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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
11b3fa81-899e-43e4-bdcc-210f67a81ae0 | 2025-05-10T03:13:01 | iot | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Hong Kong",
"device_hash": "b408aee11dc8d3fdf568731485a4c6e0",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/12.0x3836.0 Mobile/61C681 Safari/536.0",
"session_id": "c9748bb6-b2c6-4955-ace3-13e2b71b7055",
"risk_score": 42.35,
"confidence": 0.7
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-055152a0 | 10.3 | null | null | null | null | null | null | null | null | null | null |
b346773c-a14a-4862-90da-b9633c893158 | 2023-10-04T08:31:00 | endpoint | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /no/add.tiff by judycox Living-off-the-land technique detected | {
"geo_location": "Liechtenstein",
"device_hash": "6b98a7e243f5e48e50013d04a634d62a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_8) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/36.0.880.0 Safari/536.0",
"session_id": "ea5cbca1-0729-4d8c-9ad4-822427bf6ef2",
"risk_score": 41.66,
"confidence": 0.35
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint powershell_exec /no/add.tiff by judycox Living-off-the-land technique detected | powershell_exec | null | null | judycox | /no/add.tiff | 8,404 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
13c94a35-4a4b-4551-b13a-825714af2145 | 2025-04-17T08:38:05 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Fileless Attack detected from 10.151.9.18 targeting 93.153.251.190 No additional info | {
"geo_location": "Senegal",
"device_hash": "ab9a460f78f778705ab4e4b44a9f5f7ed7038ad9",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_7 rv:5.0; fa-IR) AppleWebKit/532.10.5 (KHTML, like Gecko) Version/5.0 Safari/532.10.5",
"session_id": "aadd9aea-e021-4176-8f1a-39477909c72f",
"risk_score": 15.74,
"confidence": 0.96
} | 10.151.9.18 | 93.153.251.190 | Fileless Attack | SIG-6735 | Policy | No additional info | Tanium Alert: Fileless Attack detected from 10.151.9.18 targeting 93.153.251.190 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 0.58,
"entropy": 3.19,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
828de972-2eda-4c15-8a03-3ccead7195a7 | 2025-06-22T16:42:09 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth bypass for maryquinn via passwordless from 98.67.83.20 No additional info | {
"geo_location": "Russia",
"device_hash": "b9733407295a814dd1a8df6c8eb788fb",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; se-NO; rv:1.9.0.20) Gecko/5414-08-01 21:26:24 Firefox/3.6.15",
"session_id": "1795297a-5d4f-4694-a52e-9445f8881a66",
"risk_score": 54.56,
"confidence": 0.36
} | 98.67.83.20 | null | null | null | null | No additional info | Auth bypass for maryquinn via passwordless from 98.67.83.20 No additional info | bypass | null | null | maryquinn | null | null | null | null | null | null | null | null | null | null | passwordless | 3a:51:ea:07:20:b5 | null | null | null | null | null |
80d863fa-e43f-4c3c-a7b0-9ff8ba7040c5 | 2025-03-15T16:31:33 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: DDoS detected from 165.31.39.37 targeting 10.77.248.74 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "946ec36bbd565b4fc957804632f22762",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; bhb-IN) AppleWebKit/535.2.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6535.2.7",
"session_id": "539616e4-9346-4bd2-83d0-febb8c60944a",
"risk_score": 73.1,
"confidence": 0.28
} | 165.31.39.37 | 10.77.248.74 | DDoS | SIG-8494 | Policy | No additional info | Zeek Alert: DDoS detected from 165.31.39.37 targeting 10.77.248.74 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6f707cfa-2154-4f33-b032-126fa6363053 | 2025-05-31T03:15:35 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in AWS by cassandra88 Associated Threat Actor: APT29 noise=main/posts | {
"geo_location": "Timor-Leste",
"device_hash": "404749b37253e490e0e56e79e879b753",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/25.0.834.0 Safari/534.0",
"session_id": "44167e9c-6cc4-48d4-a22c-d54cbe07f95c",
"risk_score": 69.58,
"confidence": 0.53
} | null | null | null | null | null | Associated Threat Actor: APT29 | Cloud shadow_it in AWS by cassandra88 Associated Threat Actor: APT29 | shadow_it | null | null | cassandra88 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-2cf12a72 |
3d7e6bba-d962-48ab-ad37-c348e3adc178 | 2025-03-07T02:29:42 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network latency_spike from 10.207.209.123 to 110.12.85.242 No additional info noise=UGxhbnQgd2Uu | {
"geo_location": "Zimbabwe",
"device_hash": "ec3efa1d9a6e75027696dc09b0d668ce0adf98a9",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_1 rv:5.0; si-LK) AppleWebKit/535.28.5 (KHTML, like Gecko) Version/5.0 Safari/535.28.5",
"session_id": "4141f5d0-f821-4cbf-9d83-924bc4b88f3b",
"risk_score": 76.16,
"confidence": 0.08
} | 10.207.209.123 | 110.12.85.242 | null | null | null | No additional info | Network latency_spike from 10.207.209.123 to 110.12.85.242 No additional info | latency_spike | 217,934 | HTTP | null | null | null | null | {
"baseline_deviation": 2.85,
"entropy": 6.18,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2372759-8121-4a07-b9db-50d15719fc38 | 2025-02-02T14:48:43 | firewall | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect HTTPS traffic from 190.254.243.146:895 to 10.6.82.208:420 Associated Threat Actor: FIN7 noise=prevent|interview|dream | {
"geo_location": "North Macedonia",
"device_hash": "0e833c875daee9d2c107f6246e74f77245076d36c77f9e3b4fe28136e160c353",
"user_agent": "Opera/9.21.(Windows NT 11.0; et-EE) Presto/2.9.183 Version/10.00",
"session_id": "2f622cfd-9565-49a2-8213-6cefba979f73",
"risk_score": 41,
"confidence": 0.88
} | 190.254.243.146 | 10.6.82.208 | null | null | null | Associated Threat Actor: FIN7 | Firewall inspect HTTPS traffic from 190.254.243.146:895 to 10.6.82.208:420 Associated Threat Actor: FIN7 | inspect | 622,913 | HTTPS | null | null | null | null | {
"baseline_deviation": 0.82,
"entropy": 6.66,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 895 | 420 | 3,351 | null | null | null | null | null | null | null |
c771846d-5bdc-482c-b7d2-275903b0fae1 | 2025-04-05T21:06:24 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 63.223.14.137 to 221.252.222.174 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "251448426636e338e2e59ff5fb613030ce44e414012a9e986ea225d46cad304c",
"user_agent": "Opera/9.92.(X11; Linux x86_64; mg-MG) Presto/2.9.177 Version/10.00",
"session_id": "af3fd62e-d073-47b4-b416-b0b8c6842088",
"risk_score": 36.33,
"confidence": 0.53
} | 63.223.14.137 | 221.252.222.174 | null | null | null | No additional info | Network data_exfiltration from 63.223.14.137 to 221.252.222.174 No additional info | data_exfiltration | 656,224 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4cef0a0-def7-488b-9877-82dd9776f547 | 2025-03-01T07:25:00 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by johnhernandez No additional info | {
"geo_location": "Yemen",
"device_hash": "33f8323680aa395a5d2f7e19ca9490b460d840a1",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/8592-05-11 14:32:17 Firefox/3.6.11",
"session_id": "c5d13976-8cbb-4aa4-93ba-c7e4693ec3d3",
"risk_score": 10.89,
"confidence": 0.72
} | null | null | null | null | null | No additional info | AI system membership_inference by johnhernandez No additional info | membership_inference | null | null | johnhernandez | null | null | null | null | null | null | null | null | null | null | null | null | model-f01fea6a | fe9885f7dba9cb51d02842fa6905bbcbf980ed74 | 17b8d90bf31abb8b69b6fe6b02370788 | null | null |
c3773fce-a6a1-49c6-87ba-26d3440e2212 | 2025-03-20T23:36:08 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /could/necessary.xls by aguilarkimberly No additional info | {
"geo_location": "Montserrat",
"device_hash": "7cc16adf3fa8f5f279e808b5f9cd1eb3f3f23849",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.1)",
"session_id": "c5e3f8fd-ce19-4b43-b4fa-91abfd080606",
"risk_score": 55.03,
"confidence": 0.52
} | null | null | null | null | null | No additional info | Endpoint process_start /could/necessary.xls by aguilarkimberly No additional info | process_start | null | null | aguilarkimberly | /could/necessary.xls | 745 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b861ed0c-e670-4b85-80a1-3d81457d01ee | 2025-05-15T23:34:38 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for armstrongmelanie via SAML from 54.253.131.115 No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "0e730f930db0d4a6bf9ec34e14807f9d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "911f5a91-343b-477d-9c99-79b4be94124e",
"risk_score": 78.76,
"confidence": 0.99
} | 54.253.131.115 | null | null | null | null | No additional info | Auth locked for armstrongmelanie via SAML from 54.253.131.115 No additional info | locked | null | null | armstrongmelanie | null | null | null | null | null | null | null | null | null | null | SAML | eb:24:2d:bb:79:36 | null | null | null | null | null |
ef1a3d64-9124-460c-b1bf-14f363551fd2 | 2025-02-05T13:49:28 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network connection from 130.150.27.212 to 60.117.90.179 No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "86181ee725821946e7b00f8c86f94c11",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ky-KG) AppleWebKit/531.27.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6531.27.3",
