event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
31cfd064-bbd0-412a-a98c-6588da6d2ce7 | 2025-07-11T01:58:27 | ai | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by anitawhitaker No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "d3818a915b03fdb4694b40afc52572cf999f28f4",
"user_agent": "Opera/9.12.(X11; Linux i686; sid-ET) Presto/2.9.165 Version/11.00",
"session_id": "5587fdbb-b22f-4341-bbd8-67ecced76ae0",
"risk_score": 43.63,
"confidence": 0.22
} | null | null | null | null | null | No additional info | AI system model_inversion by anitawhitaker No additional info | model_inversion | null | null | anitawhitaker | null | null | null | null | null | null | null | null | null | null | null | null | model-c0c8571f | 10340a57911677db8c34382d54d7d8cb89714da1ab169800cf49a090df9a3ed9 | ab2c53af86d78307fbf620ef5eba4e49e9b724c90d9bb9f1f546bf0a102fc9ba | null | null |
0b7ae733-b396-4234-b303-cf181cda6b3a | 2025-01-27T05:43:33 | cloud | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in Alibaba by moodystephanie No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "575709779bb3340199d7175ad56db0c8a763b70fbe4bc52a312afe6c8ddbdb9e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; om-ET) AppleWebKit/532.50.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6532.50.7",
"session_id": "b3247dee-e302-4f7c-8d2c-9e619c539999",
"risk_score": 56.49,
"confidence": 0.46
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Alibaba by moodystephanie No additional info | permission_escalation | null | null | moodystephanie | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-beae3e33 |
0c84f18d-ce1c-4dce-912e-3003110dd9a0 | 2025-03-12T17:45:00 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network connection from 11.28.21.42 to 94.145.62.85 MITRE Technique: T1566.001 | DGA domain detected | Possible protocol tunneling | {
"geo_location": "Syrian Arab Republic",
"device_hash": "27ca769c490234ba260f43d9ddf33f0f9658592fe34a2544a87483afbac83b44",
"user_agent": "Opera/9.20.(Windows NT 6.2; quz-PE) Presto/2.9.189 Version/10.00",
"session_id": "fcffb289-af44-4798-ab9a-579c7ea417a9",
"risk_score": 45.86,
"confidence": 0.25
} | 11.28.21.42 | 94.145.62.85 | null | null | null | MITRE Technique: T1566.001 | DGA domain detected | Possible protocol tunneling | Network connection from 11.28.21.42 to 94.145.62.85 MITRE Technique: T1566.001 | DGA domain detected | Possible protocol tunneling | connection | 403,574 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
73df882d-abf5-42cc-8536-92325132809f | 2025-02-24T19:46:04 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: MFA Bypass detected from 10.76.128.225 targeting 21.63.144.228 No additional info | {
"geo_location": "Russia",
"device_hash": "47b1889a01f87a7ee9b67bab94dba35c",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/8809-08-19 11:06:49 Firefox/3.6.2",
"session_id": "c67565cb-3ef0-4ecd-a0dc-f346a6e30cd5",
"risk_score": 74.67,
"confidence": 0.46
} | 10.76.128.225 | 21.63.144.228 | MFA Bypass | SIG-6561 | Exploit | No additional info | Suricata Alert: MFA Bypass detected from 10.76.128.225 targeting 21.63.144.228 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4903d18-3bf9-4256-a27a-31b19280532e | 2021-04-21T22:52:27 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device HVAC battery_drain Unconventional IOC: TPM attestation failures noise=UGVvcGxlLg== | {
"geo_location": "Poland",
"device_hash": "1f7dadb8872b976755db524277991e47",
"user_agent": "Opera/8.93.(Windows NT 10.0; am-ET) Presto/2.9.162 Version/12.00",
"session_id": "421d0a12-701e-4953-9ad0-e59eefb7ea82",
"risk_score": 30.28,
"confidence": 0.84
} | null | null | null | null | null | Unconventional IOC: TPM attestation failures | IoT device HVAC battery_drain Unconventional IOC: TPM attestation failures | battery_drain | null | null | null | null | null | null | null | HVAC | iot-3ca69efc | 5.6 | null | null | null | null | null | null | null | null | null | null |
d31f4714-2983-4c94-8caa-42dc0698b89c | 2025-03-22T17:03:10 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine HTTPS traffic from 80.155.43.99:100 to 158.224.236.159:324 Geo anomaly: Impossible travel detected | {
"geo_location": "Saint Barthelemy",
"device_hash": "d3bc7de6f68a6e14ddc04a2793dc49a048126e56",
"user_agent": "Opera/8.94.(X11; Linux x86_64; es-MX) Presto/2.9.174 Version/11.00",
"session_id": "550ed5de-9654-4fdc-8f36-c29601d24b7e",
"risk_score": 27,
"confidence": 0.22
} | 80.155.43.99 | 158.224.236.159 | null | null | null | Geo anomaly: Impossible travel detected | Firewall quarantine HTTPS traffic from 80.155.43.99:100 to 158.224.236.159:324 Geo anomaly: Impossible travel detected | quarantine | 164,881 | HTTPS | null | null | null | null | null | null | null | null | 100 | 324 | 3,435 | null | null | null | null | null | null | null |
e725489b-2267-4f4d-9c8c-372665266d11 | 2025-06-13T08:59:04 | firewall | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|high| desc=Firewall allow UDP traffic from 202.111.124.153:31604 to 21.102.41.111:949 Associated Threat Actor: Wizard Spider | {
"geo_location": "Netherlands Antilles",
"device_hash": "911e1df87a4c6dd7eb1704116f099dd3778b75ecb1cd1c188f72b4e47d9c0937",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.30.7 (KHTML, like Gecko) Version/4.1 Safari/531.30.7",
"session_id": "2b4ef749-74a4-4cc3-a9ae-4ccabe58838b",
"risk_score": 46.71,
"confidence": 0.94
} | 202.111.124.153 | 21.102.41.111 | null | null | null | Associated Threat Actor: Wizard Spider | Firewall allow UDP traffic from 202.111.124.153:31604 to 21.102.41.111:949 Associated Threat Actor: Wizard Spider | allow | 193,058 | UDP | null | null | null | null | null | null | null | null | 31,604 | 949 | 143 | null | null | null | null | null | null | null |
997ddfc2-1f02-4fdc-a984-ef6926c9c9b7 | 2025-03-25T14:57:23 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall deny RDP traffic from 9.123.176.24:945 to 84.27.216.126:606 No additional info noise=either|agent|ahead | {
"geo_location": "Finland",
"device_hash": "8c9e042d32bcdf6e0e18a005adcfe4e3481ff982",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/4.1)",
"session_id": "eafba085-06d9-484e-95dd-83e81ea9497b",
"risk_score": 48.28,
"confidence": 0.43
} | 9.123.176.24 | 84.27.216.126 | null | null | null | No additional info | Firewall deny RDP traffic from 9.123.176.24:945 to 84.27.216.126:606 No additional info | deny | 612,235 | RDP | null | null | null | null | {
"baseline_deviation": 1.79,
"entropy": 4,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 945 | 606 | 552 | null | null | null | null | null | null | null |
910e12d0-5d6f-4d73-acf4-fd03db074601 | 2027-08-15T23:20:29 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat firmware_update Associated Threat Actor: Sandworm Team | {
"geo_location": "Belarus",
"device_hash": "58c0af34eb6f35129b6e29ad30f2152f",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_3) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/61.0.800.0 Safari/532.1",
"session_id": "2d3abd72-01b7-4257-8eeb-c9e2e141b27c",
"risk_score": 38.62,
"confidence": 0.7
} | null | null | null | null | null | Associated Threat Actor: Sandworm Team | IoT device Thermostat firmware_update Associated Threat Actor: Sandworm Team | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-e163ab20 | 1.9 | null | null | null | null | null | null | null | null | null | null |
71dd4f77-dbf2-476d-b95d-0fa50e4327d1 | 2025-01-20T20:58:34 | ai | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by carneychris No additional info noise=307EEC34 | {
"geo_location": "Russia",
"device_hash": "d7abb36cbeee7331f87d20ce6d790c966e44154b",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/23.0.820.0 Safari/535.0",
"session_id": "0ed1484a-1cd1-4372-9012-a904bce2ad28",
"risk_score": 51.55,
"confidence": 0.68
} | null | null | null | null | null | No additional info | AI system adversarial_input by carneychris No additional info | adversarial_input | null | null | carneychris | null | null | null | null | null | null | null | null | null | null | null | null | model-f05999f3 | c7ed008bd3c7d0d289f25f875d81c31023d1ab0af1e3471cf6871e4befa79cde | 70150047edd550740a6e87160a85f121e95eac9f666ff3c3e52c184a5f5ff770 | null | null |
cb5995b2-103e-4846-9160-81d5887881b2 | 2025-05-27T19:56:02 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth challenge for fbass via MFA from 173.173.159.189 MITRE Technique: T1574.002 | Unconventional IOC: TPM attestation failures noise=U2VhIGFtb25nLg== | {
"geo_location": "Andorra",
"device_hash": "c749d1ebc991fd2e76f44cc0e6cab2d7268f54a9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_6) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/28.0.812.0 Safari/534.0",
"session_id": "05def5b0-0970-4a9b-9a48-2808380b2e24",
"risk_score": 59.52,
"confidence": 0.65
} | 173.173.159.189 | null | null | null | null | MITRE Technique: T1574.002 | Unconventional IOC: TPM attestation failures | Auth challenge for fbass via MFA from 173.173.159.189 MITRE Technique: T1574.002 | Unconventional IOC: TPM attestation failures | challenge | null | null | fbass | null | null | null | {
"baseline_deviation": 1.52,
"entropy": 6.47,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | MFA | e1:46:49:e5:18:38 | null | null | null | null | null |
bad851a9-8ffa-4e03-861d-b50fa4857d69 | 2025-02-16T07:09:10 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth failed for gonzalezjames via biometric from 8.175.64.127 MITRE Technique: T1078.004 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Maldives",
