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 | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
70bc2b75-d100-4ccf-8dee-10a7851db40f | 2025-02-12T20:53:24 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by mbarnett No additional info | {
"geo_location": "Algeria",
"device_hash": "7abe63dd5ce1ed8f020a3aa325aa2a229684d698",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; an-ES) AppleWebKit/534.10.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.10.6",
"session_id": "35fb626c-12c6-4947-a5fb-fae18519e206",
"ris... | mbarnett | fine_tuning | null | null | null | No additional info | AI system fine_tuning by mbarnett No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e68140a7 | d42cad7845b2ccaff9fc650541c514fec58e3219b9aa5b21539cd573b5f2885b | 3b127af9640140df6cdf6348a16812a8f183981d | null | null | null | null | null | null | null |
5c3fc95c-ef52-4eb9-af2c-7a62e0619c6a | 2025-02-15T12:17:29 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in GCP by stevensnyder Associated Threat Actor: Inception Framework | {
"geo_location": "Cameroon",
"device_hash": "ce43780c30831072954fcd0737c3903e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/3.0)",
"session_id": "a8016089-86be-48c0-9553-21c3e90e8a1c",
"risk_score": 52.37,
"confidence": 0.39
} | stevensnyder | permission_escalation | null | null | null | Associated Threat Actor: Inception Framework | Cloud permission_escalation in GCP by stevensnyder Associated Threat Actor: Inception Framework | null | null | null | null | null | null | null | null | null | GCP | res-0904c31f | null | null | null | null | null | null | null | null | null | null |
bdabe5ff-7b2e-4fcb-8ab1-504b2753cda0 | 2025-01-16T18:00:56 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /attack/experience.mp4 by amandaharper No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "7b02e8f2ee02d0f84ec93cad38aebe7b46166c37",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_2 rv:3.0; ro-RO) AppleWebKit/534.26.1 (KHTML, like Gecko) Version/4.1 Safari/534.26.1",
"session_id": "4a99640f-6af9-4ca6-88e9-17a615b1209e",
"ri... | amandaharper | file_access | /attack/experience.mp4 | 2,033 | svchost.exe | No additional info | Endpoint file_access /attack/experience.mp4 by amandaharper No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6cb455e6-4a2b-4730-ab01-556542081fab | 2025-05-16T18:21:39 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for grantjohn via passwordless from 162.174.101.217 No additional info noise=UmFjZSBnb2FsLg== | {
"geo_location": "Costa Rica",
"device_hash": "db1b3552239a2e9ff3d206ac21ef131fceb3ff0f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "e26b2ffa-296a-40cb-8b53-8e3fa2e48d47",
"risk_score": 62.14,
"confidence": 0.32
} | grantjohn | failed | null | null | null | No additional info | Auth failed for grantjohn via passwordless from 162.174.101.217 No additional info | null | null | null | null | 162.174.101.217 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 79:6c:ce:51:ac:ea |
007c3aab-cadb-41db-b091-a1503e3a2480 | 2025-04-13T21:57:18 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in OCI by heidiwilliams No additional info | {
"geo_location": "Bangladesh",
"device_hash": "7273ec324e5a101d9f9d53c576b69ddaa2b2fdb4209c4fd13a5260bbab317338",
"user_agent": "Opera/9.52.(Windows 98; Win 9x 4.90; bn-BD) Presto/2.9.187 Version/11.00",
"session_id": "b0c1b4e6-13e7-4582-ba0b-80e12e6e9784",
"risk_score": 71.99,
"confidence": 0.64
} | heidiwilliams | config_change | null | null | null | No additional info | Cloud config_change in OCI by heidiwilliams No additional info | null | null | null | null | null | null | null | null | null | OCI | res-3723613a | null | null | null | null | null | null | null | null | null | null |
d4e4c5de-10b1-43d4-bc6a-6f660d91c547 | 2025-02-19T16:07:08 | ids_alert | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|low| desc=AlienVault Alert: DDoS detected from 156.47.116.232 targeting N/A No additional info | {
"geo_location": "Armenia",
"device_hash": "c35dbf60eb4acd9d9d2984fde925b89b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/5.0)",
"session_id": "9d694663-596f-4ec4-b6b8-38c163d86c43",
"risk_score": 95.29,
"confidence": 0.44
} | null | null | null | null | null | No additional info | AlienVault Alert: DDoS detected from 156.47.116.232 targeting N/A No additional info | null | null | null | null | 156.47.116.232 | N/A | DDoS | SIG-4001 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
4ec197e7-513c-48ea-b864-e8650fd89431 | 2025-01-27T07:06:49 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 125.155.53.73 to 189.96.94.113 MITRE Technique: T1134.001 noise=tag/main | {
"geo_location": "Christmas Island",
"device_hash": "9dd5bdcb2c137cadd88f7a11e7e88e28",
"user_agent": "Opera/9.45.(X11; Linux x86_64; ca-FR) Presto/2.9.189 Version/10.00",
"session_id": "c4b5e4d8-e5e7-4b3b-947b-ec563ee3feb0",
"risk_score": 13.19,
"confidence": 0.78
} | null | beaconing | null | null | null | MITRE Technique: T1134.001 | Network beaconing from 125.155.53.73 to 189.96.94.113 MITRE Technique: T1134.001 | null | null | null | null | 125.155.53.73 | 189.96.94.113 | null | null | null | null | null | null | null | null | null | null | HTTPS | 697,074 | null | null | null |
8423fff2-6723-454a-97cc-731750a6d66c | 2025-02-27T16:11:27 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: Fileless Attack detected from 96.94.112.177 targeting N/A Associated Threat Actor: Wizard Spider | {
"geo_location": "Niger",
"device_hash": "9f3e4fd87ca04a3b4b926a19e7f6987561357136",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_0 rv:4.0; hak-TW) AppleWebKit/532.29.2 (KHTML, like Gecko) Version/5.0.5 Safari/532.29.2",
"session_id": "1dd0fced-6c13-40bd-9e10-fdfec44bd312",
"risk_score": 56.25,
... | null | null | null | null | null | Associated Threat Actor: Wizard Spider | Carbon Black Alert: Fileless Attack detected from 96.94.112.177 targeting N/A Associated Threat Actor: Wizard Spider | null | null | null | null | 96.94.112.177 | N/A | Fileless Attack | SIG-1548 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
e4c6776f-48e7-49a5-9d56-f24f533caf1a | 2025-05-09T18:07:22 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth failed for sharonwiley via biometric from 174.245.173.44 No additional info noise=Q3VsdHVyYWwu | {
"geo_location": "Botswana",
"device_hash": "34a2ff9d04b1995d8713398448553d4a27771aee",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_7 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/38.0.854.0 Mobile/40E873 Safari/531.2",
"session_id": "30bb3515-e3b3-4f96-bc81-406197dbd1fd",
"risk_score":... | sharonwiley | failed | null | null | null | No additional info | Auth failed for sharonwiley via biometric from 174.245.173.44 No additional info | null | null | null | null | 174.245.173.44 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | a1:84:76:98:46:79 |
2ffc18d4-42c4-4395-a775-7ffe380cd796 | 2025-04-22T18:16:21 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by jenniferfrost MITRE Technique: T1204.002 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "b21ec97daed548c966d72793e033de7d519454e608ef95ff5f3296dc3f952099",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/13.2x4460.0 Mobile/02M434 Safari/533.0",
"session_id": "ecb092ce-d... | jenniferfrost | fine_tuning | null | null | null | MITRE Technique: T1204.002 | AI system fine_tuning by jenniferfrost MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-a780407f | 0ca2ff8418d95deaebca20cf1411889b | 2db3bb4eef45f249717022eb28c92d4f93b6341b | null | null | null | null | null | null | null |
647ff184-d80e-4fd3-b7d0-773df4c12899 | 2025-03-28T17:56:32 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec adult by brittneyschmitt MITRE Technique: T1190 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "2ebf96558ab0968497bdd990aecbde0e443467ea",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9482-12-31 09:50:37 Firefox/3.8",
"session_id": "2ad0c1da-ed96-448f-b45a-ec6ff96bd0f3",
"risk_score": 42.41,
"confidence": 0.7
} | brittneyschmitt | wmi_exec | adult | 6,142 | cmd.exe | MITRE Technique: T1190 | Endpoint wmi_exec adult by brittneyschmitt MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c7334ea7-47ac-445b-937e-983235196593 | 2025-06-16T01:31:29 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth failed for thomasrose via password from 205.205.72.224 No additional info noise=explore/tags/search | {
"geo_location": "Monaco",
"device_hash": "6713632bb358a8cf43b024584440d45aa41b3e268af87677301d60634417245d",
"user_agent": "Opera/8.15.(Windows NT 11.0; he-IL) Presto/2.9.162 Version/11.00",
"session_id": "75c024a7-6237-45b0-b221-4605f28620e9",
"risk_score": 18.7,
"confidence": 0.16
} | thomasrose | failed | null | null | null | No additional info | Auth failed for thomasrose via password from 205.205.72.224 No additional info | null | null | null | null | 205.205.72.224 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 2c:bd:c6:86:99:d7 |
8fcbb95b-fe78-4b48-82ff-f44407625f0f | 2025-02-06T23:47:42 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth locked for yvonne31 via password from 57.4.144.187 No additional info | {
"geo_location": "Barbados",