"session_id": "67a840fc-c7f3-428f-98ff-bd1a912d4e57",
"risk_score": 52.65,
"confidence": 0.64
} | 130.150.27.212 | 60.117.90.179 | null | null | null | No additional info | Network connection from 130.150.27.212 to 60.117.90.179 No additional info | connection | 671,196 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2b63461f-3c12-45ba-a0c6-afbab2e7c253 | 2025-01-12T15:18:05 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine RDP traffic from 10.110.72.203:379 to 202.31.224.75:806 MITRE Technique: T1053.005 | {
"geo_location": "Guadeloupe",
"device_hash": "7d9a5f9b08fe3a243226a41a5b37d122",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.5) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/27.0.809.0 Safari/533.0",
"session_id": "5b630eb3-bf15-4b23-bd70-1a2a83839b4c",
"risk_score": 0,
"confidence": 0.29
} | 10.110.72.203 | 202.31.224.75 | null | null | null | MITRE Technique: T1053.005 | Firewall quarantine RDP traffic from 10.110.72.203:379 to 202.31.224.75:806 MITRE Technique: T1053.005 | quarantine | 463,914 | RDP | null | null | null | null | null | null | null | null | 379 | 806 | 1,310 | null | null | null | null | null | null | null |
a34d4c36-e844-43af-bcd9-7451653c5b07 | 2025-05-07T06:46:12 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: MFA Bypass detected from 163.182.220.23 targeting 88.151.177.189 No additional info | {
"geo_location": "Iran",
"device_hash": "5f96d0ddef56e2314bbaf282cc6455ab80c81f54",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_6 rv:5.0; ja-JP) AppleWebKit/534.46.7 (KHTML, like Gecko) Version/5.0.5 Safari/534.46.7",
"session_id": "77fcb45e-8c9b-4b9a-9f49-8c2d131bf6d1",
"risk_score": 46.4,
"confidence": 0.95
} | 163.182.220.23 | 88.151.177.189 | MFA Bypass | SIG-6014 | Evasion | No additional info | Tanium Alert: MFA Bypass detected from 163.182.220.23 targeting 88.151.177.189 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
62dc55a4-62e9-4bdc-b876-92f3a3f26610 | 2025-01-14T17:53:44 | network | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 210.61.50.39 to 6.18.48.237 No additional info | {
"geo_location": "Oman",
"device_hash": "2b2596a682974ba6188f9a8cbf68ceae6752cf95",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; iw-IL; rv:1.9.1.20) Gecko/5464-05-31 20:42:09 Firefox/10.0",
"session_id": "1fb550f4-5180-4955-8502-5f3e60d6e940",
"risk_score": 14.59,
"confidence": 0.94
} | 210.61.50.39 | 6.18.48.237 | null | null | null | No additional info | Network protocol_anomaly from 210.61.50.39 to 6.18.48.237 No additional info | protocol_anomaly | 385,282 | ICMP | null | null | null | null | {
"baseline_deviation": 1.53,
"entropy": 4.01,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
5fc139e5-9838-4ff7-84bf-41ca3c562ec3 | 2025-06-15T19:52:56 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by powellandrea No additional info | {
"geo_location": "Russia",
"device_hash": "01e29c1d840c220dab9b485c8c7d6ef8736dd367",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/4.0)",
"session_id": "a4a97c1a-29b4-4264-ac44-73fe55203891",
"risk_score": 47.33,
"confidence": 0.87
} | null | null | null | null | null | No additional info | AI system api_abuse by powellandrea No additional info | api_abuse | null | null | powellandrea | null | null | null | null | null | null | null | null | null | null | null | null | model-c9de3989 | debba210ac36d5a41e2c06ef4f2dd1a1a72de566776e2bb32fcf96904a61301e | 48af28d966d2fc5b9ed8a9077106e69b | null | null |
9fb99d79-5f0b-4c2f-8cd0-58877c13c275 | 2025-02-02T19:03:31 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: Living-off-the-Land detected from 88.58.99.148 targeting 141.121.21.58 MITRE Technique: T1110.003 | {
"geo_location": "Jersey",
"device_hash": "f928afc75a4047256d7fda1f17215a6647cc396a5957c77bce6a70923a11412f",
"user_agent": "Opera/8.57.(X11; Linux x86_64; bs-BA) Presto/2.9.183 Version/12.00",
"session_id": "7b66ed11-ea63-4f6c-95ae-6e2a0c13be3d",
"risk_score": 53.68,
"confidence": 0.85
} | 88.58.99.148 | 141.121.21.58 | Living-off-the-Land | SIG-6214 | Evasion | MITRE Technique: T1110.003 | QRadar Alert: Living-off-the-Land detected from 88.58.99.148 targeting 141.121.21.58 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | {
"baseline_deviation": 2.34,
"entropy": 7.35,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
79d55c39-50c9-4ce5-83c6-8094b30137dd | 2025-04-12T20:10:49 | iot | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical side_channel MITRE Technique: T1190 | {
"geo_location": "Chad",
"device_hash": "2d0680d6f87da56b5e821510a38ff172",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/5.0)",
"session_id": "d6a0830b-d369-44ac-b713-bdf07671a058",
"risk_score": 49.61,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1190 | IoT device Medical side_channel MITRE Technique: T1190 | side_channel | null | null | null | null | null | null | null | Medical | iot-af384560 | 6.0 | null | null | null | null | null | null | null | null | null | null |
1103cc85-a8ca-452f-b60f-9fa0330f213f | 2025-04-04T06:38:22 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth success for briannawalker via MFA from 221.252.205.152 No additional info | {
"geo_location": "Lithuania",
"device_hash": "ab9b8877d3521c37c667643ebef04330435f4636",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.1)",
"session_id": "03f21352-04d8-455b-93a1-043926ea97a2",
"risk_score": 77.43,
"confidence": 0.37
} | 221.252.205.152 | null | null | null | null | No additional info | Auth success for briannawalker via MFA from 221.252.205.152 No additional info | success | null | null | briannawalker | null | null | null | {
"baseline_deviation": 2.81,
"entropy": 5.9,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | MFA | 15:a4:65:e3:1c:d9 | null | null | null | null | null |
0bd5eaef-b5e7-493a-92ab-fd553b37d3b2 | 2025-03-31T10:41:19 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /strong/several.png by kcarroll MITRE Technique: T1134.001 | {
"geo_location": "Brazil",
"device_hash": "d00455bfe09d14063561b5e387f324bb34d941f4",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/15.0.859.0 Mobile/03J404 Safari/536.2",
"session_id": "7c5693cf-496e-4d4f-8326-c4aa27899c5b",
"risk_score": 73.31,
"confidence": 0.07
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint persistence_mechanism /strong/several.png by kcarroll MITRE Technique: T1134.001 | persistence_mechanism | null | null | kcarroll | /strong/several.png | 9,938 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
074d9675-6d6a-4d2f-9e89-bb7cdfa0d745 | 2025-02-22T22:08:00 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change /like/notice.tiff by myershannah No additional info | {
"geo_location": "French Guiana",
"device_hash": "93c4f8c171886623b2b795d14371a89d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; ta-IN) AppleWebKit/535.16.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6535.16.3",
"session_id": "32b9e4b0-d578-4208-9d49-d5003d5c1482",
"risk_score": 51.96,
"confidence": 0.74
} | null | null | null | null | null | No additional info | Endpoint registry_change /like/notice.tiff by myershannah No additional info | registry_change | null | null | myershannah | /like/notice.tiff | 6,415 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3a3a1807-a561-4f21-94dc-8bf775d869be | 2022-08-24T22:08:26 | iot | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|low| desc=IoT device Medical command_injection Associated Threat Actor: Scattered Spider | {
"geo_location": "Saint Lucia",
"device_hash": "45e510a825592c1328e0fe029d28ba1c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.0)",
"session_id": "4d3b336a-53d2-40e5-8f50-b99ea7679551",
"risk_score": 55.93,
"confidence": 0.17
} | null | null | null | null | null | Associated Threat Actor: Scattered Spider | IoT device Medical command_injection Associated Threat Actor: Scattered Spider | command_injection | null | null | null | null | null | null | null | Medical | iot-805e7717 | 5.0 | null | null | null | null | null | null | null | null | null | null |
91b65681-9575-4abc-b49c-4958e5b1bee2 | 2025-05-21T09:57:51 | ai | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by robert12 No additional info | {
"geo_location": "Niue",
"device_hash": "981d84f0553ef4f210390656d649cade",
"user_agent": "Opera/9.18.(X11; Linux x86_64; doi-IN) Presto/2.9.183 Version/10.00",
"session_id": "82da526f-1fba-4f96-b5d8-507c3847b220",
"risk_score": 44.28,
"confidence": 0.44
} | null | null | null | null | null | No additional info | AI system adversarial_input by robert12 No additional info | adversarial_input | null | null | robert12 | null | null | null | null | null | null | null | null | null | null | null | null | model-ae5d4668 | 792ebdb03c8c4fb4d70feaf7c8c6a3f3d4ac4a2ba5f122b3930b5f566c35ce09 | 7286440eae9ff4e1499367d6a145f9c5ba4a8132f58903bd6d6aeb38d1c3914f | null | null |
275cac39-b099-44f2-b7b5-4df39c3ade79 | 2025-06-05T22:35:33 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 117.131.168.150 to 4.106.25.247 No additional info | {
"geo_location": "Taiwan",
"device_hash": "cafa628df478d38b586b95f9f2825e5313e1f4228ebab576a02e816407ec56d6",
"user_agent": "Opera/9.28.(X11; Linux i686; hu-HU) Presto/2.9.178 Version/10.00",
"session_id": "3a99d17b-8a90-4a19-90e7-14d016c1ccf1",
"risk_score": 46.74,
"confidence": 0.21