"device_hash": "1f15dc22e90bbdfb81da7d003f9c69180daf3a51dd077f0921799d4ae97ceeb1",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.4) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/54.0.849.0 Safari/533.0",
"session_id": "611bcd14-9a1c-46c6-9a3a-7fd57639eea1",
"risk_score": 31.28,
"confidence": 0.76
} | 8.175.64.127 | null | null | null | null | MITRE Technique: T1078.004 | Unconventional IOC: TPM attestation failures | Auth failed for gonzalezjames via biometric from 8.175.64.127 MITRE Technique: T1078.004 | Unconventional IOC: TPM attestation failures | failed | null | null | gonzalezjames | null | null | null | {
"baseline_deviation": 2.19,
"entropy": 4.43,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | biometric | 47:56:df:b9:5c:c5 | null | null | null | null | null |
5738d443-ab43-4991-8f0f-c56835eb3f26 | 2025-03-01T19:47:15 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine RDP traffic from 85.92.18.71:286 to 178.15.93.8:61 No additional info | {
"geo_location": "San Marino",
"device_hash": "becc1a3ead34a7a2e5558978a9060807107d2fee6e9a1896a6d4554c48fadef4",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/48.0.831.0 Safari/534.0",
"session_id": "16451a1c-ce87-4204-88ab-0ae579013072",
"risk_score": 81.71,
"confidence": 0.81
} | 85.92.18.71 | 178.15.93.8 | null | null | null | No additional info | Firewall quarantine RDP traffic from 85.92.18.71:286 to 178.15.93.8:61 No additional info | quarantine | 366,078 | RDP | null | null | null | null | null | null | null | null | 286 | 61 | 3,237 | null | null | null | null | null | null | null |
52ef416c-6baa-4db6-8fb7-2bad9719be68 | 2025-03-09T11:52:12 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 3.148.244.100 to 141.254.123.89 MITRE Technique: T1078.004 | {
"geo_location": "Morocco",
"device_hash": "66faf7110d03483e07fee88973fe848ad0a7269852120f868650a4dad838aa8b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.46.3 (KHTML, like Gecko) Version/5.1 Safari/534.46.3",
"session_id": "a9c23c51-99e3-4dd5-984e-5f4f1886fb02",
"risk_score": 100,
"confidence": 0.54
} | 3.148.244.100 | 141.254.123.89 | null | null | null | MITRE Technique: T1078.004 | Network data_exfiltration from 3.148.244.100 to 141.254.123.89 MITRE Technique: T1078.004 | data_exfiltration | 733,317 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4f6e4b5f-f5a3-4e95-b50e-4b24431b6408 | 2025-02-04T03:52:01 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine TCP traffic from 10.180.152.170:303 to 29.74.18.177:18264 No additional info noise=tags/search | {
"geo_location": "Eritrea",
"device_hash": "b57a1604136c74a4c90a2c08be5385b7fa156af1d4de1074fa16aa9fc9880cb9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/5.0)",
"session_id": "352a3b59-7b48-4e17-8e7c-85a6f1b0123b",
"risk_score": 78.95,
"confidence": 0.45
} | 10.180.152.170 | 29.74.18.177 | null | null | null | No additional info | Firewall quarantine TCP traffic from 10.180.152.170:303 to 29.74.18.177:18264 No additional info | quarantine | 804,254 | TCP | null | null | null | null | null | null | null | null | 303 | 18,264 | 2,096 | null | null | null | null | null | null | null |
dee0a715-6cf1-4209-81a0-581a92c331b7 | 2025-03-05T17:23:03 | ai | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by jason57 MITRE Technique: T1059.001 noise=leg|require|whatever | {
"geo_location": "Belize",
"device_hash": "d16d3a7cb85c0720db7d25281b95f19797fcbf97",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/3.0)",
"session_id": "6656a57b-2484-483b-aed8-bce97930fcb3",
"risk_score": 33.98,
"confidence": 0.33
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system model_access by jason57 MITRE Technique: T1059.001 | model_access | null | null | jason57 | null | null | null | null | null | null | null | null | null | null | null | null | model-7011cefa | 01047280e56c1dd9ca5721fc60c52d1bc9bb52ed7830349c24444437d23b7f04 | c60a90181fe4a81e216ddb09544d0464a0b97aea | null | null |
c0800481-60f9-46f7-9655-7f2b0bd14a7a | 2025-05-13T07:56:22 | cloud | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in AWS by taylorkevin MITRE Technique: T1547.001 | Associated Threat Actor: APT29 | {
"geo_location": "United Arab Emirates",
"device_hash": "ec91434d7596b202df071b7dcb205fa9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/4.1)",
"session_id": "6a612909-95c9-4108-a50d-ae6d795cdb9a",
"risk_score": 66.52,
"confidence": 0.88
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: APT29 | Cloud api_abuse in AWS by taylorkevin MITRE Technique: T1547.001 | Associated Threat Actor: APT29 | api_abuse | null | null | taylorkevin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-b9cbcd8c |
c05185e3-278b-450a-9985-f3e7ddc9e18c | 2025-02-13T17:52:02 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network connection from 218.178.253.227 to 212.187.90.191 No additional info | {
"geo_location": "Uruguay",
"device_hash": "42dcb96fa3af5e50b9e5becaaa7c595419f0daaeee5d9ece720a332499058d8f",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/36.0.896.0 Safari/533.2",
"session_id": "aa271446-9c29-4f29-b384-f8e7abd61acc",
"risk_score": 75.64,
"confidence": 0.24
} | 218.178.253.227 | 212.187.90.191 | null | null | null | No additional info | Network connection from 218.178.253.227 to 212.187.90.191 No additional info | connection | 432,918 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac4f4a37-5bdc-428b-ac9f-0317ae9efc8d | 2025-07-03T05:06:24 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by whitemichael No additional info | {
"geo_location": "Congo",
"device_hash": "5d4b1137ec231f60b3914c4cc6f2dace3a499d98325e0f1f3ab650b6baead67f",
"user_agent": "Opera/8.84.(X11; Linux i686; om-KE) Presto/2.9.182 Version/11.00",
"session_id": "f9112807-4f8c-4cff-a991-2672970f0e8c",
"risk_score": 59.97,
"confidence": 0.9
} | null | null | null | null | null | No additional info | AI system api_abuse by whitemichael No additional info | api_abuse | null | null | whitemichael | null | null | null | null | null | null | null | null | null | null | null | null | model-956ea58c | bf8b64c89d1b8864a15f67c27a9b4da6c4f1b8865d9b2f91be5019835613a6f1 | 704b7b948d94c60682ef0201917cfa15d46bbf3d | null | null |
e31c7865-7456-45da-a37f-d800dd443b05 | 2025-05-21T19:49:47 | ids_alert | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|low| desc=Trellix Alert: Living-off-the-Land detected from 46.114.172.202 targeting N/A MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Cote d'Ivoire",
"device_hash": "a0ef2f288b522b60be8bf527611a70aebf5ea430ae98bd6aa2ee36573dba97f5",
"user_agent": "Opera/9.83.(Windows NT 6.0; doi-IN) Presto/2.9.173 Version/12.00",
"session_id": "12e4c6a3-9b6f-4eca-a51e-006ad1c0ea7c",
"risk_score": 23.54,
"confidence": 0.12
} | 46.114.172.202 | N/A | Living-off-the-Land | SIG-6151 | Malware | MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | Trellix Alert: Living-off-the-Land detected from 46.114.172.202 targeting N/A MITRE Technique: T1218.011 | Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
09dddd5e-e7fe-405f-9ccd-d599fa062a95 | 2025-05-23T13:50:24 | cloud | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in AWS by kathleenjackson MITRE Technique: T1134.001 noise=VGhpbmcu | {
"geo_location": "Belarus",
"device_hash": "b2fb7aee2358d9113705b5c8e5f3eee7fa4af2a9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.3.7 (KHTML, like Gecko) Version/4.0.1 Safari/534.3.7",
"session_id": "a32f0c78-7ea2-46bf-90df-e2f976d33bd0",
"risk_score": 55.55,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1134.001 | Cloud permission_escalation in AWS by kathleenjackson MITRE Technique: T1134.001 | permission_escalation | null | null | kathleenjackson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-b7a0c7c8 |
bfae725b-d70d-47cf-82ef-fc049cc70557 | 2025-04-18T22:14:30 | auth | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|info| desc=Auth success for thomaselizabeth via password from 10.119.13.71 MITRE Technique: T1190 | {
"geo_location": "Kazakhstan",
"device_hash": "34d06da48b0e335f4214b020ffd671f62ced7f3e",
"user_agent": "Opera/9.55.(Windows 95; bn-BD) Presto/2.9.178 Version/10.00",
"session_id": "01c80253-8248-498a-bc0d-d06760c6d9c3",
"risk_score": 17.25,
"confidence": 0.85
} | 10.119.13.71 | null | null | null | null | MITRE Technique: T1190 | Auth success for thomaselizabeth via password from 10.119.13.71 MITRE Technique: T1190 | success | null | null | thomaselizabeth | null | null | null | {
"baseline_deviation": 2.54,
"entropy": 2.59,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | password | 27:15:fc:e8:f8:49 | null | null | null | null | null |
9d7fc507-93cf-42e8-a303-b9f26f36b34e | 2025-05-27T21:08:33 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth locked for carl88 via key from 216.163.109.204 No additional info | {
"geo_location": "Guernsey",
"device_hash": "1ec1b14e1e279842335e578d179241aa",
"user_agent": "Opera/8.61.(Windows NT 6.2; szl-PL) Presto/2.9.184 Version/12.00",
"session_id": "b1a34d81-a7a2-4770-9ffa-caa0710d7d88",
"risk_score": 26.32,
"confidence": 0.29
} | 216.163.109.204 | null | null | null | null | No additional info | Auth locked for carl88 via key from 216.163.109.204 No additional info | locked | null | null | carl88 | null | null | null | null | null | null | null | null | null | null | key | 3f:bb:65:0b:fe:fd | null | null | null | null | null |
3dbc3e9b-1f70-4372-9656-70f3408b0c88 | 2025-05-12T10:31:04 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: AI Model Poisoning detected from 202.128.92.207 targeting N/A Associated Threat Actor: APT29 noise=difference|ok|role | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "02a0fd300aff8488e4cecb3215ef84fd4407431cd034ed2bbcbc61169461130b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.0)",