"device_hash": "5c7d73e05bb3f63f0e0da5d1ee785efda8b9ae61",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/42.0.864.0 Safari/533.0",
"session_id": "05ac44b7-06a7-4f2b-a590-ba0100ccd70a",
"risk_score": 41.21,
"confidence": 0.57
} | yvonne31 | locked | null | null | null | No additional info | Auth locked for yvonne31 via password from 57.4.144.187 No additional info | null | null | null | null | 57.4.144.187 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 29:c5:d3:4a:f4:e6 |
7cdb290e-51b7-4586-9f60-649dd0b0106e | 2025-04-21T22:48:38 | cloud | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Alibaba by mwarren MITRE Technique: T1078.004 | Cross-tenant access detected | {
"geo_location": "South Africa",
"device_hash": "b2b7b46ec2563ad9079c29e7bf42c7d0780b5c724ec6dbd77815d2952e2c67b2",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/35.0.873.0 Safari/531.2",
"session_id": "eb5d6536-c921-49fb-bf80-0171f6a29cbb",
"risk_score": 53.9... | mwarren | config_change | null | null | null | MITRE Technique: T1078.004 | Cross-tenant access detected | Cloud config_change in Alibaba by mwarren MITRE Technique: T1078.004 | Cross-tenant access detected | null | null | null | null | null | null | null | null | null | Alibaba | res-57cec748 | null | null | null | null | null | null | null | null | null | null |
e84f8bc7-48b4-432b-aeed-bd4e662c9bfc | 2025-07-05T01:59:55 | firewall | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|info| desc=Firewall deny HTTP traffic from 54.12.5.78:573 to 59.54.206.35:30856 No additional info | {
"geo_location": "Panama",
"device_hash": "a27bab62830f08bb41ee5f3cc98d726d",
"user_agent": "Opera/9.75.(X11; Linux x86_64; ug-CN) Presto/2.9.190 Version/11.00",
"session_id": "e5ba2aab-a4e6-4eb7-97d7-799bc9b35161",
"risk_score": 36.59,
"confidence": 0.9
} | null | deny | null | null | null | No additional info | Firewall deny HTTP traffic from 54.12.5.78:573 to 59.54.206.35:30856 No additional info | null | null | null | null | 54.12.5.78 | 59.54.206.35 | null | null | null | null | null | null | null | null | 573 | 30,856 | HTTP | 277,440 | 1,385 | null | null |
ff0f335f-b1cb-4a25-acb3-a84663707b77 | 2025-07-10T12:04:23 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in GCP by bmartin No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "40c308e98b9112937e0c566633b832a163520afca5668f03d36d85c7f7aec74f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/5.1)",
"session_id": "e335d3ac-1cba-48a8-8c97-9ec757fae479",
"risk_score": 77.19,
"confidence": 0.02
} | bmartin | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by bmartin No additional info | null | null | null | null | null | null | null | null | null | GCP | res-b26c08fa | null | null | null | null | null | null | null | null | null | null |
4b5dc494-39da-46ff-8f0f-40687d7e9f66 | 2025-05-05T08:43:17 | auth | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|info| desc=Auth locked for dvargas via password from 122.148.1.210 No additional info noise=he|itself|establish | {
"geo_location": "Zambia",
"device_hash": "ae2ba203a3e148b88eff084b7480cd29",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_6 rv:3.0; ro-RO) AppleWebKit/531.45.2 (KHTML, like Gecko) Version/5.0.2 Safari/531.45.2",
"session_id": "529c5b10-0006-4cf8-be98-3c70ffc5cb15",
"risk_score": 24.31,
"con... | dvargas | locked | null | null | null | No additional info | Auth locked for dvargas via password from 122.148.1.210 No additional info | null | null | null | null | 122.148.1.210 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | c4:75:da:3b:c0:30 |
9485f1d8-a8b0-40c5-8ac3-8ffd5f81c20c | 2021-08-03T20:49:56 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine DNS traffic from 10.142.77.16:117 to 22.213.67.144:575 MITRE Technique: T1071.001 | {
"geo_location": "Israel",
"device_hash": "1c0eeedf91ff92b236337246514f14e286045f13057c4b223b4e72980853e243",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/21.0.863.0 Mobile/42P111 Safari/536.0",
"session_id": "f220c224-a6d2-4f8d-9f69-5b8616025f5... | null | quarantine | null | null | null | MITRE Technique: T1071.001 | Firewall quarantine DNS traffic from 10.142.77.16:117 to 22.213.67.144:575 MITRE Technique: T1071.001 | null | null | null | null | 10.142.77.16 | 22.213.67.144 | null | null | null | null | null | null | null | null | 117 | 575 | DNS | 936,693 | 3,270 | null | null |
9443ad09-d428-4cf2-b3d2-80ca60f573e8 | 2025-04-28T09:54:26 | ids_alert | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|low| desc=CrowdStrike Alert: Supply Chain Compromise detected from 51.242.211.11 targeting 31.154.30.245 No additional info | {
"geo_location": "Eritrea",
"device_hash": "7aaa63fe2a5f91978099e3e51f2e3c94",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/7817-01-10 21:24:43 Firefox/11.0",
"session_id": "4d7de310-f88f-4980-8a56-b25dd8e17119",
"risk_score": 51.16,
"confidence": 0.25
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Supply Chain Compromise detected from 51.242.211.11 targeting 31.154.30.245 No additional info | null | null | null | null | 51.242.211.11 | 31.154.30.245 | Supply Chain Compromise | SIG-4889 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
6902943c-36c5-4b87-8881-6c2ed0391e2c | 2025-02-12T14:11:08 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec she by edaniels MITRE Technique: T1218.011 | {
"geo_location": "South Africa",
"device_hash": "895a7cf197bce2bf90c95a443146ef18916db51c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; az-AZ) AppleWebKit/532.6.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6532.6.2",
"session_id": "b58a909a-ac2d-42ae-aa71-51373310e33a",
"... | edaniels | wmi_exec | she | 1,727 | svchost.exe | MITRE Technique: T1218.011 | Endpoint wmi_exec she by edaniels MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b08b2be0-eaf0-4034-bc33-1c320cc434c2 | 2025-06-12T16:42:33 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for angelaowens via password from 169.67.161.89 Unconventional IOC: Power consumption spikes noise=EDE6078C | {
"geo_location": "Guernsey",
"device_hash": "55f95f203e82d15c4eae61b13f61d9fe2329a7fc2d5a0e7be53a1e72824517ad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/3.1)",
"session_id": "d19331b9-a7c7-44b1-a280-ace57d53524d",
"risk_score": 80.62,
"confidence": 0.45
} | angelaowens | bypass | null | null | null | Unconventional IOC: Power consumption spikes | Auth bypass for angelaowens via password from 169.67.161.89 Unconventional IOC: Power consumption spikes | null | null | null | null | 169.67.161.89 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 00:5d:61:ee:79:3b |
c9ec8663-070d-4c0c-b5e9-777be607395b | 2025-04-12T11:47:07 | firewall | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny NTP traffic from 172.87.24.31:633 to 104.104.211.210:716 No additional info noise=QWlyIHRyaXAu | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "02477ffc96754a9cf57457034520805a",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/59.0.853.0 Safari/536.0",
"session_id": "26ea810d-b094-460a-a087-d02a6deaf91c",
"risk_score": 73.45,
"confidence... | null | deny | null | null | null | No additional info | Firewall deny NTP traffic from 172.87.24.31:633 to 104.104.211.210:716 No additional info | null | null | null | null | 172.87.24.31 | 104.104.211.210 | null | null | null | null | null | null | null | null | 633 | 716 | NTP | 767,810 | 2,315 | null | null |
dc559655-dc99-434e-85ae-5935219f4fc4 | 2025-01-24T23:48:00 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat firmware_update MITRE Technique: T1110.003 noise=blog | {
"geo_location": "Ecuador",
"device_hash": "6b186b5f089c54284b3b54c0187c673b2b2413b4",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_3; rv:1.9.5.20) Gecko/4417-12-16 21:08:19 Firefox/3.6.15",
"session_id": "0b6c4696-2a06-46c8-912b-b4e77cd40190",
"risk_score": 89.6,
"confidence": 0.9
} | null | firmware_update | null | null | null | MITRE Technique: T1110.003 | IoT device Thermostat firmware_update MITRE Technique: T1110.003 | null | Thermostat | iot-8258426d | 1.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1ef55922-d969-43e0-a6bf-0e12ea240c7b | 2025-03-08T06:27:53 | auth | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|low| desc=Auth timeout for ecarpenter via password from 10.199.55.95 No additional info | {
"geo_location": "Colombia",
"device_hash": "d40ad8cc62a4ed0bc477abb0643a5db46f735977",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/533.6.5 (KHTML, like Gecko) Version/4.0 Safari/533.6.5",
"session_id": "68c5468b-f706-4c22-9d45-36456ca74127",
"risk_score": 38.59,
"confidence": 0.71
... | ecarpenter | timeout | null | null | null | No additional info | Auth timeout for ecarpenter via password from 10.199.55.95 No additional info | null | null | null | null | 10.199.55.95 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 66:8c:59:cc:d7:e5 |
1dca5332-f3e4-4a0b-b2f1-8648e768e9e6 | 2025-05-31T21:48:14 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for andrew25 via OAuth from 34.52.93.132 MITRE Technique: T1543.003 | {
"geo_location": "Martinique",
"device_hash": "08d0d22c324275792334deb620cce460",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/60.0.811.0 Safari/531.0",
"session_id": "de6bef4d-51d1-44f5-8435-4958960dc8e3",