} | 117.131.168.150 | 4.106.25.247 | null | null | null | No additional info | Network disconnection from 117.131.168.150 to 4.106.25.247 No additional info | disconnection | 216,158 | UDP | null | null | null | null | {
"baseline_deviation": 2.03,
"entropy": 4.31,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
f9675be3-6ee7-40d1-bd58-6e45491158cd | 2025-07-01T16:14:30 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /and/science.tiff by eglover No additional info | {
"geo_location": "Argentina",
"device_hash": "97ae755fb28e77e8630c097523b34c73",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_3 rv:2.0; nl-NL) AppleWebKit/532.50.2 (KHTML, like Gecko) Version/5.0.4 Safari/532.50.2",
"session_id": "ebe0cc96-4b6a-44f3-b88a-195dc75560bb",
"risk_score": 85.34,
"confidence": 0.26
} | null | null | null | null | null | No additional info | Endpoint driver_load /and/science.tiff by eglover No additional info | driver_load | null | null | eglover | /and/science.tiff | 8,377 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9dbf5326-deba-4b7a-846e-be72ef2b4c96 | 2025-06-27T00:47:50 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for sherryromero via MFA from 129.224.122.71 MITRE Technique: T1071.001 | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "31c2697352e369232568475f0eef2e978f482d72",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/534.45.4 (KHTML, like Gecko) Version/4.0 Safari/534.45.4",
"session_id": "4c3e8911-e944-4ec2-88d6-4c10a0fd82a0",
"risk_score": 43.09,
"confidence": 0.01
} | 129.224.122.71 | null | null | null | null | MITRE Technique: T1071.001 | Auth failed for sherryromero via MFA from 129.224.122.71 MITRE Technique: T1071.001 | failed | null | null | sherryromero | null | null | null | null | null | null | null | null | null | null | MFA | fd:01:80:10:93:ed | null | null | null | null | null |
e0ba0a81-27e3-45d3-88aa-bf04e6bb4474 | 2025-06-20T02:14:04 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 160.79.250.75 to 26.246.43.148 MITRE Technique: T1574.002 noise=B316C072 | {
"geo_location": "Cape Verde",
"device_hash": "62e21a5dc5eae2e50e9aa134d32922ca529d47fe2b13587cd6388cac78c6a14e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/531.21.4 (KHTML, like Gecko) Version/4.0.5 Safari/531.21.4",
"session_id": "972def4a-5a0d-41ea-983a-81f1650d0643",
"risk_score": 39.54,
"confidence": 0.18
} | 160.79.250.75 | 26.246.43.148 | null | null | null | MITRE Technique: T1574.002 | Network disconnection from 160.79.250.75 to 26.246.43.148 MITRE Technique: T1574.002 | disconnection | 197,639 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e93f2493-057e-4cc3-83ef-e0ba28247014 | 2025-02-13T11:54:46 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical battery_drain No additional info | {
"geo_location": "Cyprus",
"device_hash": "f53bb3cb3dddbc5d6b42e9acba6b1ccc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.0)",
"session_id": "b911f9d9-00d0-42b2-8ffd-c6059cabd973",
"risk_score": 34.86,
"confidence": 0.47
} | null | null | null | null | null | No additional info | IoT device Medical battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Medical | iot-ff8c3ab3 | 1.7 | null | null | null | null | null | null | null | null | null | null |
d2be76ac-8822-4203-b8eb-b821fb99f433 | 2025-03-22T01:09:39 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: DDoS detected from 11.120.133.61 targeting 137.102.102.160 No additional info noise=blog/explore | {
"geo_location": "Philippines",
"device_hash": "41630766bb97db19726ea854b8079cb455f1660d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/3.1)",
"session_id": "6187c987-8424-4c0c-8a30-372e0658aad1",
"risk_score": 21.51,
"confidence": 0.75
} | 11.120.133.61 | 137.102.102.160 | DDoS | SIG-5994 | Recon | No additional info | Microsoft Sentinel Alert: DDoS detected from 11.120.133.61 targeting 137.102.102.160 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
93527f24-3e68-4c06-9d78-04bb9f1aa260 | 2025-05-05T06:11:16 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network beaconing from 52.230.41.96 to 10.1.102.240 No additional info | {
"geo_location": "Mongolia",
"device_hash": "50b7d511e9c0ac22bef4926d4530116953b64c4d",
"user_agent": "Opera/9.92.(X11; Linux i686; hsb-DE) Presto/2.9.187 Version/11.00",
"session_id": "55662f8a-2a9d-4234-802f-60735a50aca5",
"risk_score": 57.16,
"confidence": 0.16
} | 52.230.41.96 | 10.1.102.240 | null | null | null | No additional info | Network beaconing from 52.230.41.96 to 10.1.102.240 No additional info | beaconing | 2,902 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
22545acb-251a-4e13-b004-b1a034732630 | 2025-06-14T08:19:11 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC side_channel MITRE Technique: T1134.001 noise=E8ECE302 | {
"geo_location": "Brazil",
"device_hash": "817a22ec6ada13b37c4125410c9bb377",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/5752-10-21 02:38:13 Firefox/3.6.1",
"session_id": "5f91a906-fa06-4a36-b9f9-7e4d75552ff9",
"risk_score": 39.6,
"confidence": 0.05
} | null | null | null | null | null | MITRE Technique: T1134.001 | IoT device HVAC side_channel MITRE Technique: T1134.001 | side_channel | null | null | null | null | null | null | null | HVAC | iot-d8186dcd | 5.0 | null | null | null | null | null | null | null | null | null | null |
1117ab97-12c0-44e8-8eee-079de06ccca5 | 2025-06-25T08:14:02 | endpoint | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /stock/fine.pdf by ppetersen No additional info | {
"geo_location": "Malaysia",
"device_hash": "41f60ee2a05e2cee79935ba3b464cde47fc1eb6aefaa3ceab71346310bc97871",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.44.2 (KHTML, like Gecko) Version/5.0 Safari/532.44.2",
"session_id": "0f15b311-da1d-4634-81da-a38d1616a224",
"risk_score": 37.09,
"confidence": 0.8
} | null | null | null | null | null | No additional info | Endpoint file_access /stock/fine.pdf by ppetersen No additional info | file_access | null | null | ppetersen | /stock/fine.pdf | 1,946 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4fd7d87d-bf25-4ed6-aadc-ba1863b68727 | 2025-04-08T22:25:19 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system model_inversion by melissahenson No additional info | {
"geo_location": "Venezuela",
"device_hash": "3f0648e3ade414559145a1dddbaea2cd",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_2; rv:1.9.5.20) Gecko/4687-01-27 01:45:16 Firefox/13.0",
"session_id": "f9a33140-8dad-49bb-9a63-31cd7a6327de",
"risk_score": 69.64,
"confidence": 0.01
} | null | null | null | null | null | No additional info | AI system model_inversion by melissahenson No additional info | model_inversion | null | null | melissahenson | null | null | null | null | null | null | null | null | null | null | null | null | model-365027b4 | 3a336d06483b7219c16182c371d6e778 | 7139f6189bd40021ef600b1f8f4cc35c4eaf97cdcca0423ad0c9f9d2c56ad6c4 | null | null |
411b6a20-1922-46a6-9c3f-ce7d408a13b1 | 2025-03-27T08:48:00 | cloud | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in GCP by pbaldwin No additional info | {
"geo_location": "Iceland",
"device_hash": "1102ecc4b990f217d1f414a38be5592a109cad9af1f5928567719880478eb6e1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.0)",
"session_id": "2a7fd084-2a27-47ad-8320-dd7b7f9aff8f",
"risk_score": 9.91,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by pbaldwin No additional info | container_escape | null | null | pbaldwin | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-cf9e91fb |
fa5870ff-1f4f-42bf-8372-8eb61269e29c | 2025-06-30T13:08:59 | iot | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera battery_drain MITRE Technique: T1218.011 | {
"geo_location": "Netherlands Antilles",
"device_hash": "1f41e0ee6e6e207e8c77ed7511b998f9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.0)",
"session_id": "92f2be40-9c3e-4087-bcc8-9edffb6eff19",
"risk_score": 57.66,
"confidence": 0.13
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Camera battery_drain MITRE Technique: T1218.011 | battery_drain | null | null | null | null | null | null | null | Camera | iot-2824006c | 7.4 | null | null | null | null | null | null | null | null | null | null |
0dfc8f6a-46fe-4aeb-8f0b-90308cf406e0 | 2025-03-10T19:35:57 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "Luxembourg",
"device_hash": "0d0478a6185f1ed6815e60650e3d7c4811c6491d9ad2b8b34cc87ab64f31d67c",
"user_agent": "Opera/8.74.(X11; Linux x86_64; lo-LA) Presto/2.9.178 Version/10.00",
"session_id": "dbf3495e-a941-4538-8bef-a9d056a3dbb8",
"risk_score": 74.13,
"confidence": 0.6
} | null | null | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Thermostat | iot-85a1f4da | 2.5 | null | null | null | null | null | null | null | null | null | null |
c5fa73fa-0289-4eb6-9e4a-caa3aba95da0 | 2025-03-11T09:44:07 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth success for michaelibarra via password from 209.195.40.19 No additional info noise=U2Vjb25kLg== | {
"geo_location": "Eritrea",
"device_hash": "7f4142bdd9457b1bc613dfc0475b952b45713dc456eaee1d4f8e23cf7042f85e",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/22.0.829.0 Safari/533.1",
"session_id": "3020b0a9-26df-44a7-b0f3-4458322281e1",
"risk_score": 46.71,
"confidence": 0.73
} | 209.195.40.19 | null | null | null | null | No additional info | Auth success for michaelibarra via password from 209.195.40.19 No additional info | success | null | null | michaelibarra | null | null | null | null | null | null | null | null | null | null | password | b0:af:ae:87:9f:18 | null | null | null | null | null |