"session_id": "2bdce37c-2f1a-4c6b-91da-e4f84a624c72",
"risk_score": 37.59,
"confidence": 0.88
} | 202.128.92.207 | N/A | AI Model Poisoning | SIG-5315 | Evasion | Associated Threat Actor: APT29 | QRadar Alert: AI Model Poisoning detected from 202.128.92.207 targeting N/A Associated Threat Actor: APT29 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c40475da-e0a9-44b3-935d-b6c1422a38a3 | 2025-04-03T13:38:20 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: Brute Force detected from 20.106.29.65 targeting 130.242.221.119 MITRE Technique: T1110.003 noise=RnJvbSBldmVyLg== | {
"geo_location": "American Samoa",
"device_hash": "fe7603da0b447a2ab64c344ee4d032e09eec9b78",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_5) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/45.0.855.0 Safari/533.0",
"session_id": "c805bae8-99fc-4b40-959c-6b053639fdd1",
"risk_score": 51.51,
"confidence": 0.17
} | 20.106.29.65 | 130.242.221.119 | Brute Force | SIG-9888 | Malware | MITRE Technique: T1110.003 | AlienVault Alert: Brute Force detected from 20.106.29.65 targeting 130.242.221.119 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec4e2cf5-cccf-4970-a82d-852fb3a8eb48 | 2025-04-03T16:15:03 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: DNS Tunneling detected from 105.236.3.97 targeting 112.38.103.6 No additional info | {
"geo_location": "Korea",
"device_hash": "70cd2a5a29941c40252fcc7224528bb728e21792",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; kl-GL; rv:1.9.2.20) Gecko/8957-05-11 09:12:58 Firefox/3.8",
"session_id": "2883e308-0474-436e-8b1b-60d8aaae11f9",
"risk_score": 37.98,
"confidence": 0.9
} | 105.236.3.97 | 112.38.103.6 | DNS Tunneling | SIG-6716 | Evasion | No additional info | Darktrace Alert: DNS Tunneling detected from 105.236.3.97 targeting 112.38.103.6 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
349b4e31-07bb-4f25-83cb-03319319d493 | 2025-05-25T06:23:58 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: AI Model Poisoning detected from 58.46.156.194 targeting N/A Associated Threat Actor: TA505 | {
"geo_location": "Chad",
"device_hash": "023c37d57262028b2d851e71587ee96dd918e5177a599604b9bcb4bc482d7372",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_6 rv:2.0; ve-ZA) AppleWebKit/535.41.2 (KHTML, like Gecko) Version/4.0 Safari/535.41.2",
"session_id": "6f113aff-b401-4e0a-872b-3a214614dff4",
"risk_score": 85.8,
"confidence": 0.6
} | 58.46.156.194 | N/A | AI Model Poisoning | SIG-9857 | Policy | Associated Threat Actor: TA505 | ArcSight Alert: AI Model Poisoning detected from 58.46.156.194 targeting N/A Associated Threat Actor: TA505 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fa16fbc7-d089-450b-a5f6-8d5f5395241d | 2025-05-16T01:08:39 | iot | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical sensor_spoofing No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "318b1b52a7e5916437ddc47f43fe70fdc6ee45e5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_5 rv:3.0; bs-BA) AppleWebKit/533.10.4 (KHTML, like Gecko) Version/5.0.4 Safari/533.10.4",
"session_id": "b6d543c1-d812-4fb6-a87e-f20caf916173",
"risk_score": 62.49,
"confidence": 0.25
} | null | null | null | null | null | No additional info | IoT device Medical sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Medical | iot-abb89f92 | 9.1 | null | null | null | null | null | null | null | null | null | null |
6a2a6702-d9c8-43d2-96f1-05be84fc6f35 | 2025-04-22T08:08:01 | iot | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Norway",
"device_hash": "3bc4b8b5a0aa997fd7831ee7731ff6086b0eaf38",
"user_agent": "Opera/9.61.(X11; Linux x86_64; ml-IN) Presto/2.9.184 Version/10.00",
"session_id": "bf734bf0-2a04-4fd1-9e1e-a71fdaca66be",
"risk_score": 65.98,
"confidence": 0.33
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-b8030346 | 8.0 | null | null | null | null | null | null | null | null | null | null |
2667cff5-7b68-4e2e-99f1-69eea84c18f0 | 2025-03-24T08:00:20 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in GCP by kgilmore MITRE Technique: T1134.001 | {
"geo_location": "Russia",
"device_hash": "f3b908304c93a0050646e30b8f5e657f7f8d4017",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "798827fd-9f64-4fe4-95c2-7e28d6304b9b",
"risk_score": 26.83,
"confidence": 0.14
} | null | null | null | null | null | MITRE Technique: T1134.001 | Cloud lambda_execution in GCP by kgilmore MITRE Technique: T1134.001 | lambda_execution | null | null | kgilmore | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-d5b0a30e |
f855ccba-4348-4a11-8522-0637c73f3f90 | 2025-02-22T20:34:35 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec child by kendra47 MITRE Technique: T1543.003 | {
"geo_location": "Guernsey",
"device_hash": "5d6c3a120c69c9927b411c4745d29f7a6764beb6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/5.0)",
"session_id": "deaffb1b-7260-4a6e-9836-f2f1f52eb8d8",
"risk_score": 58.03,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1543.003 | Endpoint powershell_exec child by kendra47 MITRE Technique: T1543.003 | powershell_exec | null | null | kendra47 | child | 3,067 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e811fccf-8079-42b8-9692-41580a0db5d7 | 2025-03-19T15:22:09 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow DNS traffic from 36.235.66.157:791 to 27.105.172.60:429 No additional info | {
"geo_location": "Montenegro",
"device_hash": "a50278297795decf9cf24e4dbe58fbbc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; lzh-TW) AppleWebKit/534.9.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6534.9.4",
"session_id": "93fac3f6-edef-4efd-93c0-4ca7f9f9e4ae",
"risk_score": 56.65,
"confidence": 0.53
} | 36.235.66.157 | 27.105.172.60 | null | null | null | No additional info | Firewall allow DNS traffic from 36.235.66.157:791 to 27.105.172.60:429 No additional info | allow | 211,856 | DNS | null | null | null | null | null | null | null | null | 791 | 429 | 1,241 | null | null | null | null | null | null | null |
f3467dbb-3535-42df-9eae-267f1bc431ee | 2025-02-01T11:24:29 | cloud | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in AWS by ewest Associated Threat Actor: DarkSide | {
"geo_location": "Russia",
"device_hash": "f8e47348e684a0cdd239e5eb0ce2a64ae193332f",
"user_agent": "Opera/8.68.(X11; Linux x86_64; tr-CY) Presto/2.9.173 Version/10.00",
"session_id": "2fccce1e-6968-4d7f-8087-3d52017d551a",
"risk_score": 45.33,
"confidence": 0.01
} | null | null | null | null | null | Associated Threat Actor: DarkSide | Cloud api_abuse in AWS by ewest Associated Threat Actor: DarkSide | api_abuse | null | null | ewest | null | null | null | {
"baseline_deviation": 1.54,
"entropy": 6.76,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | AWS | res-f0c33086 |
e4bfcd17-9353-4548-ba50-33f98f730148 | 2025-04-10T04:58:03 | cloud | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in GCP by mccormickmartha No additional info | {
"geo_location": "Suriname",
"device_hash": "15f62e5921bde3dcab450b3114d1ba13",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/37.0.893.0 Safari/532.2",
"session_id": "ec1084ef-fd25-4d8a-a410-3acd2fe40c52",
"risk_score": 66.74,
"confidence": 0.2
} | null | null | null | null | null | No additional info | Cloud api_abuse in GCP by mccormickmartha No additional info | api_abuse | null | null | mccormickmartha | null | null | null | {
"baseline_deviation": 1.28,
"entropy": 3.25,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-f78bee81 |
7308a120-2e32-4ef3-afba-8b20a48cb8c9 | 2025-06-28T11:59:46 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /society/style.jpeg by donna38 No additional info noise=49FC4860 | {
"geo_location": "Cambodia",
"device_hash": "c2d85b0910fa653c524fb593983cdddc9a586d78139a07e28412eab3c811712f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/4.1)",
"session_id": "85a96dc7-b0a6-4812-85bd-6c50873d15fc",
"risk_score": 50.43,
"confidence": 0.93
} | null | null | null | null | null | No additional info | Endpoint process_start /society/style.jpeg by donna38 No additional info | process_start | null | null | donna38 | /society/style.jpeg | 5,992 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f12a09c-bd1e-4ca5-83cb-724b31f39397 | 2025-03-22T23:04:45 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /lawyer/image.key by nathan46 MITRE Technique: T1574.002 | {
"geo_location": "Syrian Arab Republic",
"device_hash": "cffecd5959a2b4a82c49797e8c6f43f36e634cf244f5c076129f5c5e80f5b478",
"user_agent": "Opera/8.33.(X11; Linux x86_64; ts-ZA) Presto/2.9.163 Version/10.00",
"session_id": "70bb1d0c-f1f4-411f-bfa5-94ca5ba1f34d",
"risk_score": 61.71,
"confidence": 0.2
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint persistence_mechanism /lawyer/image.key by nathan46 MITRE Technique: T1574.002 | persistence_mechanism | null | null | nathan46 | /lawyer/image.key | 8,127 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d2ff33f-8872-466e-b310-6d4109f66a6b | 2025-05-26T19:11:14 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by alicestokes Associated Threat Actor: APT38 noise=church|doctor|key | {
"geo_location": "Poland",
"device_hash": "98ce760842fd172a4b3028ec3fcad881f59fea2e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_3 rv:5.0; mr-IN) AppleWebKit/535.5.6 (KHTML, like Gecko) Version/4.1 Safari/535.5.6",
"session_id": "241b5ecd-193d-4129-b825-4f93e5c48fc1",
"risk_score": 39.22,
"confidence": 0.97
} | null | null | null | null | null | Associated Threat Actor: APT38 | AI system api_abuse by alicestokes Associated Threat Actor: APT38 | api_abuse | null | null | alicestokes | null | null | null | null | null | null | null | null | null | null | null | null | model-a3167984 | 5023f2007a494c942b4aebd11125d40c4315e2c5 | d31ee3fb0a47867949cc21f71fd59f78cc7f63ec | null | null |