"risk_score": 53.46,
"confidence": 0.16
} | andrew25 | bypass | null | null | null | MITRE Technique: T1543.003 | Auth bypass for andrew25 via OAuth from 34.52.93.132 MITRE Technique: T1543.003 | null | null | null | null | 34.52.93.132 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 30:f3:75:68:97:82 |
a94d6951-9da2-48bb-bf17-d50d5d3b1abb | 2025-06-27T07:47:44 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 79.106.63.252 to 153.89.72.226 DGA domain detected | {
"geo_location": "Brazil",
"device_hash": "5cf5139a9eee1459d54e19a3d93656ad",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; sc-IT) AppleWebKit/534.32.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6534.32.6",
"session_id": "bfc009be-ab66-44da-ad8d-7f65068436df",
"risk_score":... | null | disconnection | null | null | null | DGA domain detected | Network disconnection from 79.106.63.252 to 153.89.72.226 DGA domain detected | null | null | null | null | 79.106.63.252 | 153.89.72.226 | null | null | null | null | null | null | null | null | null | null | UDP | 287,354 | null | null | null |
0500466a-07e4-4735-9ce0-1848a7c82a75 | 2025-02-15T00:39:37 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in Azure by ramirezjessica No additional info | {
"geo_location": "Israel",
"device_hash": "bc7a71850cc34ddbb02d6523f7ce5e9d",
"user_agent": "Opera/9.57.(X11; Linux x86_64; sd-PK) Presto/2.9.190 Version/12.00",
"session_id": "f702853f-a1bf-4d29-8b57-066609f8a735",
"risk_score": 73.07,
"confidence": 0.81
} | ramirezjessica | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Azure by ramirezjessica No additional info | null | null | null | null | null | null | null | null | null | Azure | res-265987bd | null | null | null | null | null | null | null | null | null | null |
3889be8f-1f3e-4688-a9a7-e9436b02d861 | 2025-03-10T19:57:06 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by ewingjacqueline No additional info | {
"geo_location": "Yemen",
"device_hash": "95525a0f7b81625e77050be0eb917d3d34ac57b5e7d9d347623ff9a6a857ba06",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/41.0.832.0 Safari/533.2",
"session_id": "7ada6316-f049-4963-8020-5b84e74d3ae5",
"risk_score": 59.44,
"confid... | ewingjacqueline | adversarial_input | null | null | null | No additional info | AI system adversarial_input by ewingjacqueline No additional info | {
"baseline_deviation": 0.79,
"entropy": 5.18,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-b0a19de2 | e3fdd61708ddf6b4c89cb735daa60b0fd2f0f06d | ae0ba0cb6ecd677bdab8aea769ea34c1720a3b9488f792ef6fbabab50085f915 | null | null | null | null | null | null | null |
f32f6a66-a5dc-4bf0-bc61-e27e4ded40cd | 2025-02-16T17:37:16 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat firmware_update MITRE Technique: T1059.001 | {
"geo_location": "Iran",
"device_hash": "4a97f4279f8bd3373f836e59b932ea9b",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_4; rv:1.9.4.20) Gecko/9557-03-18 03:19:46 Firefox/15.0",
"session_id": "564a4c95-82e0-4766-bdf1-f6ce88ae895b",
"risk_score": 85.2,
"confidence": 0.85
} | null | firmware_update | null | null | null | MITRE Technique: T1059.001 | IoT device Thermostat firmware_update MITRE Technique: T1059.001 | null | Thermostat | iot-22cd0cdb | 8.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
adc5c35a-1dbc-41ab-a966-7b058fb36fe0 | 2025-05-13T00:55:32 | iot | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical command_injection MITRE Technique: T1218.011 | {
"geo_location": "Malaysia",
"device_hash": "a04c10d510d09254fd03b8ec69e5cfcf30c1bbb9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/534.35.2 (KHTML, like Gecko) Version/5.0 Safari/534.35.2",
"session_id": "941e867e-e51d-495f-bcb5-0dbe2cc7846e",
"risk_score": 54.8,
"confidence": 0.4... | null | command_injection | null | null | null | MITRE Technique: T1218.011 | IoT device Medical command_injection MITRE Technique: T1218.011 | null | Medical | iot-175cc532 | 6.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a5db06d1-8a46-4137-b053-e541588298c5 | 2025-05-19T01:54:43 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection example by yjohnson Living-off-the-land technique detected | {
"geo_location": "Belgium",
"device_hash": "cc51e93c250c625eb9db09ff2adcddcf712a2cc9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; de-BE) AppleWebKit/532.38.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6532.38.6",
"session_id": "1796a864-6d66-43a7-a4fa-08753e4259c9",
"ris... | yjohnson | memory_injection | example | 5,423 | cmd.exe | Living-off-the-land technique detected | Endpoint memory_injection example by yjohnson Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
426da08c-11bf-4458-8370-cf6636456ae9 | 2025-02-22T19:24:15 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /stuff/sport.csv by dkelley No additional info | {
"geo_location": "Comoros",
"device_hash": "fc8cd791623765273e3ab2ee9267b3c5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.1)",
"session_id": "0b50f654-ca2e-4daa-9d87-e35a6e04afa4",
"risk_score": 51.81,
"confidence": 0.49
} | dkelley | file_access | /stuff/sport.csv | 6,345 | cmd.exe | No additional info | Endpoint file_access /stuff/sport.csv by dkelley No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a091dcd3-03d7-48a4-8f77-a9ecda6477f7 | 2025-03-24T09:05:39 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by elizabeth86 No additional info | {
"geo_location": "Georgia",
"device_hash": "105e34689d32f38eae3a37de20c076f09aef73a0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ht-HT) AppleWebKit/534.27.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.27.4",
"session_id": "7091f2f8-c324-42f9-90ed-2d5e2f61a335",
"ris... | elizabeth86 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by elizabeth86 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-0fc92435 | 61ec2d82f8018598652a53e24a9f809364188a8e939ff8befc8555a657a467c2 | 8ec83e6d9b82cd96ca71ee43ba31576fe946b563 | null | null | null | null | null | null | null |
65effb57-03a3-44fa-8987-c9e71e4ec042 | 2025-07-05T03:06:33 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by regina02 Associated Threat Actor: TA505 | {
"geo_location": "North Korea",
"device_hash": "9010f6e6be591a76caccf18ef256cea6fa7d4f3b72eb97cb3204aa17b423f0fc",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/20.0.830.0 Mobile/14B405 Safari/532.1",
"session_id": "d7742839-ae1e-4516-b8db-f02162... | regina02 | model_inversion | null | null | null | Associated Threat Actor: TA505 | AI system model_inversion by regina02 Associated Threat Actor: TA505 | null | null | null | null | null | null | null | null | null | null | null | model-75ac05e4 | 88a492f65f1ba80837c6a161c558119d0f6835e0668ff29da3e461806d4e0a16 | 4bb4832e65e7864a2d0929f9ada4bfac7b24be1a | null | null | null | null | null | null | null |
6bd65a7f-bd1b-4f92-ad54-f853d9d77929 | 2025-06-25T13:23:04 | ai | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|low| desc=AI system model_inversion by kaylahatfield No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "a184e6e242772cb123dedee998314bbdd53e543f833f34895130652a132a57bd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/32.0.826.0 Mobile/84H936 Safari/531.2",
"session_id": "0aebd535-a175-44cc-a4c4-e9ac2bc... | kaylahatfield | model_inversion | null | null | null | No additional info | AI system model_inversion by kaylahatfield No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e3ba6bd7 | a4473dae5903e8e9282c31770ea841d91efa1fd4ad6686cdbda56e633585d518 | af9304556659a84f4d85eff0b03cac4acb17aaeb60fbc8c178936f15a605fafb | null | null | null | null | null | null | null |
0a42d0e6-8129-4c39-ada0-9afcde2d5508 | 2025-05-23T08:37:36 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /argue/where.pdf by michaelharris Associated Threat Actor: Kimsuky | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "b6d3ef4db057e03533cb9516d454b9784b877c3d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.1)",
"session_id": "874fb73e-a4dd-49d7-8635-7012f33bda0a",
"risk_score": 28.92,
"confidence": 0.92
} | michaelharris | wmi_exec | /argue/where.pdf | 8,807 | cmd.exe | Associated Threat Actor: Kimsuky | Endpoint wmi_exec /argue/where.pdf by michaelharris Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
68176e39-25d6-4774-b519-8572718e34a5 | 2028-11-09T08:30:16 | ids_alert | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Vectra AI Alert: DDoS detected from 200.128.163.111 targeting 205.139.70.227 MITRE Technique: T1547.001 | {
"geo_location": "Ireland",
"device_hash": "eda124d0d66ec67c6d2af88bd5afa9d8557765cf",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_7; rv:1.9.4.20) Gecko/9678-06-05 21:44:50 Firefox/9.0",
"session_id": "0ac27166-3229-4340-9ed3-a1ff4e73f175",
"risk_score": 49.38,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1547.001 | Vectra AI Alert: DDoS detected from 200.128.163.111 targeting 205.139.70.227 MITRE Technique: T1547.001 | null | null | null | null | 200.128.163.111 | 205.139.70.227 | DDoS | SIG-4933 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
ed04c7e8-7c11-4c65-ab3f-6268ae3b81d8 | 2025-01-17T04:26:52 | network | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 180.202.144.151 to 105.232.9.212 No additional info | {