c00af413-b809-4d17-9f63-a43408c388a2 | 2025-06-10T19:48:59 | ids_alert | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|critical| desc=Elastic SIEM Alert: Brute Force detected from 55.136.199.225 targeting 157.117.255.142 No additional info | {
"geo_location": "Paraguay",
"device_hash": "e40709a3c279e1c733d4ed684cf8786ebe1b085314c7c6c9698be63b3b57ef5c",
"user_agent": "Opera/9.79.(Windows 98; Win 9x 4.90; quz-PE) Presto/2.9.160 Version/12.00",
"session_id": "b7f35072-a0a2-4113-894f-da6d98496797",
"risk_score": 51.63,
"confidence": 0.6
} | 55.136.199.225 | 157.117.255.142 | Brute Force | SIG-8551 | Malware | No additional info | Elastic SIEM Alert: Brute Force detected from 55.136.199.225 targeting 157.117.255.142 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
88cde7b3-5173-4233-ae8c-b9e224bb0d59 | 2025-02-16T19:07:03 | iot | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|info| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Ukraine",
"device_hash": "48af7288c8681eb04d918188577e97fd",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; be-BY) AppleWebKit/534.12.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6534.12.7",
"session_id": "f696db1d-066a-496b-bb00-d698846e4f2b",
"risk_score": 40.91,
"confidence": 0.03
} | 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-fe83485b | 3.0 | null | null | null | null | null | null | null | null | null | null |
24a05918-66d5-4c36-9e8c-0f324a3baeb0 | 2025-04-25T10:39:58 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec attack by stephen76 MITRE Technique: T1059.005 | {
"geo_location": "Japan",
"device_hash": "ee871e3d5b2312796e5f955d0e15b11d73478e617aaab5fa7cad3a43bb307dac",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_7 rv:5.0; sat-IN) AppleWebKit/535.47.3 (KHTML, like Gecko) Version/4.0 Safari/535.47.3",
"session_id": "4b19c087-cb9b-4ad5-9282-10a4f4589a04",
"risk_score": 52.15,
"confidence": 0.65
} | null | null | null | null | null | MITRE Technique: T1059.005 | Endpoint powershell_exec attack by stephen76 MITRE Technique: T1059.005 | powershell_exec | null | null | stephen76 | attack | 8,894 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8cf0a544-4aed-4542-9794-d09438c35a3a | 2025-07-02T08:43:56 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only SSH traffic from 65.48.157.231:643 to 221.17.131.153:901 MITRE Technique: T1204.002 | {
"geo_location": "Venezuela",
"device_hash": "865f4b163544e79960f6546fb0c126974f48bcdc",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/4699-02-02 06:07:10 Firefox/14.0",
"session_id": "5dae4df9-8312-4fca-9b1a-ca4946f1b7ee",
"risk_score": 83.62,
"confidence": 0.5
} | 65.48.157.231 | 221.17.131.153 | null | null | null | MITRE Technique: T1204.002 | Firewall log-only SSH traffic from 65.48.157.231:643 to 221.17.131.153:901 MITRE Technique: T1204.002 | log-only | 359,104 | SSH | null | null | null | null | null | null | null | null | 643 | 901 | 1,756 | null | null | null | null | null | null | null |
01079c31-5682-4970-aea7-8fa82317d061 | 2025-02-08T11:59:12 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for joanbarnes via passwordless from 125.172.134.67 Associated Threat Actor: APT37 | {
"geo_location": "Uzbekistan",
"device_hash": "538dfb620398d6de1f632de5deca8350d3b40e04",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/534.1.3 (KHTML, like Gecko) Version/4.1 Safari/534.1.3",
"session_id": "e0c75310-9121-4dff-9c13-3fd5cd35e5a0",
"risk_score": 56.1,
"confidence": 0.67
} | 125.172.134.67 | null | null | null | null | Associated Threat Actor: APT37 | Auth failed for joanbarnes via passwordless from 125.172.134.67 Associated Threat Actor: APT37 | failed | null | null | joanbarnes | null | null | null | null | null | null | null | null | null | null | passwordless | f2:3a:0c:89:6a:31 | null | null | null | null | null |
a33e380e-1dfa-4f0b-86c8-d12017457b1b | 2025-02-10T21:41:15 | network | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|high| desc=Network beaconing from 161.141.33.162 to 82.185.55.71 MITRE Technique: T1218.011 noise=arm|number|word | {
"geo_location": "Portugal",
"device_hash": "0193fc25db597918b318bcedb954e10beb40d17d728c070a28c9f68d0561ad92",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_9 rv:2.0; ff-SN) AppleWebKit/535.36.4 (KHTML, like Gecko) Version/4.0.4 Safari/535.36.4",
"session_id": "cfc622d2-8e71-440e-b3a3-a9d38c1b6dda",
"risk_score": 31.04,
"confidence": 0.4
} | 161.141.33.162 | 82.185.55.71 | null | null | null | MITRE Technique: T1218.011 | Network beaconing from 161.141.33.162 to 82.185.55.71 MITRE Technique: T1218.011 | beaconing | 629,025 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8479f95a-6746-4654-9589-93fcf5d7eb0b | 2025-06-25T02:24:12 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC sensor_spoofing No additional info | {
"geo_location": "Andorra",
"device_hash": "254b6496508a2746435fd3a687e238eec8594367",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/3.1)",
"session_id": "b596342c-10c4-4977-a745-f16ef1fbb54c",
"risk_score": 41.79,
"confidence": 0.82
} | null | null | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | {
"baseline_deviation": 0.65,
"entropy": 5.1,
"frequency_anomaly": false,
"sequence_anomaly": true
} | HVAC | iot-94cb5468 | 10.4 | null | null | null | null | null | null | null | null | null | null |
1430e504-5908-4fa7-97e2-2c930b193110 | 2025-02-06T01:02:50 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 218.204.107.196 to 87.249.184.14 DGA domain detected | {
"geo_location": "Kazakhstan",
"device_hash": "dcd04cb539c25487fa02b5d47ff09b0cb44dfc425e21dde1e688682a0a648bcc",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; ru-UA; rv:1.9.0.20) Gecko/7673-05-30 02:47:06 Firefox/3.6.16",
"session_id": "603babd7-4c58-40ce-a343-d6999acc048a",
"risk_score": 22.49,
"confidence": 0.38
} | 218.204.107.196 | 87.249.184.14 | null | null | null | DGA domain detected | Network disconnection from 218.204.107.196 to 87.249.184.14 DGA domain detected | disconnection | 189,017 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4e2a4df6-4c17-43f6-9029-decca53ef7a0 | 2025-02-06T17:43:49 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device HVAC protocol_violation Associated Threat Actor: APT38 | {
"geo_location": "Hong Kong",
"device_hash": "70476e2ca9669f1772f7382b9cfd20b63125960173e6bdbe75a378d7a0b28eca",
"user_agent": "Opera/8.88.(Windows NT 5.0; sc-IT) Presto/2.9.172 Version/12.00",
"session_id": "f20135c4-f855-4603-973c-83260de220eb",
"risk_score": 82.08,
"confidence": 0.4
} | null | null | null | null | null | Associated Threat Actor: APT38 | IoT device HVAC protocol_violation Associated Threat Actor: APT38 | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-4767f7fe | 1.7 | null | null | null | null | null | null | null | null | null | null |
a54e51a4-af62-42f8-8a25-0990edb6c0ac | 2025-04-20T21:23:31 | ids_alert | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=FireEye HX Alert: Living-off-the-Land detected from 5.105.222.98 targeting 99.153.141.54 No additional info | {
"geo_location": "Benin",
"device_hash": "ec60bdd445b9ade0ab1c9dc558e3c70b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; doi-IN) AppleWebKit/534.48.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6534.48.6",
"session_id": "4d5e27ba-178c-4832-8994-a140f10fbb9c",
"risk_score": 60.05,
"confidence": 0.74
} | 5.105.222.98 | 99.153.141.54 | Living-off-the-Land | SIG-6173 | Exploit | No additional info | FireEye HX Alert: Living-off-the-Land detected from 5.105.222.98 targeting 99.153.141.54 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c409c11-d438-457b-a72e-597d9fd1cc13 | 2025-06-29T06:02:11 | ai | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by nicolaskim No additional info | {
"geo_location": "Uganda",
"device_hash": "d938b106cfc95623bfbd724bbeb939d854588a385f0d403b884a60c4be133111",
"user_agent": "Opera/8.89.(Windows NT 6.2; ml-IN) Presto/2.9.173 Version/12.00",
"session_id": "2455f7d7-d254-477c-9823-9207934ca5e5",
"risk_score": 43.71,
"confidence": 0.42
} | null | null | null | null | null | No additional info | AI system membership_inference by nicolaskim No additional info | membership_inference | null | null | nicolaskim | null | null | null | null | null | null | null | null | null | null | null | null | model-c9697db6 | 75133d0060d1167b4bfde83b7d4825f8e82e04e5 | ce7e8def6d82998c5453c544bbf9031f8fbc3f9eaac8890025fda668f8f7c2db | null | null |
0d7f6c3a-16d8-4bb3-982b-d2509568c6c8 | 2025-02-20T13:34:55 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth challenge for vkelly via passwordless from 31.105.40.247 No additional info | {
"geo_location": "Estonia",
"device_hash": "cb66eb0d0b6cbbd322bf07740bdfdec9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.1)",
"session_id": "80271f4c-cb3e-4d4a-b699-500bdf7661e3",
"risk_score": 67.49,
"confidence": 0.05
} | 31.105.40.247 | null | null | null | null | No additional info | Auth challenge for vkelly via passwordless from 31.105.40.247 No additional info | challenge | null | null | vkelly | null | null | null | null | null | null | null | null | null | null | passwordless | ea:09:6d:5a:b3:14 | null | null | null | null | null |
8435de09-598c-4a3c-b5cc-9e0f4c046425 | 2025-07-08T03:01:08 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: Container Escape detected from 47.92.229.180 targeting N/A No additional info | {