ad7828e2-4b7c-4505-b909-41fc8116e2ce | 2025-02-25T22:26:17 | endpoint | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /lawyer/lot.numbers by jonescharles No additional info noise=Q2hhcmdlLg== | {
"geo_location": "Jersey",
"device_hash": "6d8a3a3450f73b830f43ec8722c4c188",
"user_agent": "Opera/8.41.(X11; Linux i686; sk-SK) Presto/2.9.174 Version/11.00",
"session_id": "3e61e5af-d807-4ecd-aea8-4eaa264fd4a1",
"risk_score": 54.99,
"confidence": 0.7
} | null | null | null | null | null | No additional info | Endpoint file_access /lawyer/lot.numbers by jonescharles No additional info | file_access | null | null | jonescharles | /lawyer/lot.numbers | 784 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d8a8f3fe-9aee-4cae-a69e-010c154c5f29 | 2025-06-11T23:02:15 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: AI Model Poisoning detected from 25.25.76.13 targeting 17.10.196.157 MITRE Technique: T1053.005 | Associated Threat Actor: Inception Framework | {
"geo_location": "Sierra Leone",
"device_hash": "034ddeab23bcec103403972b84186611cccd61c3d5f56111fa9663232b63871a",
"user_agent": "Opera/8.22.(X11; Linux x86_64; cy-GB) Presto/2.9.163 Version/11.00",
"session_id": "e87af44d-84bd-49fd-88fc-823004571fa2",
"risk_score": 53.67,
"confidence": 0
} | 25.25.76.13 | 17.10.196.157 | AI Model Poisoning | SIG-5881 | Recon | MITRE Technique: T1053.005 | Associated Threat Actor: Inception Framework | Suricata Alert: AI Model Poisoning detected from 25.25.76.13 targeting 17.10.196.157 MITRE Technique: T1053.005 | Associated Threat Actor: Inception Framework | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2402f6aa-ab50-45d6-8d4e-70e93be258d8 | 2025-05-09T20:35:38 | cloud | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in OCI by jacksonerika MITRE Technique: T1053.005 | {
"geo_location": "Nicaragua",
"device_hash": "353ca9e19b6ad55cfa60d83741604112",
"user_agent": "Opera/9.41.(Windows NT 6.2; niu-NU) Presto/2.9.174 Version/12.00",
"session_id": "85b817e0-68af-4591-8c97-c30fc5df3067",
"risk_score": 46.6,
"confidence": 0.65
} | null | null | null | null | null | MITRE Technique: T1053.005 | Cloud storage_access in OCI by jacksonerika MITRE Technique: T1053.005 | storage_access | null | null | jacksonerika | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-81e712cf |
4aae1904-b06a-44e7-9d29-952d27fffb6d | 2027-05-03T22:25:50 | network | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|info| desc=Network disconnection from 10.19.209.165 to 10.165.52.175 No additional info noise=TGFuZC4= | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "157ab5c14d90c16ab4f99f128ea23de6cbf44eaa",
"user_agent": "Opera/8.21.(X11; Linux x86_64; de-DE) Presto/2.9.166 Version/11.00",
"session_id": "74897625-8e6f-4ed7-8c30-0ca2b5d376a1",
"risk_score": 56.26,
"confidence": 0.93
} | 10.19.209.165 | 10.165.52.175 | null | null | null | No additional info | Network disconnection from 10.19.209.165 to 10.165.52.175 No additional info | disconnection | 721,333 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d558d8f5-7b32-4029-8a52-c1cce70b31f1 | 2025-03-18T09:54:02 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Alibaba by xclay Associated Threat Actor: APT35 | Cross-tenant access detected | {
"geo_location": "Bangladesh",
"device_hash": "4f91336cef6a1576155fa3748c2e99cb",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.46.6 (KHTML, like Gecko) Version/4.0 Safari/534.46.6",
"session_id": "dc31c015-3bf0-4197-bc04-17307f4f1c6c",
"risk_score": 40.61,
"confidence": 0.56
} | null | null | null | null | null | Associated Threat Actor: APT35 | Cross-tenant access detected | Cloud lambda_execution in Alibaba by xclay Associated Threat Actor: APT35 | Cross-tenant access detected | lambda_execution | null | null | xclay | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-3ff3c2b9 |
8df36959-09f7-4668-9165-7b3c0cc9e7f1 | 2025-04-26T22:42:08 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall allow RDP traffic from 198.203.244.67:119 to 118.57.10.249:531 No additional info noise=Tm90aWNlLg== | {
"geo_location": "Cameroon",
"device_hash": "04c8eea081e789c22e903173d61e595c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_3) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/59.0.800.0 Safari/536.2",
"session_id": "35be00df-8fa3-4e7d-86f1-c40559287447",
"risk_score": 14.43,
"confidence": 0.82
} | 198.203.244.67 | 118.57.10.249 | null | null | null | No additional info | Firewall allow RDP traffic from 198.203.244.67:119 to 118.57.10.249:531 No additional info | allow | 566,608 | RDP | null | null | null | null | {
"baseline_deviation": 1.01,
"entropy": 6.98,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 119 | 531 | 3,020 | null | null | null | null | null | null | null |
83cd2595-00ca-47f9-b66c-3e729af38217 | 2025-01-15T13:11:42 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network disconnection from 79.132.0.130 to 71.37.117.92 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "0b050b5df81d4576bbf810805929cba6",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/29.0.824.0 Safari/535.2",
"session_id": "cf1fe923-3c0a-4c21-ae4a-db5b6277f5c0",
"risk_score": 3.98,
"confidence": 0.51
} | 79.132.0.130 | 71.37.117.92 | null | null | null | No additional info | Network disconnection from 79.132.0.130 to 71.37.117.92 No additional info | disconnection | 431,223 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
54cd9fa3-e3da-423d-a647-fcce0f3ead5a | 2025-06-03T20:11:23 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection foreign by crossdavid Associated Threat Actor: TA505 | {
"geo_location": "Czech Republic",
"device_hash": "39871a3cf69767b1d633e36980947d42b89c757ead577df23534e6a19b28512e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/33.0.808.0 Safari/536.2",
"session_id": "2acca28a-debb-4387-9d9d-150758a26192",
"risk_score": 45.53,
"confidence": 0.02
} | null | null | null | null | null | Associated Threat Actor: TA505 | Endpoint memory_injection foreign by crossdavid Associated Threat Actor: TA505 | memory_injection | null | null | crossdavid | foreign | 6,531 | cmd.exe | {
"baseline_deviation": 1.38,
"entropy": 6.8,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
96561335-a85d-4b37-bb83-1393eb156610 | 2025-02-04T11:14:38 | ids_alert | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|low| desc=Splunk Alert: Living-off-the-Land detected from 157.128.177.50 targeting 41.87.25.148 No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "917eed9bdea7b7f5c7943a136d3295c9",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) CriOS/43.0.892.0 Mobile/98K489 Safari/532.2",
"session_id": "f66cf08c-d8fd-4d9e-aa4d-36d9ea770406",
"risk_score": 57.55,
"confidence": 0.56
} | 157.128.177.50 | 41.87.25.148 | Living-off-the-Land | SIG-4801 | Exploit | No additional info | Splunk Alert: Living-off-the-Land detected from 157.128.177.50 targeting 41.87.25.148 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dcb36fc4-1dc8-4b84-92bb-35cd2d0d5e60 | 2025-06-29T05:51:23 | ids_alert | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|high| desc=QRadar Alert: Zero-Day Exploit detected from 108.33.141.13 targeting 18.137.185.168 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "0567032499abaf1ba669f56575cac5687b6ae80a52e947e7ecc23c81e9fa3d02",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/22.0.826.0 Mobile/36X657 Safari/534.2",
"session_id": "5f318fee-bd97-4201-bb11-8280ed524340",
"risk_score": 70.8,
"confidence": 0.32
} | 108.33.141.13 | 18.137.185.168 | Zero-Day Exploit | SIG-7664 | Evasion | No additional info | QRadar Alert: Zero-Day Exploit detected from 108.33.141.13 targeting 18.137.185.168 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
46a67531-ef26-45fc-a286-1e55af01ef69 | 2025-06-30T15:27:03 | ids_alert | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|medium| desc=Splunk Alert: Supply Chain Compromise detected from 45.53.138.2 targeting N/A No additional info | {
"geo_location": "Mayotte",
"device_hash": "055921f7f78db8b71cb544e008b1d252",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 5_1_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/12.7n9326.0 Mobile/20Z393 Safari/531.2",
"session_id": "7ca38491-62c7-49ba-82f3-11c79e8a4cea",
"risk_score": 35.99,
"confidence": 0.51
} | 45.53.138.2 | N/A | Supply Chain Compromise | SIG-6391 | Recon | No additional info | Splunk Alert: Supply Chain Compromise detected from 45.53.138.2 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5dd3eb5e-bd77-406c-9730-275cc3ea25ca | 2022-05-31T00:57:08 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /suggest/amount.mov by joann51 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "19929818d78217293b1cc01a9412af6e0b9d578b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/5.1)",
"session_id": "653a1ccf-b4b2-4c79-aedb-92df6d7bda9c",
"risk_score": 56.85,
"confidence": 0.14
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /suggest/amount.mov by joann51 No additional info | wmi_exec | null | null | joann51 | /suggest/amount.mov | 208 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
32459c8e-2258-41a8-b73c-1013d25a6c25 | 2025-03-03T02:30:44 | cloud | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in GCP by ffletcher No additional info | {
"geo_location": "Andorra",
"device_hash": "84671f1a45f58ae48d0af3f63dbca4bb",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_4 rv:2.0; st-ZA) AppleWebKit/531.16.6 (KHTML, like Gecko) Version/4.0 Safari/531.16.6",
