile

The security use cases below are grouped in 6 categories depending on underlying activity type and log sources:

1. 🚦 Login & Access Patterns
2. 🔑 IAM, Keys & Secrets Admin Activity
3. 🏗️ Cloud Provisoning Activity
4. ☁️ Cloud Workload Usage
5. 💧 Data Usage
6. ⚡ Network Activity

To learn more about the variety of Google Cloud logs, how to enable and natively export these logs to destinations like Chronicle or BigQuery for in-depth analytics, refer to Google Cloud Security and access analytics solution guide.

Caution: CSA is not meant to be a comprehensive set of threat detections, but a collection of community-contributed samples to get you started with detective controls. Use CSA in your threat detection and response capabilities (e.g. Security Command Center, Chronicle, BigQuery, Siemplify, or third-party SIEM) in conjunction with threat prevention capabilities (e.g. Security Command Center, Cloud Armor, BeyondCorp). To learn more about Google’s approach to modern Security Operations, check out the Autonomic Security Operations whitepaper.

Security Analytics Use Cases

#	Cloud Security Threat	Log Source	Audit	Detect	Respond	ATT&CK® Techniques
1	🚦 Login & Access Patterns
1.01	Login from a highly-privileged account	Cloud Identity Logs (Google Workspace Login)		✅		T1078.004
1.02	Suspicious login attempt flagged by Google Workspace	Cloud Identity Logs (Google Workspace Login)		✅		T1078.004
1.03	Excessive login failures from any user identity	Cloud Identity Logs (Google Workspace Login)		✅		T1078.004, T1110
1.10	Access attempts violating VPC service controls	Audit Logs - Policy	✅	✅
1.20	Access attempts violating IAP (i.e. BeyondCorp) access controls	HTTP(S) Load Balancer Logs	✅	✅
2	🔑 IAM, Keys & Secrets Changes
2.01	Super admin or Admin permissions granted	Audit Logs - Admin Activity (Google Workspace Admin)	✅	✅		T1484.001
2.10	Organization admin permissions granted	Audit Logs - Admin Activity	✅	✅		T1484.002
2.11	Permissions granted to a user from a non-allowed domain	Audit Logs - Admin Activity	✅	✅		T1484.002
2.20	Permissions granted over a Service Account	Audit Logs - Admin Activity	✅	✅		T1484.002
2.21	Permissions granted to impersonate Service Account	Audit Logs - Admin Activity	✅	✅		T1484.002
2.22	Permissions granted to create or manage Service Account keys	Audit Logs - Admin Activity	✅	✅		T1484.002
2.30	Service accounts or keys created by non-approved identity	Audit Logs - Admin Activity	✅	✅		T1136.003
2.40	User access added (or removed) from IAP-protected HTTPS services	Audit Logs - Admin Activity	✅	✅		T1484.002
3	🏗️ Cloud Provisioning Activity
3.01	Changes made to logging settings	Audit Logs - Admin Activity	✅	✅		T1562.008
3.10	Unusual admin activity by user & country in the last 7 days	Audit Logs - Admin Activity		✅
3.11	Unusual number of firewall rules modified in the last 7 days	Audit Logs - Admin Activity		✅		T1562.007
3.12	Firewall rules modified or deleted in the last 24 hrs	Audit Logs - Admin Activity	✅	✅		T1562.007
3.13	VPN tunnels created or deleted	Audit Logs - Admin Activity	✅	✅		T1133
3.14	DNS zones modified or deleted	Audit Logs - Admin Activity	✅	✅		T1578
3.15	Cloud Storage buckets modified or deleted by unfamiliar user identities	Audit Logs - Admin Activity	✅	✅		T1578
3.20	VMs deleted in the last 7 days	Audit Logs - Admin Activity	✅			T1578
3.21	Cloud SQL databases created, modified or deleted	Audit Logs - Admin Activity	✅			T1578
4	☁️ Cloud Workload Usage
4.01	Unusually high API usage by any user identity	Audit Logs	✅	✅		T1106
4.10	Autoscaling usage in the past month	Audit Logs - Admin Activity	✅			T1496
4.11	Autoscaling usage per day in the past month	Audit Logs - Admin Activity	✅			T1496
5	💧 Data Usage
5.01	Which users most frequently accessed data in the past week?	Audit Logs - Data Access	✅			T1530
5.02	Which users accessed most amount of data in the past week?	Audit Logs - Data Access	✅			T1530
5.03	How much data was accessed by each user per day in the past week?	Audit Logs - Data Access	✅			T1530
5.04	Which users accessed data in a given table in the past month?	Audit Logs - Data Access	✅		✅	T1078.004
5.05	What tables are most frequently accessed and by whom?	Audit Logs - Data Access	✅			T1530
5.06	Top 10 queries against BigQuery in the past week	Audit Logs - Data Access	✅			T1530
5.07	Any queries doing very large scans?	Audit Logs - Data Access	✅	✅		T1530
5.08	Any destructive queries or jobs (i.e. update or delete)?	Audit Logs	✅	✅		T1565.001
5.09	Any exfiltration queries or jobs (i.e. copy or export)?	Audit Logs - Data Access	✅	✅		T1530
5.20	Most common data (and metadata) access actions in the past month	Audit Logs - Data Access	✅	✅		T1530
5.30	Cloud Storage buckets enumerated by unfamiliar user identities	Audit Logs - Data Access	✅	✅		T1530
5.31	Cloud Storage objects accessed from a new IP	Audit Logs - Data Access	✅	✅		T1530
6	⚡ Network Activity
6.01	Hosts reaching out to many other hosts or ports per hour	VPC Flow Logs	✅	✅		T1046
6.10	Connections from a new IP to an in-scope network	VPC Flow Logs	✅	✅	✅	T1018
6.11	Connections to a malicious IP	VPC Flow Logs		✅	✅	T1071
6.20	Connections blocked by Cloud Armor	HTTP(S) LB Logs	✅	✅		T1071
6.21	Log4j 2 vulnerability exploit attempts	HTTP(S) LB Logs		✅		T1190
6.22	Any remote IP addresses attemting to exploit Log4j 2 vulnerability?	HTTP(S) LB Logs		✅		T1190
6.30	Virus or malware detected by Cloud IDS	Cloud IDS Threat Logs		✅		T1059
6.31	Traffic sessions of high severity threats detected by Cloud IDS	Cloud IDS Threat Logs, Cloud IDS Traffic Logs		✅		T1071
6.40	Top 10 DNS queried domains	Cloud DNS Logs	✅	✅		T1071.004

Copyright & License

Copyright 2022 Google LLC

Threat detection queries & rules under Threat Detections As Code are licensed under the Apache license, v2.0. Details can be found in LICENSE file.