"geo_location": "Grenada",
"device_hash": "fe8e83b5e315f9d0ea5ca323e2a7d439820bb80b",
"user_agent": "Opera/8.36.(X11; Linux x86_64; id-ID) Presto/2.9.178 Version/12.00",
"session_id": "39f73674-e947-471a-be54-01e14a38c470",
"risk_score": 39.74,
"confidence": 0.72
} | 47.92.229.180 | N/A | Container Escape | SIG-5901 | Evasion | No additional info | Wazuh Alert: Container Escape detected from 47.92.229.180 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 |
5f69f4f6-b1bd-4eaa-a1d2-3498ed209db9 | 2025-05-24T04:04:28 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop ICMP traffic from 36.123.115.162:440 to 115.54.145.127:34 No additional info | {
"geo_location": "United States Virgin Islands",
"device_hash": "54bf1c9c3986c5815cd75750cd433b0f51ac9684d82692aed9bbc48d5edac4ff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.0)",
"session_id": "50bff4f8-e568-41a8-b611-98abd031986e",
"risk_score": 36.97,
"confidence": 0.66
} | 36.123.115.162 | 115.54.145.127 | null | null | null | No additional info | Firewall drop ICMP traffic from 36.123.115.162:440 to 115.54.145.127:34 No additional info | drop | 207,484 | ICMP | null | null | null | null | null | null | null | null | 440 | 34 | 1,516 | null | null | null | null | null | null | null |
b2de5c5a-d089-4621-b6f3-ddba3914c392 | 2025-02-12T20:08:34 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 5.229.21.105 to 117.44.215.76 MITRE Technique: T1218.011 | {
"geo_location": "China",
"device_hash": "9fc85f489982b36db0119f9ac3f95a4361f7e1fe30800d278a8c0e7832985959",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/39.0.891.0 Safari/534.0",
"session_id": "3c52da20-036d-44a5-b402-25b11cf31466",
"risk_score": 95.38,
"confidence": 0.05
} | 5.229.21.105 | 117.44.215.76 | null | null | null | MITRE Technique: T1218.011 | Network beaconing from 5.229.21.105 to 117.44.215.76 MITRE Technique: T1218.011 | beaconing | 96,852 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c6a3b5e0-e9fa-4698-8021-32c06707f615 | 2025-06-11T15:44:51 | ids_alert | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|high| desc=Carbon Black Alert: Fileless Attack detected from 99.244.116.50 targeting 138.30.157.182 No additional info | {
"geo_location": "Lebanon",
"device_hash": "647383bc7c27e5a57973edbe1cd10817",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.0)",
"session_id": "526e919f-c2df-4d51-9805-a31d395a1728",
"risk_score": 70.9,
"confidence": 0.23
} | 99.244.116.50 | 138.30.157.182 | Fileless Attack | SIG-6188 | Policy | No additional info | Carbon Black Alert: Fileless Attack detected from 99.244.116.50 targeting 138.30.157.182 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8b254aee-8da8-4615-ade1-bf72bb158c5e | 2025-06-30T00:48:15 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only RDP traffic from 189.108.151.59:561 to 41.212.79.154:42096 MITRE Technique: T1566.001 | {
"geo_location": "Uruguay",
"device_hash": "533072fbd9cdeba8e6efe8b3c65544fd14a88f977dc49a939484c4fff53a37e3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/534.10.4 (KHTML, like Gecko) Version/5.0.2 Safari/534.10.4",
"session_id": "7d23c0a5-9a4e-4530-ae48-e1ae81860f88",
"risk_score": 100,
"confidence": 0.51
} | 189.108.151.59 | 41.212.79.154 | null | null | null | MITRE Technique: T1566.001 | Firewall log-only RDP traffic from 189.108.151.59:561 to 41.212.79.154:42096 MITRE Technique: T1566.001 | log-only | 752,810 | RDP | null | null | null | null | null | null | null | null | 561 | 42,096 | 2,085 | null | null | null | null | null | null | null |
6972602e-c3a1-46c0-b327-8caee7c0e8a2 | 2025-03-28T11:18:05 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network bandwidth_usage from 24.26.174.249 to 147.154.211.47 MITRE Technique: T1110.003 | {
"geo_location": "Dominican Republic",
"device_hash": "ec7d8593f604e6b7d66abc2ce08142621fc85937",
"user_agent": "Opera/8.61.(X11; Linux x86_64; lij-IT) Presto/2.9.164 Version/10.00",
"session_id": "66aa51d4-98cf-472d-b92d-6df3db5c88c9",
"risk_score": 38.75,
"confidence": 0.07
} | 24.26.174.249 | 147.154.211.47 | null | null | null | MITRE Technique: T1110.003 | Network bandwidth_usage from 24.26.174.249 to 147.154.211.47 MITRE Technique: T1110.003 | bandwidth_usage | 35,864 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ccb7c321-783f-437d-8ee0-34ecc44b5aa0 | 2025-07-08T23:31:01 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only HTTPS traffic from 82.52.187.167:769 to 49.115.251.140:616 No additional info | {
"geo_location": "American Samoa",
"device_hash": "ffea0d0aaa8733dffc44f0b547d74fa862fef449831e3573d1189f16121fd23e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; kl-GL) AppleWebKit/533.33.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6533.33.4",
"session_id": "b17bb614-a294-4c62-9d83-6a3cac7d8342",
"risk_score": 54.85,
"confidence": 0.04
} | 82.52.187.167 | 49.115.251.140 | null | null | null | No additional info | Firewall log-only HTTPS traffic from 82.52.187.167:769 to 49.115.251.140:616 No additional info | log-only | 917,694 | HTTPS | null | null | null | null | null | null | null | null | 769 | 616 | 3,476 | null | null | null | null | null | null | null |
430fafc7-7035-46f5-9094-278ff140642e | 2025-02-07T05:35:54 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in GCP by kandrade Associated Threat Actor: FIN7 | {
"geo_location": "Montserrat",
"device_hash": "4382bf6e9249f9d09e4c60ef516d461b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/9849-06-17 19:54:49 Firefox/3.6.4",
"session_id": "8171509f-b824-4922-8078-5198b515aea9",
"risk_score": 56.05,
"confidence": 0.42
} | null | null | null | null | null | Associated Threat Actor: FIN7 | Cloud storage_access in GCP by kandrade Associated Threat Actor: FIN7 | storage_access | null | null | kandrade | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-5cffefe3 |
9fba086d-17a5-439b-8ef6-d7499dd7d981 | 2025-01-23T04:43:48 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in GCP by jasminefitzgerald No additional info noise=wp-content/main/categories | {
"geo_location": "Luxembourg",
"device_hash": "360d5f93162fe9c3251ba16b8ae21ab33825ae0cacc23af07bd8613096554ac7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "a89dc92a-ac63-49d5-a6e2-7118f61e4986",
"risk_score": 46.72,
"confidence": 0.06
} | null | null | null | null | null | No additional info | Cloud config_change in GCP by jasminefitzgerald No additional info | config_change | null | null | jasminefitzgerald | null | null | null | {
"baseline_deviation": 1.02,
"entropy": 5.01,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-76ff04cc |
6558544f-63eb-419e-a0bc-cbba73319a80 | 2025-06-17T13:20:10 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by paulwilliams Associated Threat Actor: DarkSide noise=6BC769E1 | {
"geo_location": "Bahamas",
"device_hash": "205f84b4e79de0dfe012df9c63bcb180613803f43f00c0f31f402376977e9416",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; ar-PS; rv:1.9.1.20) Gecko/4459-09-01 20:37:59 Firefox/9.0",
"session_id": "23075936-2afa-4832-87a0-0c1a8cad2528",
"risk_score": 66.88,
"confidence": 0.07
} | null | null | null | null | null | Associated Threat Actor: DarkSide | AI system model_access by paulwilliams Associated Threat Actor: DarkSide | model_access | null | null | paulwilliams | null | null | null | null | null | null | null | null | null | null | null | null | model-33a01cc7 | 62ac970af1d4b7cc2f0dfc8d8cba4d545072120b | 196ec4230701562e726d007366bb4600d9f984e133ede478285caa0f18a15279 | null | null |
461c84d4-2a3b-49a4-90fd-aa4da4cb4c94 | 2025-07-07T10:13:28 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only ICMP traffic from 88.128.120.41:887 to 155.203.195.185:259 No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "746170bcd11136ccc9019f1f1d913d4f843d136e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/533.10.3 (KHTML, like Gecko) Version/5.0.1 Safari/533.10.3",
"session_id": "917a1098-f194-4b66-a97d-fced737153af",
"risk_score": 46.29,
"confidence": 0.57
} | 88.128.120.41 | 155.203.195.185 | null | null | null | No additional info | Firewall log-only ICMP traffic from 88.128.120.41:887 to 155.203.195.185:259 No additional info | log-only | 78,268 | ICMP | null | null | null | null | null | null | null | null | 887 | 259 | 448 | null | null | null | null | null | null | null |
e96fb38c-8f60-46e5-8942-45f461a935d0 | 2025-06-07T15:31:38 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth locked for hardinglarry via biometric from 216.192.225.244 Associated Threat Actor: Cobalt Group | Possible golden ticket usage | {
"geo_location": "Hungary",
"device_hash": "55c843b47cff8aec1cee8407920982d30e140aef1f699b9cc91772bc9fc83986",
"user_agent": "Opera/8.66.(Windows NT 5.2; nb-NO) Presto/2.9.167 Version/12.00",
"session_id": "84dc3932-b433-4a95-9323-e0196fd25c7a",
"risk_score": 80.22,
"confidence": 0.18
} | 216.192.225.244 | null | null | null | null | Associated Threat Actor: Cobalt Group | Possible golden ticket usage | Auth locked for hardinglarry via biometric from 216.192.225.244 Associated Threat Actor: Cobalt Group | Possible golden ticket usage | locked | null | null | hardinglarry | null | null | null | null | null | null | null | null | null | null | biometric | 1d:42:3b:8a:a1:b0 | null | null | null | null | null |
3d0c58fd-032a-488f-98a2-f43876551d13 | 2025-02-14T02:53:56 | endpoint | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install think by elizabeth76 MITRE Technique: T1134.001 | {