"session_id": "916dc230-f265-4921-a566-ced9af5a1f1f",
"risk_score": 34.22,
"confidence": 0.98
} | null | null | null | null | null | No additional info | Cloud storage_access in GCP by ffletcher No additional info | storage_access | null | null | ffletcher | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-1cc37850 |
c843f20d-dec3-48de-8db6-c893a20a019f | 2025-01-25T13:59:01 | endpoint | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change beautiful by ethan07 MITRE Technique: T1486 | Fileless execution detected noise=UmVjZW50bHku | {
"geo_location": "Central African Republic",
"device_hash": "d63ca128df3d694b6d095d37d18b9b96b19fa9a9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "68cb6116-34f6-47e8-afe6-404b19784943",
"risk_score": 45.24,
"confidence": 0.04
} | null | null | null | null | null | MITRE Technique: T1486 | Fileless execution detected | Endpoint registry_change beautiful by ethan07 MITRE Technique: T1486 | Fileless execution detected | registry_change | null | null | ethan07 | beautiful | 6,460 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c02c613-5931-47e6-a046-75c9e619365e | 2025-06-17T03:05:30 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera battery_drain MITRE Technique: T1078.004 | Sensor spoofing detected | {
"geo_location": "South Africa",
"device_hash": "74604c78f7b5a8d4ccbd55542c1630c1e4c9c20a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.1)",
"session_id": "cd6e7401-382f-4c14-b892-de7e25b4a3f8",
"risk_score": 34.37,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1078.004 | Sensor spoofing detected | IoT device Camera battery_drain MITRE Technique: T1078.004 | Sensor spoofing detected | battery_drain | null | null | null | null | null | null | null | Camera | iot-ad344e34 | 9.3 | null | null | null | null | null | null | null | null | null | null |
f7a15d32-6276-4fe0-920c-d93461d32996 | 2025-06-15T10:47:16 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install /feel/color.flac by logandavid MITRE Technique: T1059.005 | {
"geo_location": "Bangladesh",
"device_hash": "5696d39d1b48a3ca09da420ba24cc0d09b624719",
"user_agent": "Opera/9.46.(Windows NT 6.0; sc-IT) Presto/2.9.170 Version/10.00",
"session_id": "aceda0a9-bb4c-4ebc-ab3e-4465742a90fa",
"risk_score": 54.89,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1059.005 | Endpoint service_install /feel/color.flac by logandavid MITRE Technique: T1059.005 | service_install | null | null | logandavid | /feel/color.flac | 2,347 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e1f80680-977d-438d-baf8-e4f89d46908a | 2025-05-16T06:21:30 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system model_access by gpeters No additional info | {
"geo_location": "Sudan",
"device_hash": "a06f708895176e25f6b34f5acb1c122c6cadc680df760343aa51a534eecf2778",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.6) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/25.0.871.0 Safari/532.1",
"session_id": "19863c20-062b-4421-ae38-e58abcbc8826",
"risk_score": 63.76,
"confidence": 0.47
} | null | null | null | null | null | No additional info | AI system model_access by gpeters No additional info | model_access | null | null | gpeters | null | null | null | null | null | null | null | null | null | null | null | null | model-9c859ba5 | e18ac130b35fe2f09d6cd5dad542369265ecde59e9f267c572233a1ce6eac544 | 5313dc47bec5cae4c7ef145265906c3b | null | null |
0ff83ab2-c7f0-4b20-be98-d64011533508 | 2025-04-23T12:35:51 | firewall | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only RDP traffic from 166.224.96.196:19859 to 165.100.76.238:919 No additional info | {
"geo_location": "Bhutan",
"device_hash": "c1b3392bdc8ec144c96afaca437099ae17a472565773c2a5618b8286f59980d3",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/32.0.844.0 Safari/536.2",
"session_id": "fe8fb97a-f8a2-4402-8421-465ea5a39f5c",
"risk_score": 53.99,
"confidence": 0.33
} | 166.224.96.196 | 165.100.76.238 | null | null | null | No additional info | Firewall log-only RDP traffic from 166.224.96.196:19859 to 165.100.76.238:919 No additional info | log-only | 792,743 | RDP | null | null | null | null | null | null | null | null | 19,859 | 919 | 2,761 | null | null | null | null | null | null | null |
a9836344-a364-45fc-a90c-ba3e34c98fa3 | 2024-06-22T14:38:49 | auth | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|high| desc=Auth failed for smiththomas via SAML from 10.218.111.230 No additional info | {
"geo_location": "Egypt",
"device_hash": "e2021ddf9c9c5f64b1b9cb368af51596ae2978d2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.1)",
"session_id": "924f9c71-faca-4132-8385-2a7233dd37c6",
"risk_score": 95.78,
"confidence": 0.63
} | 10.218.111.230 | null | null | null | null | No additional info | Auth failed for smiththomas via SAML from 10.218.111.230 No additional info | failed | null | null | smiththomas | null | null | null | null | null | null | null | null | null | null | SAML | bf:71:58:74:2a:9c | null | null | null | null | null |
0d7c8b47-a674-474c-8e46-21fbf754ad06 | 2025-05-09T23:39:12 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth locked for nflores via passwordless from 35.249.33.226 No additional info | {
"geo_location": "Montserrat",
"device_hash": "cbeaef2a04161e0421de4d879773cb9f176ec0fbdb4960134867b903a5eebd26",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ne-NP) AppleWebKit/532.10.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6532.10.2",
"session_id": "774fc595-8273-484e-a15c-9bbef9155e3f",
"risk_score": 84.25,
"confidence": 0.14
} | 35.249.33.226 | null | null | null | null | No additional info | Auth locked for nflores via passwordless from 35.249.33.226 No additional info | locked | null | null | nflores | null | null | null | {
"baseline_deviation": 1.17,
"entropy": 6.49,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | passwordless | 24:39:fb:ea:1b:78 | null | null | null | null | null |
7311827f-23c9-49cd-9ac6-7d1cb5f0a301 | 2025-04-04T04:21:50 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 23.31.117.117 to 10.22.121.221 No additional info | {
"geo_location": "Djibouti",
"device_hash": "2a42bb2f33f9271159f95b309f203b994cb7a702",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; nl-BE; rv:1.9.2.20) Gecko/4462-02-08 09:20:50 Firefox/3.6.19",
"session_id": "3566e56d-36d7-4690-8d38-44017a5151e0",
"risk_score": 21.61,
"confidence": 0.07
} | 23.31.117.117 | 10.22.121.221 | null | null | null | No additional info | Network latency_spike from 23.31.117.117 to 10.22.121.221 No additional info | latency_spike | 961,742 | HTTPS | null | null | null | null | {
"baseline_deviation": 1.92,
"entropy": 5.16,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
a9d4f5a6-04f6-4caf-b2e9-9448e761fd08 | 2025-06-16T14:52:01 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 194.33.73.18 to 21.99.102.73 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "07e36e098a32bb21328c92dcd318c0d56c9390bf",
"user_agent": "Opera/9.95.(Windows NT 6.1; ln-CD) Presto/2.9.166 Version/11.00",
"session_id": "0b431a7d-8876-47d1-8bfc-4a7215b37593",
"risk_score": 44.92,
"confidence": 0.41
} | 194.33.73.18 | 21.99.102.73 | null | null | null | No additional info | Network covert_channel from 194.33.73.18 to 21.99.102.73 No additional info | covert_channel | 523,572 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5bcf4ce3-5dfa-48e1-81f9-c224bc69d711 | 2025-06-20T10:32:02 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by patrick16 MITRE Technique: T1547.001 | {
"geo_location": "Finland",
"device_hash": "b362efaabf939d6371c16c64e53ad772",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/14.6h7772.0 Mobile/94L157 Safari/532.0",
"session_id": "053c4663-0ed5-45ba-99ea-212d6ba525cb",
"risk_score": 58.24,
"confidence": 0.06
} | null | null | null | null | null | MITRE Technique: T1547.001 | AI system api_abuse by patrick16 MITRE Technique: T1547.001 | api_abuse | null | null | patrick16 | null | null | null | null | null | null | null | null | null | null | null | null | model-13f338f0 | 2b69ea6526cea6daf84f53b5da485b065f66b84ec4b151b490203b210f9c4fcd | d4bed1f01ab5b5293150894f813fb2e1 | null | null |
f4e33773-64cd-4018-b976-8adc88d0819a | 2025-04-05T04:54:44 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by larsondustin No additional info | {
"geo_location": "Montserrat",
"device_hash": "a10192462ac102cc111adf4eccc90a4f4c24e3f4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.1)",
"session_id": "285a655f-7d09-41f9-8c67-781238f86dd6",
"risk_score": 59.2,
"confidence": 0.25
} | null | null | null | null | null | No additional info | AI system membership_inference by larsondustin No additional info | membership_inference | null | null | larsondustin | null | null | null | null | null | null | null | null | null | null | null | null | model-cbfa0e15 | 83faef997fcae2fd2daa2dd19bd56772b22075a60bd50b7730be2a454fa1f109 | c8fda76ffd5f026525e66ac723f6a230 | null | null |
d5941d1c-848e-4463-aded-c4a9b13f3e63 | 2025-02-01T08:51:07 | auth | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for sfritz via OAuth from 104.20.188.234 MITRE Technique: T1110.003 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "32fbd7bba3ad79dd6e16552c92ccdc7fb36d3454",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_5 rv:4.0; te-IN) AppleWebKit/534.38.6 (KHTML, like Gecko) Version/4.1 Safari/534.38.6",
"session_id": "13cbf448-c254-49b8-b7b5-9c23f7154ab2",
"risk_score": 70.8,
"confidence": 0.44
} | 104.20.188.234 | null | null | null | null | MITRE Technique: T1110.003 | Auth challenge for sfritz via OAuth from 104.20.188.234 MITRE Technique: T1110.003 | challenge | null | null | sfritz | null | null | null | null | null | null | null | null | null | null | OAuth | 20:ff:64:80:dd:f5 | null | null | null | null | null |