"geo_location": "Mali",
"device_hash": "b2e082a57654afd3933080a96d3fb096",
"user_agent": "Opera/8.91.(Windows 98; Win 9x 4.90; fil-PH) Presto/2.9.167 Version/11.00",
"session_id": "1daf16b9-8c58-4de0-ad85-2008bce2f38f",
"risk_score": 71.38,
"confidence": 0.89
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 180.202.144.151 to 105.232.9.212 No additional info | null | null | null | null | 180.202.144.151 | 105.232.9.212 | null | null | null | null | null | null | null | null | null | null | ICMP | 681,485 | null | null | null |
83c2729d-c8c4-4a68-92b9-602a15e7bf87 | 2025-03-02T21:40:56 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine UDP traffic from 27.65.194.89:956 to 222.9.2.61:51967 No additional info | {
"geo_location": "Bahamas",
"device_hash": "af5ef205b8704d511de7740907526b78d87275e81fcf73328c8382d13bbd0d56",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_6 rv:6.0; ig-NG) AppleWebKit/531.40.6 (KHTML, like Gecko) Version/5.0 Safari/531.40.6",
"session_id": "fd657af3-abf3-48b3-b36e-31d6c00a9332",... | null | quarantine | null | null | null | No additional info | Firewall quarantine UDP traffic from 27.65.194.89:956 to 222.9.2.61:51967 No additional info | null | null | null | null | 27.65.194.89 | 222.9.2.61 | null | null | null | null | null | null | null | null | 956 | 51,967 | UDP | 145,859 | 2,185 | null | null |
4da64b32-4b93-4bb2-b277-9dd246b2adf7 | 2025-07-01T04:47:46 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for whitney06 via MFA from 140.67.90.205 No additional info | {
"geo_location": "Armenia",
"device_hash": "cb0858baa8f7bf07f9ab3385383022836fccbd41d138dddd839b7c90b9ddf06e",
"user_agent": "Opera/9.71.(Windows NT 5.0; tig-ER) Presto/2.9.161 Version/11.00",
"session_id": "e5089739-4327-4938-b38a-2653b127596c",
"risk_score": 52.81,
"confidence": 0.48
} | whitney06 | bypass | null | null | null | No additional info | Auth bypass for whitney06 via MFA from 140.67.90.205 No additional info | null | null | null | null | 140.67.90.205 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 20:3f:f9:56:c0:73 |
028d94f9-11c7-49d3-903b-dec7246fa48d | 2025-07-04T20:10:28 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor side_channel MITRE Technique: T1574.002 noise=C831335F | {
"geo_location": "Puerto Rico",
"device_hash": "bb48c57a38276309f9d77e62ecc568ec3eaedbd3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.42.1 (KHTML, like Gecko) Version/4.0.3 Safari/532.42.1",
"session_id": "38a851c2-814e-4590-be32-10c9979bf2e7",
"risk_score": 62.43,
"confidence... | null | side_channel | null | null | null | MITRE Technique: T1574.002 | IoT device Sensor side_channel MITRE Technique: T1574.002 | null | Sensor | iot-3ad90859 | 8.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
aef4ffa4-d349-4556-923a-822608600e84 | 2025-03-21T11:37:07 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for xcannon via passwordless from 135.53.198.172 No additional info noise=eye|again|well | {
"geo_location": "Uzbekistan",
"device_hash": "a14ed251c22d301942872546404be951",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/30.0.875.0 Mobile/90U102 Safari/533.1",
"session_id": "8c1473ed-1f17-4684-9372-7cdc2679a887",
"risk_score": 42.41,
... | xcannon | challenge | null | null | null | No additional info | Auth challenge for xcannon via passwordless from 135.53.198.172 No additional info | null | null | null | null | 135.53.198.172 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 7c:48:11:31:5d:49 |
5c14e212-f28e-431f-8ee9-fd388755bdae | 2025-06-07T02:29:07 | 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 81.149.197.16 targeting 91.208.146.43 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "e16e18157372a61d93842207acd5a43b37e90cb968c120e85584cf9cf557ea55",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/5.1)",
"session_id": "11983871-8d94-463f-8827-42b08c76f2dd",
"risk_score": 59.51,
"confidence": 0.94
} | null | null | null | null | null | No additional info | Tanium Alert: Fileless Attack detected from 81.149.197.16 targeting 91.208.146.43 No additional info | null | null | null | null | 81.149.197.16 | 91.208.146.43 | Fileless Attack | SIG-4931 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
f2f3db01-6ecc-4ba4-97a1-1165617adad0 | 2025-02-09T12:27:22 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth locked for patricia61 via key from 97.127.214.190 No additional info | {
"geo_location": "Dominica",
"device_hash": "8424c414f66c13f97f9859a40a49b6d151537edd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.1)",
"session_id": "b3740301-bce9-4a89-87fa-e1a950241b21",
"risk_score": 62.9,
"confidence": 0.11
} | patricia61 | locked | null | null | null | No additional info | Auth locked for patricia61 via key from 97.127.214.190 No additional info | null | null | null | null | 97.127.214.190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | ba:c0:74:e2:77:1a |
70e00c89-afd7-4c04-8a2a-58ba46e98d48 | 2025-04-26T19:04:38 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth locked for jacobsnicholas via SAML from 102.110.125.140 Associated Threat Actor: TA505 | Unconventional IOC: Quantum random number deviations | Credential stuffing pattern detected | {
"geo_location": "Ireland",
"device_hash": "eff4e24fe11332ef1a108646e45694dc24424123cee29a0c53d963a5b39689b4",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_4 rv:6.0; sa-IN) AppleWebKit/531.42.2 (KHTML, like Gecko) Version/4.0 Safari/531.42.2",
"session_id": "ccf8873b-97e2-4b5d-b01c-2207fc29c2e9"... | jacobsnicholas | locked | null | null | null | Associated Threat Actor: TA505 | Unconventional IOC: Quantum random number deviations | Credential stuffing pattern detected | Auth locked for jacobsnicholas via SAML from 102.110.125.140 Associated Threat Actor: TA505 | Unconventional IOC: Quantum random number deviations | Credential stuffing pattern detected | null | null | null | null | 102.110.125.140 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | c0:1c:0f:a4:a8:aa |
9961c22e-40d8-4f39-ba5c-90943cbb1a0f | 2025-02-01T09:04:47 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /out/full.jpg by martinezrobert MITRE Technique: T1053.005 | {
"geo_location": "Serbia",
"device_hash": "6e98a7ffba793d5cacca115e0bda8f08f3f874c76b60a1e13ce642eb9c581a79",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.4) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/20.0.833.0 Safari/534.1",
"session_id": "a20e1d22-6a87-4251-82c2-15e6820571cf",
"risk_score": 36.68,
"... | martinezrobert | service_install | /out/full.jpg | 3,028 | svchost.exe | MITRE Technique: T1053.005 | Endpoint service_install /out/full.jpg by martinezrobert MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f17d036f-3222-41c4-bbd6-499b303bab61 | 2025-06-07T16:09:38 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by toni45 MITRE Technique: T1110.003 | {
"geo_location": "Ireland",
"device_hash": "53e64602f90e9175a62186f214a0acea15381b73",
"user_agent": "Opera/9.53.(Windows 98; Win 9x 4.90; eu-FR) Presto/2.9.183 Version/10.00",
"session_id": "6ea98099-d864-49f9-86ff-b0463a1fa8c8",
"risk_score": 18.55,
"confidence": 0.75
} | toni45 | training_data_poisoning | null | null | null | MITRE Technique: T1110.003 | AI system training_data_poisoning by toni45 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-af13c2ba | 6a1713c7c5549d71d712a99df04a212210a83986df7dd1a065ae5974f81b086e | cece7657c17fd898c54e44c0a7cc9374f1d68df14f49e297ded422bee5ce8414 | null | null | null | null | null | null | null |
b6dd3b2e-ea82-4749-a215-838ed34bc474 | 2025-05-22T01:11:01 | iot | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor battery_drain No additional info | {
"geo_location": "Chile",
"device_hash": "864b000f17599309cfc5944f802d6bd94b465d40",
"user_agent": "Mozilla/5.0 (Android 2.0.1; Mobile; rv:59.0) Gecko/59.0 Firefox/59.0",
"session_id": "f7860554-db9e-4592-8bd5-8ddfc592e9e5",
"risk_score": 28.84,
"confidence": 0.54
} | null | battery_drain | null | null | null | No additional info | IoT device Sensor battery_drain No additional info | null | Sensor | iot-fce4b5c1 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0e4fbbbf-dbee-4c25-8702-ab0170f725ee | 2025-06-24T04:07:10 | firewall | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall allow RDP traffic from 10.126.223.196:379 to 125.198.40.149:415 No additional info noise=Q2VydGFpbi4= | {
"geo_location": "Somalia",
"device_hash": "36e62d7f86b8efae75556d380ee8000797826897",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/14.6l3734.0 Mobile/07Z847 Safari/535.1",
"session_id": "475282c8-f0ec-4757-99af-8011ebe3a9d8",
"risk_score": 63.... | null | allow | null | null | null | No additional info | Firewall allow RDP traffic from 10.126.223.196:379 to 125.198.40.149:415 No additional info | null | null | null | null | 10.126.223.196 | 125.198.40.149 | null | null | null | null | null | null | null | null | 379 | 415 | RDP | 823,127 | 1,974 | null | null |
9c42a101-56bd-4057-a30b-a83bd275bc97 | 2025-05-19T20:50:18 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network beaconing from 122.192.194.207 to 10.169.102.14 MITRE Technique: T1190 | {
"geo_location": "Myanmar",