"geo_location": "Tanzania",
"device_hash": "035d903d5f5ccbd88f7f2eb5ce3f78edcdc519640cefa76f91f675486463e05b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.0)",
"session_id": "5bd4d52d-4379-492e-86ff-44b1e172f0be",
"risk_score": 62.09,
"confidence": 0.12
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint service_install think by elizabeth76 MITRE Technique: T1134.001 | service_install | null | null | elizabeth76 | think | 7,791 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2589786-4782-48d6-9d84-7b911f54de43 | 2025-05-22T20:49:17 | network | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 158.234.142.132 to 20.108.120.226 MITRE Technique: T1059.005 | {
"geo_location": "Yemen",
"device_hash": "83b7edc0b33ba7739328a666c7990f43",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/63.0.897.0 Mobile/51Y045 Safari/534.1",
"session_id": "34d54a33-6980-48ec-a2f3-67a8f6628df4",
"risk_score": 36.52,
"confidence": 0.58
} | 158.234.142.132 | 20.108.120.226 | null | null | null | MITRE Technique: T1059.005 | Network protocol_anomaly from 158.234.142.132 to 20.108.120.226 MITRE Technique: T1059.005 | protocol_anomaly | 901,572 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5c2ad98c-8d60-4c73-b998-4a06a9d5984a | 2025-05-08T04:55:21 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec those by wellsderek MITRE Technique: T1110.003 | {
"geo_location": "Puerto Rico",
"device_hash": "9f38a0183c2326ec723c1ac3cfcc9135c22ea79ec30960127b97a72d8eda012f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/45.0.856.0 Safari/536.1",
"session_id": "21f1dd1f-f569-4a01-9d70-dea50633534b",
"risk_score": 18.48,
"confidence": 0.56
} | null | null | null | null | null | MITRE Technique: T1110.003 | Endpoint powershell_exec those by wellsderek MITRE Technique: T1110.003 | powershell_exec | null | null | wellsderek | those | 3,909 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e4e570e7-e3a0-4278-8604-dd020008b0f7 | 2025-06-15T19:08:27 | cloud | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in Azure by connie35 No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "47314551b11acb02f3c13942fd810365dce5d3dc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.0)",
"session_id": "8a3b985a-ca40-49e8-9423-62cd816b045b",
"risk_score": 73.59,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Cloud api_abuse in Azure by connie35 No additional info | api_abuse | null | null | connie35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-f232ffda |
59ca783b-8850-4086-a5bb-2c24f6af4fb5 | 2025-06-23T23:23:30 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera battery_drain MITRE Technique: T1134.001 | {
"geo_location": "Spain",
"device_hash": "e6fe02ff05ce31699753ada02eed7d8d8274f10561b4858ecdffd8cb036d3401",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/3.1)",
"session_id": "aedcd034-df79-4bee-8e4c-5c55c88aaede",
"risk_score": 51.46,
"confidence": 0.45
} | null | null | null | null | null | MITRE Technique: T1134.001 | IoT device Camera battery_drain MITRE Technique: T1134.001 | battery_drain | null | null | null | null | null | null | null | Camera | iot-af54d27f | 10.4 | null | null | null | null | null | null | null | null | null | null |
eea90660-3093-49aa-927d-3be0d428f449 | 2025-05-01T09:08:32 | iot | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Bahamas",
"device_hash": "07cdaff2c34077302a498a92b06f5c7b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_4 rv:2.0; sk-SK) AppleWebKit/533.30.3 (KHTML, like Gecko) Version/4.0.4 Safari/533.30.3",
"session_id": "4f5b0998-6fc5-4ed9-85f9-e773cc0f71a6",
"risk_score": 22.39,
"confidence": 0.8
} | null | null | null | null | null | No additional info | IoT device Camera side_channel No additional info | side_channel | null | null | null | null | null | null | null | Camera | iot-ea21da24 | 6.2 | null | null | null | null | null | null | null | null | null | null |
c37306e2-32bd-477f-a311-df326c3cdac7 | 2025-04-30T13:31:53 | ids_alert | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|high| desc=Wazuh Alert: DNS Tunneling detected from 62.128.66.25 targeting 138.232.202.151 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "1d3d47fa77946c0342a24b936b51e69ef7a70601",
"user_agent": "Opera/9.17.(X11; Linux x86_64; ber-MA) Presto/2.9.172 Version/11.00",
"session_id": "590894b8-cecb-40e8-b82f-7f7cb6e6e84a",
"risk_score": 40.61,
"confidence": 0.16
} | 62.128.66.25 | 138.232.202.151 | DNS Tunneling | SIG-9459 | Evasion | No additional info | Wazuh Alert: DNS Tunneling detected from 62.128.66.25 targeting 138.232.202.151 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a8c8e14f-e51c-4631-94bc-ba6e0d6b1a6e | 2025-03-30T22:31:51 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system api_abuse by nicole50 MITRE Technique: T1053.005 | {
"geo_location": "Russia",
"device_hash": "e8c2229187f07e8a61bf89cdf880c64ed05a9082a9536d15c927a8dbbe23e2e8",
"user_agent": "Opera/9.43.(Windows NT 6.1; ug-CN) Presto/2.9.184 Version/10.00",
"session_id": "d976f6eb-3d28-4e6b-af51-ae9b243f60a8",
"risk_score": 57.48,
"confidence": 0.08
} | null | null | null | null | null | MITRE Technique: T1053.005 | AI system api_abuse by nicole50 MITRE Technique: T1053.005 | api_abuse | null | null | nicole50 | null | null | null | null | null | null | null | null | null | null | null | null | model-53694f8c | 3e5d650823e43e42252649e3f95a60ca622ce1e5 | a09150e29dc408da93af5bd8bd709dc5 | null | null |
a001f2b5-6552-41cd-a0b6-4596ab3e7041 | 2025-04-23T22:08:48 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: Living-off-the-Land detected from 38.74.182.77 targeting N/A No additional info | {
"geo_location": "Palau",
"device_hash": "0275f702119133ca5568790127b444320f57a497",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/9.2d2762.0 Mobile/53A956 Safari/535.2",
"session_id": "ec858b36-1980-47a1-852c-1cd4663ec6bd",
"risk_score": 55.8,
"confidence": 0.4
} | 38.74.182.77 | N/A | Living-off-the-Land | SIG-4538 | Evasion | No additional info | Trellix Alert: Living-off-the-Land detected from 38.74.182.77 targeting N/A No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.59,
"entropy": 4.92,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
fd76f9b5-ce6d-45bc-854b-799b3f03d9ef | 2025-03-09T19:27:03 | auth | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|low| desc=Auth failed for corey90 via biometric from 10.226.89.26 No additional info noise=DA46201B | {
"geo_location": "Czech Republic",
"device_hash": "f8bb353869cde13bb1d742b22efc309b",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/36.0.826.0 Safari/536.1",
"session_id": "eb4f3feb-0403-4410-a0e4-f688f25d0823",
"risk_score": 56.27,
"confidence": 0.74
} | 10.226.89.26 | null | null | null | null | No additional info | Auth failed for corey90 via biometric from 10.226.89.26 No additional info | failed | null | null | corey90 | null | null | null | null | null | null | null | null | null | null | biometric | 26:40:84:e3:28:9b | null | null | null | null | null |
b34a5964-466c-4f2e-86ae-5751fd01cbe2 | 2025-04-18T10:17:53 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /executive/under.html by iharris Unconventional IOC: Unusual DNS TXT records noise=category/wp-content | {
"geo_location": "Wallis and Futuna",
"device_hash": "4f2fa3785f787c39f6c597acf168854339d01511",
"user_agent": "Opera/9.13.(X11; Linux i686; eu-FR) Presto/2.9.188 Version/10.00",
"session_id": "cf4d1fbb-050c-4352-948f-e57bb7b3994f",
"risk_score": 36.82,
"confidence": 1
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | Endpoint wmi_exec /executive/under.html by iharris Unconventional IOC: Unusual DNS TXT records | wmi_exec | null | null | iharris | /executive/under.html | 4,537 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c17c9945-3f24-4e8b-b8b5-8659f3baab80 | 2025-03-22T15:06:41 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: MFA Bypass detected from 124.40.26.204 targeting 115.7.157.59 No additional info noise=UmVjb3JkLg== | {
"geo_location": "United States of America",
"device_hash": "24d6cf430d4bae34d21e8ae2e0ccd8f4",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/61.0.873.0 Safari/534.0",
"session_id": "2129d3b6-559b-4ec4-be3f-4e39f36d0d48",
"risk_score": 49.52,
"confidence": 0.07
} | 124.40.26.204 | 115.7.157.59 | MFA Bypass | SIG-4216 | Policy | No additional info | QRadar Alert: MFA Bypass detected from 124.40.26.204 targeting 115.7.157.59 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0693c076-6449-4ee3-86c9-6faaf546c968 | 2025-01-20T20:38:57 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Algeria",
"device_hash": "ff3f5ef8e80109840e791e6d240f1a93",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/19.0.889.0 Safari/536.0",
"session_id": "b5d993e2-1d42-45ea-b1fa-f3a7d7a3ed2c",
"risk_score": 15.48,
"confidence": 0.65
} | null | null | null | null | null | No additional info | IoT device HVAC command_injection No additional info | command_injection | null | null | null | null | null | null | null | HVAC | iot-6c72491c | 5.4 | null | null | null | null | null | null | null | null | null | null |
7c36a4ae-21bb-476a-9ec4-ddb66fc3da5f | 2025-05-19T16:28:03 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection No additional info noise=list | {
"geo_location": "Russia",
"device_hash": "b858671d6c6118cbb7f0163a4355331f1e061f01",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_4 rv:2.0; ja-JP) AppleWebKit/531.46.5 (KHTML, like Gecko) Version/4.0.2 Safari/531.46.5",