3e1db8c4-2b72-489f-85bb-2ccf44323657 | 2025-03-29T03:12:16 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for dawn17 via passwordless from 103.252.229.161 Associated Threat Actor: Leafminer | Credential stuffing pattern detected | {
"geo_location": "Senegal",
"device_hash": "8169ecd3ebc2b53068af435c2becc543",
"user_agent": "Opera/9.28.(Windows 95; hi-IN) Presto/2.9.179 Version/11.00",
"session_id": "8e1c21eb-9b78-4592-91b5-52d91a520977",
"risk_score": 91.29,
"confidence": 0.85
} | 103.252.229.161 | null | null | null | null | Associated Threat Actor: Leafminer | Credential stuffing pattern detected | Auth bypass for dawn17 via passwordless from 103.252.229.161 Associated Threat Actor: Leafminer | Credential stuffing pattern detected | bypass | null | null | dawn17 | null | null | null | null | null | null | null | null | null | null | passwordless | d4:69:46:62:ff:9e | null | null | null | null | null |
a87919c1-b632-4ec7-b913-13c622b0a519 | 2025-05-21T16:21:48 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical firmware_update MITRE Technique: T1566.001 | {
"geo_location": "Monaco",
"device_hash": "da73fbbbe2bd1b8c256d06789620fd2f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "a760b091-71b8-46a8-b3df-7bfc39df5218",
"risk_score": 30.84,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1566.001 | IoT device Medical firmware_update MITRE Technique: T1566.001 | firmware_update | null | null | null | null | null | null | null | Medical | iot-d39be79b | 3.1 | null | null | null | null | null | null | null | null | null | null |
141fac5d-338c-4958-abb2-a69e291d1510 | 2025-05-21T18:04:48 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: DNS Tunneling detected from 78.174.143.37 targeting 216.97.103.215 No additional info noise=UGVyIHRyaWFsLg== | {
"geo_location": "China",
"device_hash": "24d10a6c600c938702b0d8f8e5e23f56",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_9 rv:6.0; el-CY) AppleWebKit/533.27.2 (KHTML, like Gecko) Version/5.0 Safari/533.27.2",
"session_id": "420935c5-65a9-45d2-a8b4-f64719eaabd3",
"risk_score": 65.91,
"confidence": 0.26
} | 78.174.143.37 | 216.97.103.215 | DNS Tunneling | SIG-4183 | Policy | No additional info | LogRhythm Alert: DNS Tunneling detected from 78.174.143.37 targeting 216.97.103.215 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d5cc28f1-dd1a-4a64-9317-7e4d485c02be | 2025-02-02T20:11:44 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow DNS traffic from 67.97.249.77:34284 to 10.49.242.70:554 No additional info noise=U2ltcGx5Lg== | {
"geo_location": "Brunei Darussalam",
"device_hash": "13b6a4b21fd3bd500f685635b7abc72e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/20.0.816.0 Safari/535.1",
"session_id": "2aaee3bc-d19c-491f-8f6d-a1dd33faa158",
"risk_score": 52.46,
"confidence": 0.4
} | 67.97.249.77 | 10.49.242.70 | null | null | null | No additional info | Firewall allow DNS traffic from 67.97.249.77:34284 to 10.49.242.70:554 No additional info | allow | 598,385 | DNS | null | null | null | null | null | null | null | null | 34,284 | 554 | 2,985 | null | null | null | null | null | null | null |
1eb171cc-e79c-4748-bf29-83617159233f | 2025-05-20T03:15:33 | endpoint | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection give by pattersonjeffrey No additional info | {
"geo_location": "Czech Republic",
"device_hash": "d0fb834db7626c22b1dd581ff0f20c45c21de79842f946b37a60cefc7ae923b7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.0)",
"session_id": "07e65a3b-635f-457d-ac86-75b40061bb41",
"risk_score": 65.16,
"confidence": 0.1
} | null | null | null | null | null | No additional info | Endpoint memory_injection give by pattersonjeffrey No additional info | memory_injection | null | null | pattersonjeffrey | give | 369 | svchost.exe | {
"baseline_deviation": 2.65,
"entropy": 2.8,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
109b8f2a-75e3-42d7-9807-c77a9674fffa | 2025-07-05T15:14:08 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "North Korea",
"device_hash": "ee1ed7cc90d5b46b09e59d7ad3f5dadf",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.10.5 (KHTML, like Gecko) Version/4.0.2 Safari/532.10.5",
"session_id": "f4226975-f123-4445-81dd-5b5f0cd8ef3b",
"risk_score": 49.84,
"confidence": 0.72
} | null | null | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | Thermostat | iot-354c2858 | 2.3 | null | null | null | null | null | null | null | null | null | null |
4834d651-0aa9-4a19-a93a-58996f3c07b6 | 2025-06-27T00:35:11 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for sheryl76 via key from 54.216.159.171 No additional info noise=009CB3E7 | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "85d9c1bd6e7be535d187bb689068dc7d",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/6465-09-10 12:41:06 Firefox/3.8",
"session_id": "c56e61e2-fd8e-429f-adc3-9ad4a34ae061",
"risk_score": 29.96,
"confidence": 0.15
} | 54.216.159.171 | null | null | null | null | No additional info | Auth locked for sheryl76 via key from 54.216.159.171 No additional info | locked | null | null | sheryl76 | null | null | null | null | null | null | null | null | null | null | key | 38:3f:e4:b5:75:f1 | null | null | null | null | null |
f80c11dc-bd37-42ee-9089-0da7d87f797c | 2025-06-17T04:13:52 | ids_alert | Splunk v9.0.2 | emergency | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|emergency| desc=Splunk Alert: Cloud API Abuse detected from 146.224.130.211 targeting N/A No additional info | {
"geo_location": "Ecuador",
"device_hash": "09828913c8db1d4c93cd7a6dba7f88cfe1f4c23c1192d571108ff6afe13bf86e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/5.0)",
"session_id": "06bc593a-5fc1-448f-9cb9-6ed3eaa634d2",
"risk_score": 78.89,
"confidence": 0.52
} | 146.224.130.211 | N/A | Cloud API Abuse | SIG-1958 | Exploit | No additional info | Splunk Alert: Cloud API Abuse detected from 146.224.130.211 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
91e591ad-c121-47ca-9bb7-d72a47d1b88c | 2029-01-18T20:50:12 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth success for nathan59 via passwordless from 47.60.53.251 MITRE Technique: T1204.002 | Associated Threat Actor: Inception Framework | {
"geo_location": "North Korea",
"device_hash": "94dfc950b96faa405c5bc6400be7f28f404a2e95",
"user_agent": "Opera/9.33.(Windows NT 4.0; en-ZA) Presto/2.9.163 Version/12.00",
"session_id": "a02b2094-9039-44a3-bac3-5cff02be444c",
"risk_score": 63.54,
"confidence": 0.72
} | 47.60.53.251 | null | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: Inception Framework | Auth success for nathan59 via passwordless from 47.60.53.251 MITRE Technique: T1204.002 | Associated Threat Actor: Inception Framework | success | null | null | nathan59 | null | null | null | null | null | null | null | null | null | null | passwordless | 9d:fd:c8:12:69:61 | null | null | null | null | null |
6106fcc3-6836-4841-8929-6dc1c29d028b | 2025-05-30T02:19:37 | ids_alert | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Vectra AI Alert: Credential Stuffing detected from 10.132.14.95 targeting N/A MITRE Technique: T1059.005 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "7b5a503210ab22cc9a325cba4201f2e2c4e69404534b1b926888bcf79155b40a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/38.0.856.0 Mobile/36J776 Safari/536.1",
"session_id": "0bf085e5-659d-45c1-8ecc-5d5209765a7b",
"risk_score": 57.53,
"confidence": 0.86
} | 10.132.14.95 | N/A | Credential Stuffing | SIG-7942 | Exploit | MITRE Technique: T1059.005 | Vectra AI Alert: Credential Stuffing detected from 10.132.14.95 targeting N/A MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
43d11ad3-fb1e-4acc-b09f-8f35093d0e16 | 2025-03-28T19:06:37 | firewall | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTPS traffic from 145.161.246.186:277 to 145.199.85.228:768 No additional info | {
"geo_location": "Vietnam",
"device_hash": "aee85d6a7cb62674b3027a23dea2fd79b053fdeb697cf5cb2a122cb2445566c4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/5.1)",
"session_id": "9a068f13-0fac-45e0-a666-e229873d0c87",
"risk_score": 5.87,
"confidence": 0.56
} | 145.161.246.186 | 145.199.85.228 | null | null | null | No additional info | Firewall deny HTTPS traffic from 145.161.246.186:277 to 145.199.85.228:768 No additional info | deny | 630,679 | HTTPS | null | null | null | null | null | null | null | null | 277 | 768 | 1,845 | null | null | null | null | null | null | null |
9d3b458e-5678-45ea-a5d5-732fedc2a8d7 | 2025-02-14T00:35:16 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Alibaba by andreamartinez MITRE Technique: T1204.002 noise=categories/explore | {
"geo_location": "Liberia",
"device_hash": "acf301f97e2d92c2655d176b35d86f62",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.19.7 (KHTML, like Gecko) Version/5.0.2 Safari/534.19.7",
"session_id": "a3ec4400-0ddf-45c5-9303-b61cae423c51",
"risk_score": 53.46,
"confidence": 0.81
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud lambda_execution in Alibaba by andreamartinez MITRE Technique: T1204.002 | lambda_execution | null | null | andreamartinez | null | null | null | {
"baseline_deviation": 1,
"entropy": 5.36,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-7b6c4ca6 |
63ddf57f-93b8-408d-b992-d84b79f888d5 | 2025-06-14T00:53:33 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install central by zacharypoole MITRE Technique: T1134.001 | {
"geo_location": "Iran",