"device_hash": "e4d2f3cefe311a1fab1e28059eb1ca3b1105cade2517fd6b2d75dc586b132e3a",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/62.0.824.0 Safari/536.1",
"session_id": "96ff7a54-c289-4627-ada6-5905f432f164",
"risk_score": 38.61,
"conf... | null | beaconing | null | null | null | MITRE Technique: T1190 | Network beaconing from 122.192.194.207 to 10.169.102.14 MITRE Technique: T1190 | null | null | null | null | 122.192.194.207 | 10.169.102.14 | null | null | null | null | null | null | null | null | null | null | UDP | 295,126 | null | null | null |
8f376ff4-6058-4324-b27b-2ce31fb5c1a3 | 2025-02-28T10:17:34 | cloud | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in OCI by ldunn No additional info noise=category/categories | {
"geo_location": "Samoa",
"device_hash": "d01ea0e4bab6d32fc91c335bdb95a434",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; dv-MV) AppleWebKit/533.32.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.32.6",
"session_id": "e43fc638-5f6f-49bd-93b6-196da726dcdd",
"risk_score": ... | ldunn | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by ldunn No additional info | null | null | null | null | null | null | null | null | null | OCI | res-a7b7d94e | null | null | null | null | null | null | null | null | null | null |
9bb2b239-d054-49e5-8856-47955a7d44be | 2025-06-19T19:19:26 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: SQL Injection detected from 147.128.22.96 targeting 50.73.195.88 No additional info noise=serious|cost|where | {
"geo_location": "Argentina",
"device_hash": "a52aa40aa9d47d9faaccaedc3848046a98fde74290a1b2c488934930539a9ba6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/4.1)",
"session_id": "9286ca89-6717-444b-971a-b91aafea3c52",
"risk_score": 65.54,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Trellix Alert: SQL Injection detected from 147.128.22.96 targeting 50.73.195.88 No additional info | null | null | null | null | 147.128.22.96 | 50.73.195.88 | SQL Injection | SIG-7127 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
110f04d1-7471-49f6-9ec2-3120080cf50c | 2025-06-06T09:31:43 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine SMB traffic from 132.41.239.223:173 to 201.47.29.120:60 MITRE Technique: T1486 | {
"geo_location": "Israel",
"device_hash": "c9eb789ec35335a51d1a56850fe3af79",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; nhn-MX) AppleWebKit/535.12.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B115 Safari/6535.12.2",
"session_id": "97e40dde-66ae-4b55-909f-d37f21c0c2c6",
"risk_score"... | null | quarantine | null | null | null | MITRE Technique: T1486 | Firewall quarantine SMB traffic from 132.41.239.223:173 to 201.47.29.120:60 MITRE Technique: T1486 | null | null | null | null | 132.41.239.223 | 201.47.29.120 | null | null | null | null | null | null | null | null | 173 | 60 | SMB | 960,938 | 2,673 | null | null |
278eb168-cdc9-4d8b-8726-cea1a6131ad0 | 2025-06-18T21:55:33 | iot | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC command_injection Sensor spoofing detected | {
"geo_location": "Antigua and Barbuda",
"device_hash": "4af213d80533013b40afc46b131287713aebf478",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/37.0.890.0 Safari/532.2",
"session_id": "6ee5f6c8-3a5f-426e-ad47-517ac1c72f45",
"risk_score": 67.81,
"confidence": 0.02
} | null | command_injection | null | null | null | Sensor spoofing detected | IoT device HVAC command_injection Sensor spoofing detected | null | HVAC | iot-97de5305 | 4.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a7369880-c499-4b4a-9c1c-27282efc128a | 2025-06-28T13:32:04 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth challenge for dominique27 via passwordless from 165.203.159.209 No additional info noise=V2luZC4= | {
"geo_location": "Turkey",
"device_hash": "c52317a4ad0d4dac7cec72a61ec404364fdeaf40",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) CriOS/20.0.830.0 Mobile/88D427 Safari/531.1",
"session_id": "8aa02f8d-3142-4e8c-97c6-4fdae335e138",
"risk_score":... | dominique27 | challenge | null | null | null | No additional info | Auth challenge for dominique27 via passwordless from 165.203.159.209 No additional info | null | null | null | null | 165.203.159.209 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | b2:f2:f1:5d:ac:af |
efcfb620-7ec5-4bc1-a5b7-a39e950014b1 | 2025-04-20T11:18:53 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC side_channel MITRE Technique: T1110.003 | {
"geo_location": "Zambia",
"device_hash": "26aa535a10699ab42293e12108d1be85",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_5 rv:5.0; or-IN) AppleWebKit/535.1.6 (KHTML, like Gecko) Version/4.0 Safari/535.1.6",
"session_id": "7643b028-9622-4203-9fa4-88fa49c1f468",
"risk_score": 25.78,
"confidenc... | null | side_channel | null | null | null | MITRE Technique: T1110.003 | IoT device HVAC side_channel MITRE Technique: T1110.003 | null | HVAC | iot-e8a36c3e | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0c3c5403-e984-4695-9218-5a9aa9c575ec | 2025-03-13T01:44:24 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec sea by hernandezwilliam No additional info | {
"geo_location": "Qatar",
"device_hash": "b44637081af22b436bf960a4cae55f5d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_3 rv:5.0; ti-ER) AppleWebKit/534.34.4 (KHTML, like Gecko) Version/5.1 Safari/534.34.4",
"session_id": "071485d5-9037-45e8-9d06-b19a230c4296",
"risk_score": 81.73,
"confidenc... | hernandezwilliam | wmi_exec | sea | 5,801 | powershell.exe | No additional info | Endpoint wmi_exec sea by hernandezwilliam No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7eefa29e-8b8b-485e-94c1-6e96072837db | 2025-02-28T09:18:35 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /seat/factor.json by mackchristopher No additional info | {
"geo_location": "Monaco",
"device_hash": "0bf980a626ca6775881fb19f799fde41cf2114f1",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/2876-09-17 22:08:10 Firefox/3.6.6",
"session_id": "4ce6b38b-a0df-4329-addd-57dcdee262f0",
"risk_score": 51.65,
"confidence": 0.03
} | mackchristopher | registry_change | /seat/factor.json | 316 | explorer.exe | No additional info | Endpoint registry_change /seat/factor.json by mackchristopher No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ba68f8f8-e67d-4db9-bd0f-77f69cc226dc | 2025-07-01T20:35:54 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: XSS detected from 56.60.9.243 targeting 123.244.41.35 No additional info | {
"geo_location": "Niue",
"device_hash": "8b14d7a4412a53f8af27b876b73131e7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/5.1)",
"session_id": "3780ef7d-fbb8-41e4-b985-3937d17dd06f",
"risk_score": 62.69,
"confidence": 0.45
} | null | null | null | null | null | No additional info | LogRhythm Alert: XSS detected from 56.60.9.243 targeting 123.244.41.35 No additional info | null | null | null | null | 56.60.9.243 | 123.244.41.35 | XSS | SIG-8272 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
189079ee-da42-4904-840b-32d2538b5c98 | 2025-07-05T03:40:35 | endpoint | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /actually/send.numbers by laurawarren No additional info | {
"geo_location": "Seychelles",
"device_hash": "3b977c2666730bbf4450646d2654c35ea8bd061b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.25.2 (KHTML, like Gecko) Version/5.0.3 Safari/535.25.2",
"session_id": "1340ce99-73d4-4fc8-b819-e937e8234b1e",
"risk_score": 46.09,
"confidence": 0.5... | laurawarren | powershell_exec | /actually/send.numbers | 8,393 | powershell.exe | No additional info | Endpoint powershell_exec /actually/send.numbers by laurawarren No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
181daa13-0d2a-4333-b1e9-9f645ea945a1 | 2025-06-10T04:19:34 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth locked for swoods via key from 103.147.7.58 No additional info | {
"geo_location": "Yemen",
"device_hash": "95d4304eb8c6a4dcd872b8ad126054b2f2fecb547d6783d2363e46583a4e04db",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "4f809808-4e27-428f-a010-9b5e0c9167ab",
"risk_score": 0,
"confidence": 0.57
} | swoods | locked | null | null | null | No additional info | Auth locked for swoods via key from 103.147.7.58 No additional info | null | null | null | null | 103.147.7.58 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | c2:3e:0f:70:14:3e |
fcde280d-c759-426a-8425-acfeb0c0a28a | 2025-02-12T07:18:37 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection light by fblack No additional info | {
"geo_location": "Peru",
"device_hash": "ee1b1643cc9e69fe94f85929ad512375",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/27.0.893.0 Safari/535.2",
"session_id": "e68840b7-0d02-4526-aa37-50782e7451f7",
"risk_score": 17.83,
"confidence": 0.57
} | fblack | memory_injection | light | 9,712 | cmd.exe | No additional info | Endpoint memory_injection light by fblack No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f81a2c6b-01b4-4074-980f-a2c9c07c6373 | 2025-03-28T07:26:32 | cloud | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Azure by dunnmichael No additional info | {
"geo_location": "Nicaragua",
"device_hash": "2485f237acf65c0dc513f9c94ac9840d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_7) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/33.0.850.0 Safari/531.0",