"session_id": "b339361f-b7e1-4eb8-b69c-e6ad4a113db0",
"risk_score": 49.85,
"confidence": 0.32
} | null | null | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | command_injection | null | null | null | null | null | null | null | Thermostat | iot-25353cfc | 3.0 | null | null | null | null | null | null | null | null | null | null |
63be9e60-4373-43b9-9dd1-041b30a6849f | 2025-03-21T06:13:14 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth bypass for ronald74 via biometric from 161.234.77.219 Associated Threat Actor: BlueNoroff | {
"geo_location": "Equatorial Guinea",
"device_hash": "2843a5b27754a34c4b47f29a116f73bf",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_5 rv:4.0; tk-TM) AppleWebKit/534.12.6 (KHTML, like Gecko) Version/4.0.1 Safari/534.12.6",
"session_id": "d90eee94-6493-41c8-bede-98c671dca273",
"risk_score": 42.82,
"confidence": 0.55
} | 161.234.77.219 | null | null | null | null | Associated Threat Actor: BlueNoroff | Auth bypass for ronald74 via biometric from 161.234.77.219 Associated Threat Actor: BlueNoroff | bypass | null | null | ronald74 | null | null | null | null | null | null | null | null | null | null | biometric | e8:48:7c:19:e5:2d | null | null | null | null | null |
b7237c26-7bfa-42ea-92de-3e260f42ed90 | 2025-05-02T23:00:19 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall inspect HTTP traffic from 213.91.43.126:757 to 89.93.3.82:701 MITRE Technique: T1071.001 noise=tags | {
"geo_location": "Moldova",
"device_hash": "07d740b1ba8d42020759f6bc41ffc026",
"user_agent": "Opera/9.89.(X11; Linux x86_64; ts-ZA) Presto/2.9.180 Version/11.00",
"session_id": "c900ab51-bb2a-498b-b378-f43421ce20ac",
"risk_score": 54.07,
"confidence": 0.25
} | 213.91.43.126 | 89.93.3.82 | null | null | null | MITRE Technique: T1071.001 | Firewall inspect HTTP traffic from 213.91.43.126:757 to 89.93.3.82:701 MITRE Technique: T1071.001 | inspect | 989,887 | HTTP | null | null | null | null | null | null | null | null | 757 | 701 | 2,409 | null | null | null | null | null | null | null |
6b2b6db9-5ac4-4da6-96f0-17ab40077a03 | 2020-10-06T12:18:00 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth success for eshaw via key from 78.174.233.212 No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "6d6c8ee99656151bbfc109d9bfd4a439",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/61.0.830.0 Safari/536.2",
"session_id": "e380c1f1-da14-4e56-88e8-a43eb7c45f14",
"risk_score": 19.46,
"confidence": 0.01
} | 78.174.233.212 | null | null | null | null | No additional info | Auth success for eshaw via key from 78.174.233.212 No additional info | success | null | null | eshaw | null | null | null | null | null | null | null | null | null | null | key | 94:e9:e8:f3:50:de | null | null | null | null | null |
e2c0f794-0036-405e-b54a-a818bd3dffe9 | 2025-01-17T06:00:35 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth locked for andersonrichard via password from 204.208.112.11 No additional info noise=cup|scientist|life | {
"geo_location": "Costa Rica",
"device_hash": "038734868db8e1684762a7fce53c9968",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.1)",
"session_id": "e2f3bbf2-e035-492b-8174-f5e26f33510d",
"risk_score": 46.42,
"confidence": 0.51
} | 204.208.112.11 | null | null | null | null | No additional info | Auth locked for andersonrichard via password from 204.208.112.11 No additional info | locked | null | null | andersonrichard | null | null | null | {
"baseline_deviation": 2.98,
"entropy": 4.61,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | password | b1:d7:66:92:0f:a1 | null | null | null | null | null |
699c5c65-d198-43ac-8994-f7bcaae82ae6 | 2025-02-23T08:38:43 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by jacqueline58 No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "c01b0efe6ae2ed60ac4934e123ecc98fd1cd460e",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; as-IN; rv:1.9.2.20) Gecko/2262-11-18 03:09:41 Firefox/9.0",
"session_id": "acaa1364-57cf-4b78-beb9-beb46173f824",
"risk_score": 66.83,
"confidence": 0.16
} | null | null | null | null | null | No additional info | AI system model_inversion by jacqueline58 No additional info | model_inversion | null | null | jacqueline58 | null | null | null | null | null | null | null | null | null | null | null | null | model-c1ec0732 | 657e18a8cddf7b28c5f2b24a77bf87c7 | 2ac28fb054f7031341ab94234bccad55bc31be2eac349ff82472a8da6be86165 | null | null |
c1356d0d-73a5-4aeb-a435-03672008fb01 | 2025-07-01T04:01:21 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by curtisrose MITRE Technique: T1071.001 noise=app/categories/app | {
"geo_location": "Maldives",
"device_hash": "f3d1f4cc9992c92364755b6e1410bbdf102f3ba8880c1e7cc4267476a3394206",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_7) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/47.0.846.0 Safari/536.1",
"session_id": "f2c4256d-50f8-45b9-acca-c94b74f8730e",
"risk_score": 75.27,
"confidence": 0.94
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system adversarial_input by curtisrose MITRE Technique: T1071.001 | adversarial_input | null | null | curtisrose | null | null | null | {
"baseline_deviation": 1.42,
"entropy": 6.51,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-746415b5 | 16517e6b8741f3f8bf4d652b5e1bd76812bbcfde38a03767219b17b076bfd4d5 | ae5e7b51f9572d8eb6f38da8b07dae3a | null | null |
7208428a-635b-456f-9d2c-a9c3d47ff3d0 | 2025-04-16T06:24:32 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network connection from 152.112.43.205 to 74.47.20.153 No additional info | {
"geo_location": "Lesotho",
"device_hash": "e72882434e2d9469816e6b64da73a285",
"user_agent": "Opera/8.78.(X11; Linux i686; mhr-RU) Presto/2.9.182 Version/11.00",
"session_id": "fc4dbc9f-60f5-4f9a-81bb-f07d4561bf9d",
"risk_score": 24.33,
"confidence": 0.33
} | 152.112.43.205 | 74.47.20.153 | null | null | null | No additional info | Network connection from 152.112.43.205 to 74.47.20.153 No additional info | connection | 704,841 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
465c2df9-44c6-4ca2-9b93-36f9cb176c1f | 2025-02-10T20:49:03 | ids_alert | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|high| desc=Palo Alto Cortex Alert: Domain Fronting detected from 152.225.7.160 targeting 64.194.8.21 No additional info noise=EEA1D7E2 | {
"geo_location": "Saint Lucia",
"device_hash": "dc8513e1e94f1bb752f0cdae7a0749f84424e5903facbfb1e510496d48d6ad8d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/534.17.5 (KHTML, like Gecko) Version/4.1 Safari/534.17.5",
"session_id": "1f7895bf-5b61-4eba-aed2-54c47e4decef",
"risk_score": 59.37,
"confidence": 0.73
} | 152.225.7.160 | 64.194.8.21 | Domain Fronting | SIG-1318 | Recon | No additional info | Palo Alto Cortex Alert: Domain Fronting detected from 152.225.7.160 targeting 64.194.8.21 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3c0644b0-45d1-44a6-b7a8-f08631bb3861 | 2025-05-25T05:35:45 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in OCI by fcordova No additional info | {
"geo_location": "Senegal",
"device_hash": "2f5726d650242aeff7fdf9bb3fe65dec",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; gl-ES) AppleWebKit/531.30.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6531.30.2",
"session_id": "f1d5c612-8c30-46f7-879e-e083dacefd2c",
"risk_score": 36.42,
"confidence": 0.99
} | null | null | null | null | null | No additional info | Cloud api_abuse in OCI by fcordova No additional info | api_abuse | null | null | fcordova | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-0c98ab26 |
c7269e32-9e18-466b-b01d-f07069567953 | 2025-06-17T10:47:54 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Sensor unusual_activity Associated Threat Actor: Lazarus Group | {
"geo_location": "South Africa",
"device_hash": "386ce246ee6ab26661e0c8032daf8a92",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.0)",
"session_id": "e34fe384-a2d6-4b2f-ba2f-1ffd733580bb",
"risk_score": 45.99,
"confidence": 0.92
} | null | null | null | null | null | Associated Threat Actor: Lazarus Group | IoT device Sensor unusual_activity Associated Threat Actor: Lazarus Group | unusual_activity | null | null | null | null | null | null | null | Sensor | iot-d56b843f | 4.4 | null | null | null | null | null | null | null | null | null | null |
f811fa32-6b9c-4f53-9af0-c955b88ece08 | 2025-02-05T07:10:12 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /he/goal.pptx by kyle12 No additional info | {
"geo_location": "Botswana",
"device_hash": "3af4ebdbfc3e1d36b45a8413524efa7024339bc36ddde62b8fa48614456af98b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_4) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/43.0.898.0 Safari/533.2",
"session_id": "916b13e6-72cc-4f2f-bd9a-1eeeea90230c",
"risk_score": 73.75,
"confidence": 0.04
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism /he/goal.pptx by kyle12 No additional info | persistence_mechanism | null | null | kyle12 | /he/goal.pptx | 4,871 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8749743-fc41-4ee5-939a-c64302c5487e | 2025-06-17T08:43:50 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTPS traffic from 223.236.108.144:39637 to 25.204.120.240:510 Beaconing behavior detected | {
"geo_location": "Tokelau",
"device_hash": "43415613be1407a11138089deed3d30e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/531.20.5 (KHTML, like Gecko) Version/5.1 Safari/531.20.5",