"device_hash": "f3cac872aad9bc3ed83f97a09ed5d05fef60254ba5665730839317563f89c4fd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; nds-DE) AppleWebKit/532.36.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6532.36.4",
"session_id": "311c3be8-3430-4552-a8e5-8d48dfd13ad8",
"risk_score": 42.01,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint service_install central by zacharypoole MITRE Technique: T1134.001 | service_install | null | null | zacharypoole | central | 3,448 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
26abf1d7-d50e-4083-a387-ada5fb76660d | 2025-02-16T19:00:11 | network | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 17.231.46.185 to 52.0.212.53 MITRE Technique: T1547.001 | {
"geo_location": "Paraguay",
"device_hash": "9e4f1430156001cb10556142798a3a26b25dbe02d19a6810a404a87dac0fb9d6",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:55.0) Gecko/55.0 Firefox/55.0",
"session_id": "956d107f-d85b-4883-91e9-89e62b2af397",
"risk_score": 15.15,
"confidence": 0.86
} | 17.231.46.185 | 52.0.212.53 | null | null | null | MITRE Technique: T1547.001 | Network bandwidth_usage from 17.231.46.185 to 52.0.212.53 MITRE Technique: T1547.001 | bandwidth_usage | 552,851 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85dcfd8e-481a-4dcc-837e-9c8bbd0032cc | 2025-04-24T09:13:32 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start thus by stonecarrie MITRE Technique: T1218.011 | {
"geo_location": "Portugal",
"device_hash": "cca3b2cea592c9300acea79b332d9a2d4e9bce14",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/42.0.896.0 Safari/535.2",
"session_id": "8c89b954-c182-4ff4-a2ee-2f2e982443ba",
"risk_score": 52.17,
"confidence": 0.97
} | null | null | null | null | null | MITRE Technique: T1218.011 | Endpoint process_start thus by stonecarrie MITRE Technique: T1218.011 | process_start | null | null | stonecarrie | thus | 3,843 | powershell.exe | {
"baseline_deviation": 1.28,
"entropy": 6.24,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
0ce741e0-d7bf-4cfb-befa-3909b05d88fe | 2025-03-06T22:40:54 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /central/college.doc by david39 MITRE Technique: T1134.001 | {
"geo_location": "Angola",
"device_hash": "d39eaf1f4dd2cc38c7e64dfe0c28998d4d3cf837a224cd94c9f5069ac63f7695",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; ln-CD) AppleWebKit/535.29.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.29.2",
"session_id": "2cd38548-787d-4457-a55b-4be672fc1b04",
"risk_score": 64.3,
"confidence": 0.27
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint service_install /central/college.doc by david39 MITRE Technique: T1134.001 | service_install | null | null | david39 | /central/college.doc | 4,714 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
29c054ea-6806-4ec2-98d8-df5cf9e0784e | 2025-05-18T08:29:03 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine SMB traffic from 63.237.68.196:3846 to 27.80.28.17:697 No additional info | {
"geo_location": "Honduras",
"device_hash": "0f90f2438d34e44029a0bdfbd23033bb337b5d73",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_4) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/30.0.820.0 Safari/531.2",
"session_id": "a8c42507-5935-4363-a334-be197a39c6ce",
"risk_score": 55.6,
"confidence": 0.85
} | 63.237.68.196 | 27.80.28.17 | null | null | null | No additional info | Firewall quarantine SMB traffic from 63.237.68.196:3846 to 27.80.28.17:697 No additional info | quarantine | 163,103 | SMB | null | null | null | null | null | null | null | null | 3,846 | 697 | 3,311 | null | null | null | null | null | null | null |
a75d277c-7830-472f-a9ec-74e299f38160 | 2025-04-11T18:06:49 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access interest by jessicasmith No additional info | {
"geo_location": "Mauritius",
"device_hash": "8e34762d15283e1d34e91bc1fd24cf25",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.8.6 (KHTML, like Gecko) Version/4.0 Safari/535.8.6",
"session_id": "2d32ba70-a607-40a5-b3dc-4067972a100c",
"risk_score": 40.43,
"confidence": 0.37
} | null | null | null | null | null | No additional info | Endpoint file_access interest by jessicasmith No additional info | file_access | null | null | jessicasmith | interest | 6,224 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a560acb9-fa73-4da7-8006-321bfb575a96 | 2025-04-01T21:02:40 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera physical_tamper MITRE Technique: T1543.003 | {
"geo_location": "Slovenia",
"device_hash": "1028c831a9ef4a86930bdcdfe176bb6ec6a62eb2",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; pa-PK; rv:1.9.1.20) Gecko/9994-12-27 18:48:40 Firefox/3.8",
"session_id": "2a22345f-94ec-4d15-bd64-af53624087bc",
"risk_score": 66.38,
"confidence": 0.1
} | null | null | null | null | null | MITRE Technique: T1543.003 | IoT device Camera physical_tamper MITRE Technique: T1543.003 | physical_tamper | null | null | null | null | null | null | {
"baseline_deviation": 2.18,
"entropy": 7.01,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Camera | iot-891bf3b8 | 1.4 | null | null | null | null | null | null | null | null | null | null |
9d7c475d-d3b1-4866-88d9-20a47d785e79 | 2025-02-26T12:55:18 | firewall | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only NTP traffic from 2.48.179.43:918 to 9.187.77.254:384 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "China",
"device_hash": "11c0f41dc41b3fa16a16e4eafc430633",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; hu-HU) AppleWebKit/532.21.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6532.21.5",
"session_id": "463d5735-ed31-42c8-be34-76e7b8280457",
"risk_score": 60.64,
"confidence": 0.48
} | 2.48.179.43 | 9.187.77.254 | null | null | null | Unconventional IOC: Unusual DNS TXT records | Firewall log-only NTP traffic from 2.48.179.43:918 to 9.187.77.254:384 Unconventional IOC: Unusual DNS TXT records | log-only | 73,100 | NTP | null | null | null | null | null | null | null | null | 918 | 384 | 227 | null | null | null | null | null | null | null |
4a2d92f9-dbe2-4313-9d06-542aa347734d | 2025-05-10T03:53:50 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Alibaba by sharonwilliams No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "54ce53db1202fd8c10082586cee5959b729d8eca",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/5.0)",
"session_id": "465b7c14-da8e-44a5-883b-37e5a1d4d91e",
"risk_score": 66.21,
"confidence": 0.35
} | null | null | null | null | null | No additional info | Cloud config_change in Alibaba by sharonwilliams No additional info | config_change | null | null | sharonwilliams | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-d5f5e803 |
96ae1e06-5ab4-496f-9841-0787acde26f3 | 2025-04-07T02:41:43 | network | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 81.142.53.202 to 72.153.14.240 No additional info | {
"geo_location": "Malawi",
"device_hash": "bb22c1c36a71e8e12331070e6f5517fa7dcf8f81",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/3.1)",
"session_id": "cd400fca-ff1e-4f2d-ad14-33e26968e62a",
"risk_score": 92.02,
"confidence": 0.45
} | 81.142.53.202 | 72.153.14.240 | null | null | null | No additional info | Network latency_spike from 81.142.53.202 to 72.153.14.240 No additional info | latency_spike | 134,287 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
46bac8bb-07b3-4079-b7b1-9e960f214a46 | 2025-01-31T16:28:34 | firewall | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop HTTPS traffic from 87.195.94.71:27935 to 172.246.141.30:85 MITRE Technique: T1204.002 | {
"geo_location": "Switzerland",
"device_hash": "cf02ea9cb9b0a4d0b22a053d25d42cc1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_5) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/13.0.834.0 Safari/534.0",
"session_id": "d0bf8ada-2b50-4046-882d-14062d9717cb",
"risk_score": 82.26,
"confidence": 0.6
} | 87.195.94.71 | 172.246.141.30 | null | null | null | MITRE Technique: T1204.002 | Firewall drop HTTPS traffic from 87.195.94.71:27935 to 172.246.141.30:85 MITRE Technique: T1204.002 | drop | 959,736 | HTTPS | null | null | null | null | null | null | null | null | 27,935 | 85 | 2,878 | null | null | null | null | null | null | null |
de74984f-52d6-4c02-91cc-25f32e2cc830 | 2025-05-14T14:17:41 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 7.248.20.3 to 37.12.89.76 No additional info | {
"geo_location": "Russia",
"device_hash": "82b2b6596cc1d5623b56961191be44f0da57737ff84b0b135bc44b89e0f077ae",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/9.7s4267.0 Mobile/58F833 Safari/533.1",
"session_id": "093f9d5f-5db3-4512-adf8-3fde483e7664",
"risk_score": 54.06,
"confidence": 0.19
} | 7.248.20.3 | 37.12.89.76 | null | null | null | No additional info | Network covert_channel from 7.248.20.3 to 37.12.89.76 No additional info | covert_channel | 66,740 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
604f2746-08ea-4b66-acb5-22734c19d5d3 | 2025-05-23T08:58:44 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth locked for jonathanstrickland via password from 105.158.49.0 MITRE Technique: T1110.003 | {
"geo_location": "Thailand",
"device_hash": "d1e0b26997fff6a4b7abb9bd38d50c72",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.1)",
"session_id": "6c3a4ac6-757c-4e8a-b842-2c112fe9ed29",
"risk_score": 51.26,
"confidence": 0.1
} | 105.158.49.0 | null | null | null | null | MITRE Technique: T1110.003 | Auth locked for jonathanstrickland via password from 105.158.49.0 MITRE Technique: T1110.003 | locked | null | null | jonathanstrickland | null | null | null | null | null | null | null | null | null | null | password | e9:ae:28:8e:6e:ab | null | null | null | null | null |