"session_id": "ca6fc51c-4aed-4121-8685-6a238b2a3d14",
"risk_score": 42.89,
"confidence": 0.5... | dunnmichael | container_escape | null | null | null | No additional info | Cloud container_escape in Azure by dunnmichael No additional info | {
"baseline_deviation": 2.78,
"entropy": 5.39,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Azure | res-a6c54edc | null | null | null | null | null | null | null | null | null | null |
f17e091f-6d0c-40eb-93ba-fd37a52d0776 | 2025-01-15T14:24:42 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in Alibaba by uhensley No additional info | {
"geo_location": "Cape Verde",
"device_hash": "0c8a6b82dbdb855ddf3243727cf9e4a92ebe6240",
"user_agent": "Opera/9.45.(Windows NT 5.2; ky-KG) Presto/2.9.187 Version/11.00",
"session_id": "e2e7c78b-fbc6-465f-990e-8244ce0697b5",
"risk_score": 34.99,
"confidence": 0.21
} | uhensley | shadow_it | null | null | null | No additional info | Cloud shadow_it in Alibaba by uhensley No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-08c8ccc1 | null | null | null | null | null | null | null | null | null | null |
c6a73113-2b4a-48ae-96ee-82c0774ddf89 | 2025-03-14T10:24:16 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: Zero-Day Exploit detected from 217.76.28.106 targeting 98.81.36.78 No additional info | {
"geo_location": "Micronesia",
"device_hash": "d317bbc6b7a3622b2673384608c4fe2ed2f8d85a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_3 rv:5.0; ce-RU) AppleWebKit/533.45.5 (KHTML, like Gecko) Version/5.1 Safari/533.45.5",
"session_id": "c92bc25c-23d3-44df-832b-222c72d050a2",
"risk_score": 3... | null | null | null | null | null | No additional info | Zeek Alert: Zero-Day Exploit detected from 217.76.28.106 targeting 98.81.36.78 No additional info | {
"baseline_deviation": 1.06,
"entropy": 7.19,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 217.76.28.106 | 98.81.36.78 | Zero-Day Exploit | SIG-2095 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
206ae32f-c7d4-4476-84f9-3c7bad537ab2 | 2025-03-02T14:11:13 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: Zero-Day Exploit detected from 133.229.50.49 targeting 10.170.145.35 No additional info | {
"geo_location": "Guam",
"device_hash": "dd1998972589145c7fb0ae07e9c0e07a2afe4e7a909998b28095dfa6a97b6143",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/34.0.851.0 Safari/531.0",
"session_id": "caf6a04a-025a-4475-a990-a6c0f133a6e4",
"risk_score": 80.89,
"confide... | null | null | null | null | null | No additional info | Tanium Alert: Zero-Day Exploit detected from 133.229.50.49 targeting 10.170.145.35 No additional info | null | null | null | null | 133.229.50.49 | 10.170.145.35 | Zero-Day Exploit | SIG-8734 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
77aa6483-b0e8-4270-b65a-e26a90483c91 | 2025-02-16T05:50:59 | ids_alert | Microsoft Sentinel v1.0.0 | emergency | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Microsoft Sentinel Alert: Brute Force detected from 222.139.234.181 targeting 78.88.253.139 MITRE Technique: T1218.011 | {
"geo_location": "Ghana",
"device_hash": "c0af31044e13be4ef3f9db8103bb1ce2",
"user_agent": "Opera/9.15.(X11; Linux i686; pl-PL) Presto/2.9.177 Version/12.00",
"session_id": "e93948ad-58ae-4ac1-bb21-14c06d11ee98",
"risk_score": 50.76,
"confidence": 0.34
} | null | null | null | null | null | MITRE Technique: T1218.011 | Microsoft Sentinel Alert: Brute Force detected from 222.139.234.181 targeting 78.88.253.139 MITRE Technique: T1218.011 | null | null | null | null | 222.139.234.181 | 78.88.253.139 | Brute Force | SIG-2132 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
21647d83-863a-4d1e-939b-b7eb11c5dc15 | 2025-04-11T17:07:02 | cloud | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in AWS by ujohnson No additional info | {
"geo_location": "Bahamas",
"device_hash": "0d1b03db1d6fef2dd64161493de95dea",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; dv-MV; rv:1.9.0.20) Gecko/5412-11-24 01:48:04 Firefox/14.0",
"session_id": "bf09704a-c3af-48ab-98ed-5a2021120bc6",
"risk_score": 80.61,
"confidence": 0.84
} | ujohnson | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in AWS by ujohnson No additional info | null | null | null | null | null | null | null | null | null | AWS | res-088d823c | null | null | null | null | null | null | null | null | null | null |
56239ee0-3b8c-4491-8998-b116b09aef7d | 2025-05-25T02:16:48 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine NTP traffic from 157.126.242.148:960 to 196.48.42.62:240 No additional info | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "6af70c62f9e297f52165d6300f8c6e95bac6761f74f33efb0898921fd70c5b02",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/12.6x4951.0 Mobile/98A374 Safari/531.1",
"session_id": "8f1338db-5fa6-... | null | quarantine | null | null | null | No additional info | Firewall quarantine NTP traffic from 157.126.242.148:960 to 196.48.42.62:240 No additional info | null | null | null | null | 157.126.242.148 | 196.48.42.62 | null | null | null | null | null | null | null | null | 960 | 240 | NTP | 173,789 | 1,758 | null | null |
3c66816a-d46e-412f-b88d-646bb8a1adf4 | 2025-06-06T06:06:04 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing MITRE Technique: T1053.005 | {
"geo_location": "Singapore",
"device_hash": "908a42f930171a02eafc4528d39b9eeb1f2a7573",
"user_agent": "Opera/9.52.(Windows NT 4.0; sid-ET) Presto/2.9.185 Version/12.00",
"session_id": "38e9b4ef-e207-4293-9944-09746cc1fe12",
"risk_score": 48.72,
"confidence": 0.35
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1053.005 | IoT device Medical sensor_spoofing MITRE Technique: T1053.005 | null | Medical | iot-3f1276c6 | 4.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5618038b-b2fa-410f-b3ed-99a90131b845 | 2025-01-23T02:29:06 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Alibaba by kennethadams No additional info | {
"geo_location": "Samoa",
"device_hash": "05c78ea8a3d59f97d25b7220030846d979bdbbd2",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/39.0.880.0 Safari/536.2",
"session_id": "d15f89a4-c0bc-4843-b449-cd8339e1f2ec",
"risk_score": 42.51,
"confidence": 0.04
} | kennethadams | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by kennethadams No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-9dd924ff | null | null | null | null | null | null | null | null | null | null |
1550e29b-10b6-4ba4-b316-aac4200e70f0 | 2025-03-31T22:49:03 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for kennethanderson via SAML from 10.23.194.25 MITRE Technique: T1134.001 | {
"geo_location": "Palau",
"device_hash": "6c77099e946b920a0c9783b80ff365d3fbcee66cc5c689ef58f9152e5b017269",
"user_agent": "Opera/8.60.(Windows NT 11.0; gu-IN) Presto/2.9.163 Version/10.00",
"session_id": "0fb50b8d-bdfb-4139-ab22-5a8eec639e81",
"risk_score": 54.96,
"confidence": 0.29
} | kennethanderson | challenge | null | null | null | MITRE Technique: T1134.001 | Auth challenge for kennethanderson via SAML from 10.23.194.25 MITRE Technique: T1134.001 | {
"baseline_deviation": 2.16,
"entropy": 5.33,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 10.23.194.25 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | d3:81:9e:86:c9:05 |
18254733-14ca-4c07-ab46-cd9fb843c7a3 | 2025-01-19T01:47:19 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "630ac7223a68b6bdf716140c159d1d5f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/533.29.5 (KHTML, like Gecko) Version/4.0.5 Safari/533.29.5",
"session_id": "24f0842f-844d-4f00-a47c-e63d5b11a716",
"risk_score": 49.28,
"confide... | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | Thermostat | iot-ff7eedc3 | 1.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eadb9106-a266-48bb-9bfb-5ee008b15d4c | 2025-03-03T20:09:20 | auth | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for taraking via passwordless from 109.216.4.88 MITRE Technique: T1134.001 | {
"geo_location": "Cook Islands",
"device_hash": "8657e8f4abd936a2af5ac35242dc7dcb",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/62.0.879.0 Safari/531.2",
"session_id": "425fc8f7-db1e-4459-ab87-8fea58c53982",
"risk_score": 59.55,
"confidence": 0.79
} | taraking | bypass | null | null | null | MITRE Technique: T1134.001 | Auth bypass for taraking via passwordless from 109.216.4.88 MITRE Technique: T1134.001 | null | null | null | null | 109.216.4.88 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 0d:95:16:4b:64:56 |
c871dc11-234e-4bea-a21f-2e586d85dc8e | 2025-04-03T17:55:28 | ids_alert | AlienVault v5.7.0 | emergency | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|emergency| desc=AlienVault Alert: MFA Bypass detected from 146.150.254.186 targeting 82.23.67.192 MITRE Technique: T1059.005 | {
"geo_location": "Honduras",
"device_hash": "cf3d2f860f4c40601719602cefb83427530a871a",
"user_agent": "Opera/8.16.(Windows NT 6.0; pa-PK) Presto/2.9.189 Version/10.00",
"session_id": "7a108bd1-a08f-4069-9083-40933aad6f0a",
"risk_score": 44.09,
"confidence": 0.04
} | null | null | null | null | null | MITRE Technique: T1059.005 | AlienVault Alert: MFA Bypass detected from 146.150.254.186 targeting 82.23.67.192 MITRE Technique: T1059.005 | null | null | null | null | 146.150.254.186 | 82.23.67.192 | MFA Bypass | SIG-6811 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