"session_id": "eed549ec-baa8-4569-a7fa-1dd1ca470a06",
"risk_score": 74.22,
"confidence": 0.03
} | 223.236.108.144 | 25.204.120.240 | null | null | null | Beaconing behavior detected | Firewall allow HTTPS traffic from 223.236.108.144:39637 to 25.204.120.240:510 Beaconing behavior detected | allow | 214,684 | HTTPS | null | null | null | null | null | null | null | null | 39,637 | 510 | 741 | null | null | null | null | null | null | null |
33341a95-93c2-4291-9ad9-69ed796a4f05 | 2025-02-14T20:39:43 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in AWS by diane39 No additional info noise=0199F5D3 | {
"geo_location": "Guyana",
"device_hash": "3d48d7c8454f59473c0a4052517ba6cdd5c3038940def1b31daf57b13f18c9cf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/4.1)",
"session_id": "381ed06b-0ef1-45d9-a19d-4028606161a0",
"risk_score": 14.8,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Cloud container_escape in AWS by diane39 No additional info | container_escape | null | null | diane39 | null | null | null | {
"baseline_deviation": 2.36,
"entropy": 6.95,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | AWS | res-eb857274 |
1973db53-fda5-47a9-97c7-3e8527adfee5 | 2025-06-11T08:36:07 | cloud | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in GCP by moniquehughes No additional info | {
"geo_location": "Botswana",
"device_hash": "7cc712ed151c51148fe3740505134cadd9874cb5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "085b6db2-3ac3-48ad-973d-e68740c9e3ee",
"risk_score": 39.87,
"confidence": 0.45
} | null | null | null | null | null | No additional info | Cloud shadow_it in GCP by moniquehughes No additional info | shadow_it | null | null | moniquehughes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-27f00743 |
2a5aedb5-fe58-4a49-9deb-a8d7734a542b | 2025-06-23T06:44:03 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 108.117.99.103 to 204.254.197.220 MITRE Technique: T1078.004 noise=category/blog | {
"geo_location": "Saint Martin",
"device_hash": "24192ed318253e29b8f16976acb4c275",
"user_agent": "Opera/8.42.(X11; Linux i686; fy-NL) Presto/2.9.186 Version/11.00",
"session_id": "9ef2afc8-919e-4ba4-bdb8-a4ba13a64e6b",
"risk_score": 88.23,
"confidence": 0.31
} | 108.117.99.103 | 204.254.197.220 | null | null | null | MITRE Technique: T1078.004 | Network protocol_anomaly from 108.117.99.103 to 204.254.197.220 MITRE Technique: T1078.004 | protocol_anomaly | 767,317 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac7e999f-0900-434c-8826-f7fbfb02466b | 2025-05-24T10:54:01 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for matthew34 via MFA from 16.218.30.50 Credential stuffing pattern detected | {
"geo_location": "Papua New Guinea",
"device_hash": "36f5b858082ea34ffb21922cb8bf7617175004b2",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/31.0.881.0 Safari/533.0",
"session_id": "576ba9d2-2a55-4d54-8363-dbfad08b5da3",
"risk_score": 44.88,
"confidence": 0.15
} | 16.218.30.50 | null | null | null | null | Credential stuffing pattern detected | Auth timeout for matthew34 via MFA from 16.218.30.50 Credential stuffing pattern detected | timeout | null | null | matthew34 | null | null | null | null | null | null | null | null | null | null | MFA | 8e:1b:f2:f2:42:69 | null | null | null | null | null |
3c22bf6e-3ed3-4ed8-a057-16d84f1a18d7 | 2025-05-25T04:07:08 | auth | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|low| desc=Auth challenge for erik48 via SAML from 166.201.243.115 No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "09196a271889b51f0d1c85dd764797a6a2aa9c8a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.1)",
"session_id": "0d8bc75d-976d-41e8-96d6-89a5ae6924d0",
"risk_score": 50.27,
"confidence": 0.55
} | 166.201.243.115 | null | null | null | null | No additional info | Auth challenge for erik48 via SAML from 166.201.243.115 No additional info | challenge | null | null | erik48 | null | null | null | null | null | null | null | null | null | null | SAML | ed:ac:fa:21:23:86 | null | null | null | null | null |
999b659c-c835-4b80-b3e5-8a392f886a41 | 2025-05-16T11:35:06 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /drive/smile.webm by kevin23 Associated Threat Actor: APT35 | {
"geo_location": "Seychelles",
"device_hash": "6965d25d34c037a1299f9f9bf6e0933bb49de2afd6971b3fe1dfe4ba8a8a08b3",
"user_agent": "Opera/8.38.(Windows NT 5.1; sid-ET) Presto/2.9.185 Version/10.00",
"session_id": "df304706-8f0f-4948-b6ad-02915ac53279",
"risk_score": 24.13,
"confidence": 0.16
} | null | null | null | null | null | Associated Threat Actor: APT35 | Endpoint service_install /drive/smile.webm by kevin23 Associated Threat Actor: APT35 | service_install | null | null | kevin23 | /drive/smile.webm | 3,407 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6cd63a33-91fa-452c-8884-e6bba2b8c828 | 2025-04-20T13:19:29 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for gregory83 via passwordless from 98.44.57.244 No additional info noise=explore/search | {
"geo_location": "Cuba",
"device_hash": "9725eef425977efcfb24a829e5d5e65419c414aa64e4cefd3dcc7badbb0afeee",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/5.0)",
"session_id": "bf6bf5a3-5e75-4c4c-9021-7960660ec33b",
"risk_score": 86.13,
"confidence": 0.09
} | 98.44.57.244 | null | null | null | null | No additional info | Auth failed for gregory83 via passwordless from 98.44.57.244 No additional info | failed | null | null | gregory83 | null | null | null | null | null | null | null | null | null | null | passwordless | 42:cc:82:47:10:ee | null | null | null | null | null |
58bebe9a-a830-419a-9dc7-3f7238799b9b | 2025-07-06T07:39:01 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: Domain Fronting detected from 96.56.170.37 targeting 121.85.10.40 MITRE Technique: T1566.001 | {
"geo_location": "Pitcairn Islands",
"device_hash": "d96446eaaa7bbd6303ce47e87e7ce4925488a1e8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ug-CN) AppleWebKit/531.7.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6531.7.6",
"session_id": "a0751aa0-8f3c-406a-9213-cf56d0707630",
"risk_score": 42.14,
"confidence": 0.88
} | 96.56.170.37 | 121.85.10.40 | Domain Fronting | SIG-7436 | Evasion | MITRE Technique: T1566.001 | Snort Alert: Domain Fronting detected from 96.56.170.37 targeting 121.85.10.40 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5b756d9b-c4e5-4619-9741-7fb56255f9e6 | 2025-02-25T21:40:29 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for brownanthony via passwordless from 64.102.247.185 MITRE Technique: T1574.002 noise=tag/explore | {
"geo_location": "Russian Federation",
"device_hash": "08083eefdec04c87649b6fb6268984689ccc3b5f",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.4) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/53.0.811.0 Safari/532.1",
"session_id": "8d40be65-1eba-4246-91b4-50328c848a43",
"risk_score": 55.84,
"confidence": 0.22
} | 64.102.247.185 | null | null | null | null | MITRE Technique: T1574.002 | Auth failed for brownanthony via passwordless from 64.102.247.185 MITRE Technique: T1574.002 | failed | null | null | brownanthony | null | null | null | null | null | null | null | null | null | null | passwordless | a1:75:5f:d2:2a:66 | null | null | null | null | null |
4d6897ab-e4bd-46c3-9eb2-a0087ed7a4c6 | 2025-02-09T05:33:51 | network | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|low| desc=Network disconnection from 66.90.245.194 to 52.188.136.171 No additional info | {
"geo_location": "Vanuatu",
"device_hash": "789f3b870d9d119200d0c14b5eca771c",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/59.0.855.0 Safari/533.0",
"session_id": "aa09c28a-45f5-426e-8b1c-b4bcb619cbaa",
"risk_score": 42.06,
"confidence": 0.73
} | 66.90.245.194 | 52.188.136.171 | null | null | null | No additional info | Network disconnection from 66.90.245.194 to 52.188.136.171 No additional info | disconnection | 270,043 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
774a3d64-88a5-410e-a867-c7ddcca9ebf0 | 2025-07-01T22:00:02 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in OCI by samanthamoon MITRE Technique: T1110.003 | {
"geo_location": "Singapore",
"device_hash": "1ed9c48bc62345d9ee8a97099cb70bf45a837a83f383a30739057f9790db1abc",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/58.0.823.0 Safari/534.0",
"session_id": "254668a0-b694-4fd5-870b-2212d526de36",
"risk_score": 30.02,
"confidence": 0.98
} | null | null | null | null | null | MITRE Technique: T1110.003 | Cloud api_abuse in OCI by samanthamoon MITRE Technique: T1110.003 | api_abuse | null | null | samanthamoon | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-ef4fe0cf |
20a8a045-9a0c-40e1-b527-2cfe000432b8 | 2025-05-09T01:39:18 | firewall | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect SMB traffic from 5.218.21.231:889 to 13.143.104.236:736 No additional info | {
"geo_location": "Bhutan",
"device_hash": "4df71033ebc8a60f773aa44aacd0a24a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/4.1)",
"session_id": "699a7946-5489-4c68-ab7b-08f4f2da0f88",
"risk_score": 72.79,
"confidence": 0.88
} | 5.218.21.231 | 13.143.104.236 | null | null | null | No additional info | Firewall inspect SMB traffic from 5.218.21.231:889 to 13.143.104.236:736 No additional info | inspect | 527,893 | SMB | null | null | null | null | null | null | null | null | 889 | 736 | 1,064 | null | null | null | null | null | null | null |
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