cd1b9f70-639f-4746-b99f-801f74acfdc4 | 2025-02-16T15:25:30 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for wrusso via OAuth from 10.134.217.30 No additional info | {
"geo_location": "Liberia",
"device_hash": "9b9bbae4b94574737184c5ea5c03d2b7510727446751c14c6dcd143a774bfaed",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/61.0.800.0 Mobile/88O028 Safari/535.2",
"session_id": "7e16d66a-ad35-4fbd-bf1d-126bf8fb5be8",
"risk_score": 51.61,
"confidence": 0.8
} | 10.134.217.30 | null | null | null | null | No additional info | Auth failed for wrusso via OAuth from 10.134.217.30 No additional info | failed | null | null | wrusso | null | null | null | null | null | null | null | null | null | null | OAuth | 69:11:a8:c9:3a:a3 | null | null | null | null | null |
7d69c2c9-d06f-4277-b88e-f36fe152b61c | 2025-04-01T16:50:13 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud config_change in GCP by greeneshirley No additional info | {
"geo_location": "Ecuador",
"device_hash": "9be86f5d1aa7c1576a75636a4bcc227ebcd68dd0d493adfc7179f3fd656549ad",
"user_agent": "Opera/9.97.(Windows 98; lv-LV) Presto/2.9.185 Version/12.00",
"session_id": "efa269d3-d190-4e81-9eb8-8d724239c369",
"risk_score": 62.06,
"confidence": 0.67
} | null | null | null | null | null | No additional info | Cloud config_change in GCP by greeneshirley No additional info | config_change | null | null | greeneshirley | null | null | null | {
"baseline_deviation": 0.53,
"entropy": 4.66,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-a5a64662 |
95fd3223-c4ac-42ef-a436-b670dfa6c68c | 2025-06-09T16:42:48 | ids_alert | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|high| desc=Elastic SIEM Alert: Fileless Attack detected from 98.98.41.190 targeting N/A No additional info | {
"geo_location": "Bangladesh",
"device_hash": "a5bba13228e801ded6fe919aca8608a6e543fe46",
"user_agent": "Opera/8.15.(X11; Linux x86_64; tt-RU) Presto/2.9.187 Version/12.00",
"session_id": "13b77bb5-e124-4140-b280-a3fde51dca78",
"risk_score": 73.13,
"confidence": 0.13
} | 98.98.41.190 | N/A | Fileless Attack | SIG-4770 | Policy | No additional info | Elastic SIEM Alert: Fileless Attack detected from 98.98.41.190 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cc4ba777-de57-46e2-b71d-4ccb0b6ee5fb | 2025-05-22T02:44:29 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by sandra48 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "917727835fe56791a6885a914a639721490d88f7bbf525a170c981183568b868",
"user_agent": "Opera/9.16.(Windows NT 6.1; fr-LU) Presto/2.9.190 Version/11.00",
"session_id": "9ff398b0-df84-41f5-8dbc-3b13300c2733",
"risk_score": 66.5,
"confidence": 0.15
} | null | null | null | null | null | No additional info | AI system membership_inference by sandra48 No additional info | membership_inference | null | null | sandra48 | null | null | null | null | null | null | null | null | null | null | null | null | model-fc4a6ca4 | f0987742d104bbd8223f43a60ab4a62ee9fbf06ad6ffe95e0bfda546408e1879 | 91d29523c67f1b419249447c74a4a260bcc9e41b2f91abf551cfc9a5d9b04cb2 | null | null |
f2def22e-e9b9-4eba-844c-1a4c6e728576 | 2025-02-25T11:36:44 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install kind by teresa04 Living-off-the-land technique detected | {
"geo_location": "Bangladesh",
"device_hash": "21cc77f8f5611016546a1e8d174545d0a65abd6d",
"user_agent": "Opera/8.42.(X11; Linux i686; nn-NO) Presto/2.9.186 Version/12.00",
"session_id": "c71f0833-3eef-46ba-a526-208cd1803e47",
"risk_score": 17.07,
"confidence": 0.41
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint service_install kind by teresa04 Living-off-the-land technique detected | service_install | null | null | teresa04 | kind | 2,963 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2a4cafe4-ce33-4bf7-b54f-75f362db85e2 | 2025-06-23T04:23:18 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall log-only NTP traffic from 136.112.210.160:934 to 79.51.104.227:957 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Ukraine",
"device_hash": "82f9e8649718b14f9bcab91d70fa91416948f8f47ddba348975a369a98c4c782",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; bo-IN; rv:1.9.2.20) Gecko/8842-09-10 18:10:49 Firefox/3.6.16",
"session_id": "01e1fd48-cfab-43e8-afe8-300649b143d5",
"risk_score": 35.89,
"confidence": 0.41
} | 136.112.210.160 | 79.51.104.227 | null | null | null | Unconventional IOC: Quantum random number deviations | Firewall log-only NTP traffic from 136.112.210.160:934 to 79.51.104.227:957 Unconventional IOC: Quantum random number deviations | log-only | 455,050 | NTP | null | null | null | null | null | null | null | null | 934 | 957 | 611 | null | null | null | null | null | null | null |
19120a93-0a65-41b2-8998-ac9c0e5d23e8 | 2025-06-11T03:37:08 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Alibaba by mejiakenneth No additional info noise=house|claim|guess | {
"geo_location": "China",
"device_hash": "a418a57fd4ca0bee418b2426b44fa69c",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; ve-ZA; rv:1.9.1.20) Gecko/7640-11-25 16:59:00 Firefox/3.8",
"session_id": "07da7180-747a-4bdd-80e0-7d0aec8d5829",
"risk_score": 50.37,
"confidence": 0
} | null | null | null | null | null | No additional info | Cloud config_change in Alibaba by mejiakenneth No additional info | config_change | null | null | mejiakenneth | null | null | null | {
"baseline_deviation": 0.9,
"entropy": 7.16,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-93e006b1 |
17f5cf74-787d-49af-b1ff-f5a9c3cbec90 | 2025-04-30T01:40:18 | firewall | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall drop HTTPS traffic from 124.38.222.193:294 to 63.220.225.161:768 MITRE Technique: T1566.001 | {
"geo_location": "Bulgaria",
"device_hash": "3930eef9151c3d486853542e7ed441c4e650da4e",
"user_agent": "Opera/9.93.(Windows NT 10.0; ckb-IQ) Presto/2.9.181 Version/10.00",
"session_id": "89f4bde0-0cef-4648-a27c-b8e517b93217",
"risk_score": 62.06,
"confidence": 0.83
} | 124.38.222.193 | 63.220.225.161 | null | null | null | MITRE Technique: T1566.001 | Firewall drop HTTPS traffic from 124.38.222.193:294 to 63.220.225.161:768 MITRE Technique: T1566.001 | drop | 718,782 | HTTPS | null | null | null | null | null | null | null | null | 294 | 768 | 3,127 | null | null | null | null | null | null | null |
7273083c-c77a-4e97-a452-d2f2dffd4c72 | 2025-01-19T15:35:33 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 62.125.103.112 to 83.73.145.54 No additional info | {
"geo_location": "Russia",
"device_hash": "cb80f4c64cf0f80ec13cd8861b7a962a",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/61.0.882.0 Safari/536.1",
"session_id": "8a5a9e4c-6250-4347-959e-c5383a9f5217",
"risk_score": 72.77,
"confidence": 0.6
} | 62.125.103.112 | 83.73.145.54 | null | null | null | No additional info | Network disconnection from 62.125.103.112 to 83.73.145.54 No additional info | disconnection | 150,960 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6b97fc0f-4707-436d-bcd6-bff937f7347b | 2025-02-09T01:05:49 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in Alibaba by tinarogers No additional info | {
"geo_location": "Korea",
"device_hash": "814c2c52384cf04836cba6c65d4b3ded",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "9095e022-d16c-4890-ac04-794a17ceabe0",
"risk_score": 52.08,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Cloud config_change in Alibaba by tinarogers No additional info | config_change | null | null | tinarogers | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-ca6e6be5 |
a49c4347-3670-48a0-9f82-2af1dfce895f | 2025-01-15T04:29:21 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Egypt",
"device_hash": "8f5fd1f6e5a083a4094339610f2758d30b5e1f43",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/33.0.810.0 Safari/536.2",
"session_id": "3e40a55d-1fde-49da-8c85-cf6303f249a7",
"risk_score": 52.99,
"confidence": 0.61
} | null | null | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | HVAC | iot-d84c2e3e | 8.2 | null | null | null | null | null | null | null | null | null | null |
fc17cd2a-18e0-42b4-a3c5-32f25b74dfa2 | 2025-04-06T10:49:17 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in Azure by gravesjonathon Unconventional IOC: Thermal sensor anomalies noise=Q29uZGl0aW9uLg== | {
"geo_location": "Ireland",
"device_hash": "29cee6634f4558e4337e0bfae1442c84",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/16.0.837.0 Safari/533.1",
"session_id": "94a499da-a1ce-4098-aeca-d31f5af0d441",
"risk_score": 46.12,
"confidence": 0.42
} | null | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | Cloud crypto_mining in Azure by gravesjonathon Unconventional IOC: Thermal sensor anomalies | crypto_mining | null | null | gravesjonathon | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-ea45b8bd |
ac8192ba-16cc-4035-ae72-cb677e894b1e | 2025-03-31T01:23:48 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for davidstevenson via passwordless from 42.199.242.32 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Vanuatu",
"device_hash": "d5669c27ed06be65a9c67c79fcbc5b58102c9d66",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_2 rv:2.0; ug-CN) AppleWebKit/533.9.2 (KHTML, like Gecko) Version/5.0 Safari/533.9.2",
"session_id": "c30f642f-ee64-4bc5-b030-acfbb210da17",
"risk_score": 76.04,
"confidence": 0.43
} | 42.199.242.32 | null | null | null | null | Unconventional IOC: GPU memory artifacts | Auth bypass for davidstevenson via passwordless from 42.199.242.32 Unconventional IOC: GPU memory artifacts | bypass | null | null | davidstevenson | null | null | null | null | null | null | null | null | null | null | passwordless | 42:26:ca:32:b2:b5 | null | null | null | null | null |
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