269e349e-c2fa-4a07-93e7-962c363351b5 | 2025-02-05T15:01:30 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by matthew56 Associated Threat Actor: Equation Group | {
"geo_location": "Panama",
"device_hash": "d9541a9dee60221e9698d31a14760f1ffd8207c0539df18846e4845750bf6a35",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_6 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/15.1b1877.0 Mobile/69Y029 Safari/531.0",
"session_id": "610a7d38-9000-4360-9f79-3c0bed... | matthew56 | fine_tuning | null | null | null | Associated Threat Actor: Equation Group | AI system fine_tuning by matthew56 Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | model-5c8d0f04 | 67f873751fb803af078c9c4e21181b6663267abf | 444a1f56cef627bbe332be490a95c7d1d6361f67 | null | null | null | null | null | null | null |
916982c3-46a0-40d9-b6af-dfa5f5f33017 | 2025-02-23T19:48:53 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 105.71.56.101 to 98.136.60.243 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "568862f40b85dfa9bcac346cd7a6b5e4d140130618f2eddea91614dd0f242d83",
"user_agent": "Opera/8.87.(X11; Linux i686; ur-PK) Presto/2.9.189 Version/11.00",
"session_id": "372bbac5-9644-481b-a6b9-7b87c90814d4",
"risk_score": 60.13,
"confidence": 0.13
} | null | disconnection | null | null | null | No additional info | Network disconnection from 105.71.56.101 to 98.136.60.243 No additional info | null | null | null | null | 105.71.56.101 | 98.136.60.243 | null | null | null | null | null | null | null | null | null | null | UDP | 249,759 | null | null | null |
792a2552-d403-42f9-b22d-5dcc4feb76af | 2025-07-03T02:54:06 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 49.73.53.25 to 11.40.78.249 No additional info | {
"geo_location": "Bangladesh",
"device_hash": "3c2ef10104ce1f6a20456f94267d737c",
"user_agent": "Opera/9.59.(Windows NT 4.0; ku-TR) Presto/2.9.168 Version/10.00",
"session_id": "22ea480b-bfd3-47ee-b678-b3aa79f1132c",
"risk_score": 52.33,
"confidence": 0.35
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 49.73.53.25 to 11.40.78.249 No additional info | null | null | null | null | 49.73.53.25 | 11.40.78.249 | null | null | null | null | null | null | null | null | null | null | ICMP | 255,347 | null | null | null |
120eb85c-1e17-427d-800b-fd6a86054a0e | 2025-03-12T17:03:41 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat physical_tamper Associated Threat Actor: FIN7 noise=tag/blog/wp-content | {
"geo_location": "Togo",
"device_hash": "db43293af569d91ee11df6fbf6c5daad89c6c3bd8edff6077b8964614d2b4419",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_3_5 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/13.9h5363.0 Mobile/77U006 Safari/536.2",
"session_id": "9f7f49c9-23e5-40a4-bce6-ca48b3c1... | null | physical_tamper | null | null | null | Associated Threat Actor: FIN7 | IoT device Thermostat physical_tamper Associated Threat Actor: FIN7 | null | Thermostat | iot-691bbc0c | 2.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3daa5514-5a89-4a5e-b767-69f50dc4e52b | 2025-02-21T21:18:35 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /everybody/deep.png by schultzmichael No additional info | {
"geo_location": "Nigeria",
"device_hash": "f19e41f5d386c35f2be1e578df8b7bbc6deb9aea",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/7243-06-25 15:48:47 Firefox/3.8",
"session_id": "54179968-389b-47aa-81a4-c6f6cd4694a2",
"risk_score": 29.45,
"confidence": 0.32
} | schultzmichael | persistence_mechanism | /everybody/deep.png | 6,029 | powershell.exe | No additional info | Endpoint persistence_mechanism /everybody/deep.png by schultzmichael No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb996858-ba4f-4500-89d2-8d014c6a971d | 2025-01-20T15:30:39 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth challenge for natasha35 via biometric from 16.62.255.181 MITRE Technique: T1059.005 | Associated Threat Actor: APT37 noise=1CFA70EB | {
"geo_location": "Singapore",
"device_hash": "8864770ab2a69b33eef01bcabe311e1dee86b54f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_8) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/50.0.877.0 Safari/536.2",
"session_id": "f4e42462-9594-46db-9b94-0300c03c734d",
"risk_score": 51.51,
"confidenc... | natasha35 | challenge | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: APT37 | Auth challenge for natasha35 via biometric from 16.62.255.181 MITRE Technique: T1059.005 | Associated Threat Actor: APT37 | {
"baseline_deviation": 1.01,
"entropy": 5.24,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 16.62.255.181 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | f7:2d:aa:e8:68:bf |
75be8230-7cb5-46fc-8203-2575e940d7a7 | 2025-02-28T06:50:46 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for jamesruiz via biometric from 54.204.20.109 MITRE Technique: T1204.002 | {
"geo_location": "Serbia",
"device_hash": "64c851d0c9043629e46052607887ac7fb078e3e49e83ebef24262e8d5857f986",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/2257-01-31 00:52:09 Firefox/3.8",
"session_id": "76ee1c79-1da6-4334-9ac0-0175df74997c",
"risk_score": 68.86,
"confidence": 0.53
} | jamesruiz | timeout | null | null | null | MITRE Technique: T1204.002 | Auth timeout for jamesruiz via biometric from 54.204.20.109 MITRE Technique: T1204.002 | null | null | null | null | 54.204.20.109 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 6b:e9:44:d5:10:8a |
3f4e7074-3dc7-4156-a729-a9c24fb36827 | 2025-05-20T21:15:55 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system model_access by sanchezalyssa No additional info | {
"geo_location": "Botswana",
"device_hash": "47304ca18f83fdb6f03eecf72cae860a80f605a60824f9d5a8363c6bae53ec6a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/14.0.803.0 Safari/536.0",
"session_id": "63e624fe-935d-468a-a40b-3583f1a2ec6d",
"risk_score": 26.45,
"c... | sanchezalyssa | model_access | null | null | null | No additional info | AI system model_access by sanchezalyssa No additional info | {
"baseline_deviation": 2.33,
"entropy": 2.82,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-e4920842 | cf062128a933b8fc9911444d5db5f8bd | 77becb5a9aaa8d0ff4030d89916f1092e081aa38 | null | null | null | null | null | null | null |
e7cdfd89-7bbd-4328-949a-c2270f827298 | 2025-04-06T02:26:26 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change walk by fholmes No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "6fed2d56cf8ae46970eb76b8e8cf8b5b2cc8d040b0298ed9ad8a549356e49767",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.1)",
"session_id": "b0c63153-1a94-4a49-9610-4ce3aa8296ad",
"risk_score": 43.56,
"confidence": 0.32
} | fholmes | registry_change | walk | 916 | powershell.exe | No additional info | Endpoint registry_change walk by fholmes No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bc89517b-736c-4e92-baff-7705e6835984 | 2025-01-14T16:31:52 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /cut/establish.jpeg by julie99 Unconventional IOC: UEFI variable tampering | {
"geo_location": "Central African Republic",
"device_hash": "fbbba7196c8a6257c9058bc9b8a7381a0193b9ad",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; nr-ZA; rv:1.9.1.20) Gecko/3945-07-31 19:31:22 Firefox/11.0",
"session_id": "c0897b23-4998-464b-8d84-83e515ce47f9",
"risk_score": 49.08,
"confidence": 0.45
} | julie99 | scheduled_task | /cut/establish.jpeg | 3,565 | powershell.exe | Unconventional IOC: UEFI variable tampering | Endpoint scheduled_task /cut/establish.jpeg by julie99 Unconventional IOC: UEFI variable tampering | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9e0b69e0-f78a-46df-bb67-de48f4c5d88c | 2025-05-26T04:15:48 | 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: Living-off-the-Land detected from 206.75.230.62 targeting 221.108.188.26 No additional info noise=67562BF5 | {
"geo_location": "Eritrea",
"device_hash": "2e1e7bb9d4169a12170096bbbef3ba4621a151caa9dba915c9015bee85dac3fd",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.2) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/28.0.892.0 Safari/534.1",
"session_id": "ee629d2f-3761-4487-a0ff-6254ca4bb51a",
"risk_score": 60.34,
... | null | null | null | null | null | No additional info | Vectra AI Alert: Living-off-the-Land detected from 206.75.230.62 targeting 221.108.188.26 No additional info | null | null | null | null | 206.75.230.62 | 221.108.188.26 | Living-off-the-Land | SIG-7754 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
2c6dc224-45f2-4e0d-8055-1dba974a7fee | 2025-06-22T07:54:49 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth locked for rbond via OAuth from 120.199.230.91 MITRE Technique: T1059.001 | {
"geo_location": "Malawi",
"device_hash": "92a9bb12779a853a0c42eee1051d12799fe6311d",
"user_agent": "Mozilla/5.0 (Android 2.2; Mobile; rv:27.0) Gecko/27.0 Firefox/27.0",
"session_id": "eb5178ba-f001-4bb5-a778-7d0460653e22",
"risk_score": 51.33,
"confidence": 0.09
} | rbond | locked | null | null | null | MITRE Technique: T1059.001 | Auth locked for rbond via OAuth from 120.199.230.91 MITRE Technique: T1059.001 | null | null | null | null | 120.199.230.91 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 22:18:2c:59:b8:69 |
88f12995-d3a1-4cb1-ac45-9b52ca847761 | 2025-03-02T21:11:52 | iot | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Gibraltar",
"device_hash": "71e0de44ade78a8fce6ea0227d9b43c75147f80b",
"user_agent": "Opera/9.23.(X11; Linux i686; bg-BG) Presto/2.9.181 Version/10.00",
"session_id": "09f9c6b8-164a-4af9-9e8c-6533e368f1c7",
"risk_score": 33.74,
"confidence": 0.19
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-1665ae0e | 2.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
529b288e-50b4-41af-af8a-c8f6be97ea3c | 2025-04-01T16:37:04 | firewall | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|info| desc=Firewall deny RDP traffic from 78.241.146.223:28871 to 66.210.156.34:405 No additional info noise=UmVkIHNtYWxsLg== | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "2d91e09e374fd0c27ab9f866337e14b6b4f1bcbc",
"user_agent": "Mozilla/5.0 (Android 3.2.5; Mobile; rv:39.0) Gecko/39.0 Firefox/39.0",
"session_id": "1797a126-44af-4d29-8ce8-3db11406301c",
"risk_score": 66.3,
"confidence": 0.31
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 78.241.146.223:28871 to 66.210.156.34:405 No additional info | null | null | null | null | 78.241.146.223 | 66.210.156.34 | null | null | null | null | null | null | null | null | 28,871 | 405 | RDP | 101,545 | 2,454 | null | null |
116d6a72-bc0a-4166-88dc-a09591f4c3b4 | 2029-10-16T08:00:03 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start dream by millerrenee MITRE Technique: T1059.001 noise=9761CCD5 | {
"geo_location": "Greenland",
"device_hash": "6fa14ef781cb8a9f89e53b1f4ed3c4be94697768f83eb74bc298bbf5aaa2c889",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/38.0.885.0 Mobile/25L203 Safari/536.0",
"session_id": "f8844c19-8d13-4f95-ab7f-6fb3e8768... | millerrenee | process_start | dream | 6,404 | powershell.exe | MITRE Technique: T1059.001 | Endpoint process_start dream by millerrenee MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
58c99b55-0549-461b-83a6-247fe01bf497 | 2025-03-03T20:23:58 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Camera command_injection MITRE Technique: T1110.003 | {
"geo_location": "Venezuela",
"device_hash": "08a507ccf8b23c0b4f94de6cc1b47dca16ab3b49c564f63da6333bee9a4732c2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.19.1 (KHTML, like Gecko) Version/4.0.2 Safari/535.19.1",
"session_id": "5d0cb24e-7197-4ac2-ba80-c80d067c8534",
"ris... | null | command_injection | null | null | null | MITRE Technique: T1110.003 | IoT device Camera command_injection MITRE Technique: T1110.003 | {
"baseline_deviation": 2.54,
"entropy": 7.21,
"frequency_anomaly": false,
"sequence_anomaly": false
} | Camera | iot-83be8e52 | 9.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a3ef5e9b-ad30-4ce6-a36b-acbba00d9397 | 2025-02-06T22:47:58 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by sbrown MITRE Technique: T1110.003 | {
"geo_location": "Anguilla",
"device_hash": "bf558288840201744861dea4c5e056e742e88cbf",
"user_agent": "Opera/9.67.(Windows NT 5.01; lij-IT) Presto/2.9.165 Version/12.00",
"session_id": "b5c02c3d-108e-4a0c-a051-4936bee7fa8f",
"risk_score": 26.96,
"confidence": 0.83
} | sbrown | prompt_injection | null | null | null | MITRE Technique: T1110.003 | AI system prompt_injection by sbrown MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-64db02af | e532b1bcb67ede39a439da90eeb78ac95094319e | 4a71084a711828f8350947e3ddadf162 | null | null | null | null | null | null | null |
3b3b6f15-690d-4e90-a384-7d4c286ee075 | 2025-02-22T19:52:28 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /recently/still.bmp by jessica16 MITRE Technique: T1204.002 | {
"geo_location": "Eritrea",
"device_hash": "558c73ec8cbce468bbc75cbf1177c1ab0e9971de",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/4.0)",
"session_id": "602b67cb-9d27-473b-90b7-8ae6bc13dd06",
"risk_score": 30.46,
"confidence": 0.44
} | jessica16 | wmi_exec | /recently/still.bmp | 7,759 | cmd.exe | MITRE Technique: T1204.002 | Endpoint wmi_exec /recently/still.bmp by jessica16 MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10fc8172-be9c-408a-b8b4-92c44f89538a | 2025-05-20T19:02:36 | network | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 178.122.40.139 to 37.20.255.19 MITRE Technique: T1078.004 | {
"geo_location": "Bulgaria",
"device_hash": "a46188b236130bf383dbf66561d4114bcb6ce374eeead61f92ca757c45628dea",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; ak-GH; rv:1.9.0.20) Gecko/9615-09-10 09:05:36 Firefox/3.6.4",
"session_id": "0a150973-a0a3-41e7-b9aa-d161ee8a3871",
"risk_score": 57.6,
"confidence": 0... | null | data_exfiltration | null | null | null | MITRE Technique: T1078.004 | Network data_exfiltration from 178.122.40.139 to 37.20.255.19 MITRE Technique: T1078.004 | null | null | null | null | 178.122.40.139 | 37.20.255.19 | null | null | null | null | null | null | null | null | null | null | HTTP | 290,883 | null | null | null |
a2de5bbc-483b-48c4-b005-896b25d35e6a | 2025-05-20T08:28:34 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor side_channel MITRE Technique: T1134.001 | {
"geo_location": "Kazakhstan",
"device_hash": "e30d0b45fae9edad980f1b55085c4ef8068be33649e0a9d0c8d1a9a8e5d8924d",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; gv-GB; rv:1.9.1.20) Gecko/2553-01-24 15:52:35 Firefox/3.8",
"session_id": "86546b9a-1d0a-4024-8361-5f641418d33e",
"risk_score": 61.76,
"conf... | null | side_channel | null | null | null | MITRE Technique: T1134.001 | IoT device Sensor side_channel MITRE Technique: T1134.001 | null | Sensor | iot-1eae8010 | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4c61e81f-5ab3-4f77-9336-a29db6c5c194 | 2025-05-05T04:21:19 | cloud | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in OCI by qcarter No additional info noise=wp-content/main | {
"geo_location": "American Samoa",
"device_hash": "f290e1797e614b149a3ec11d1b56b7e5f398622200cf31d1d4a17377931e6326",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 13_5_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/45.0.863.0 Mobile/56S018 Safari/536.2",
"session_id": "0d7601e8-e122-4fde-bda... | qcarter | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by qcarter No additional info | null | null | null | null | null | null | null | null | null | OCI | res-2fe4faf3 | null | null | null | null | null | null | null | null | null | null |
a2bf07e1-45bc-45e6-8510-1c7081b35368 | 2025-04-13T21:25:40 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall allow NTP traffic from 173.133.49.154:503 to 28.214.42.207:447 No additional info | {
"geo_location": "Bolivia",
"device_hash": "35b107fad44c3ade4a4c9669a64eee383b44cafe4cd4284277a7d40e34d0e6e2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/14.7k5793.0 Mobile/30D873 Safari/533.1",
"session_id": "30cc4b41-45a5-48fa-8c7e-752d9215... | null | allow | null | null | null | No additional info | Firewall allow NTP traffic from 173.133.49.154:503 to 28.214.42.207:447 No additional info | null | null | null | null | 173.133.49.154 | 28.214.42.207 | null | null | null | null | null | null | null | null | 503 | 447 | NTP | 680,732 | 3 | null | null |
12e5a51f-aaf9-41dd-b82d-e98d62f8ba8a | 2025-01-24T16:44:07 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by pattonandrew No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "2c54d8b828445e6282b8342c19f351317f39bca7",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/43.0.815.0 Safari/535.0",
"session_id": "74a02a36-7531-4412-a41b-56354ed94b84",
"risk_score": 89.81,
"con... | pattonandrew | model_access | null | null | null | No additional info | AI system model_access by pattonandrew No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8f9361a9 | a0c9937dcd7c5c676ab63613ecccac362c3113a1 | 2c4d0a7696932156b3ff9030cd04854a | null | null | null | null | null | null | null |
0ea365dd-ca39-4582-a2eb-619a5d3ff98c | 2025-06-07T08:50:07 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in AWS by swansonalicia MITRE Technique: T1204.002 | {
"geo_location": "Moldova",
"device_hash": "1a02c5641f338dab37baaa20ff12d964",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.1.6 (KHTML, like Gecko) Version/4.0.1 Safari/534.1.6",
"session_id": "7262dc03-4ef5-4e56-9dc0-ef3d9227c47e",
"risk_score": 49.7,
"confidence": 0.8
} | swansonalicia | lambda_execution | null | null | null | MITRE Technique: T1204.002 | Cloud lambda_execution in AWS by swansonalicia MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | AWS | res-7223557f | null | null | null | null | null | null | null | null | null | null |
cfc5ca28-1c7f-458f-a1c5-5aedd3c7a8b8 | 2025-01-27T20:05:25 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall allow TCP traffic from 102.133.8.26:826 to 40.24.33.29:61105 No additional info | {
"geo_location": "Cape Verde",
"device_hash": "515c3aea8371c7adb40bf0eea7b74773",
"user_agent": "Mozilla/5.0 (Android 4.3.1; Mobile; rv:61.0) Gecko/61.0 Firefox/61.0",
"session_id": "44f5acab-b20e-4d68-a5ac-21f4a7ae9972",
"risk_score": 14.55,
"confidence": 0.54
} | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 102.133.8.26:826 to 40.24.33.29:61105 No additional info | null | null | null | null | 102.133.8.26 | 40.24.33.29 | null | null | null | null | null | null | null | null | 826 | 61,105 | TCP | 753,982 | 411 | null | null |
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