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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2fd318df-e705-4358-b92f-fc8df0f1cd1a | 2025-07-10T21:58:05 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec from by ubeasley No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "3ef8edd412e47dea19f60f8469e3a60f1c8f7075",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/9436-09-20 21:36:04 Firefox/3.8",
"session_id": "2de26307-9d1a-42f1-953c-dc468ac89d58",
"risk_score": 49.54,
"confidence": 0.34
} | ubeasley | wmi_exec | from | 5,422 | explorer.exe | No additional info | Endpoint wmi_exec from by ubeasley No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3703cfe1-7c1a-41d2-bf68-e4e7cb9f33fe | 2025-02-06T10:48:03 | firewall | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect DNS traffic from 162.34.226.178:572 to 209.168.237.251:539 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "347d9561f652e60b67275f856e1fa70d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/10.5d7205.0 Mobile/09X919 Safari/535.2",
"session_id": "30e1ddb4-3368-43ca-91ab-7168e2f50f5e",
"risk_score": 48.55,
... | null | inspect | null | null | null | No additional info | Firewall inspect DNS traffic from 162.34.226.178:572 to 209.168.237.251:539 No additional info | null | null | null | null | 162.34.226.178 | 209.168.237.251 | null | null | null | null | null | null | null | null | 572 | 539 | DNS | 61,012 | 3,352 | null | null |
5c5ab45b-1592-415e-9b5a-e41f220763cc | 2025-05-07T02:48:14 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine TCP traffic from 7.125.68.247:343 to 159.255.40.195:49002 No additional info | {
"geo_location": "Italy",
"device_hash": "62e4d471ab0d6db10923a2361f4545aaaae72d0d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; mhr-RU) AppleWebKit/533.15.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6533.15.4",
"session_id": "e2696378-6f11-4ad3-8b78-a467574e45bf",
"risk... | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 7.125.68.247:343 to 159.255.40.195:49002 No additional info | null | null | null | null | 7.125.68.247 | 159.255.40.195 | null | null | null | null | null | null | null | null | 343 | 49,002 | TCP | 756,137 | 434 | null | null |
ada95d6f-f6c5-4f2d-a170-32b7cabcb3df | 2025-05-21T04:06:53 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth locked for crystalbaker via password from 135.85.198.71 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "d0a52cad64da9ba6ae07c1489400389b876b6bbb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/11.9d8302.0 Mobile/37R120 Safari/532.1",
"session_id": "7442ff59-bc12-4be6-ad2a-54d3627dfbf9",
"risk_... | crystalbaker | locked | null | null | null | No additional info | Auth locked for crystalbaker via password from 135.85.198.71 No additional info | null | null | null | null | 135.85.198.71 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | b5:16:13:20:8c:2a |
0587d8b9-8957-410a-be97-2fdc3711ee68 | 2025-03-11T00:09:38 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for robert79 via MFA from 208.78.87.141 No additional info | {
"geo_location": "Belgium",
"device_hash": "c948254190b8ffe51948534e880a79da653534723f4599b5115eb8dc5e4a51e4",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_5 rv:2.0; is-IS) AppleWebKit/533.17.3 (KHTML, like Gecko) Version/4.0.3 Safari/533.17.3",
"session_id": "641beca9-ef01-43e2-9aac-bbd476e1360a... | robert79 | timeout | null | null | null | No additional info | Auth timeout for robert79 via MFA from 208.78.87.141 No additional info | {
"baseline_deviation": 2.3,
"entropy": 7.05,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 208.78.87.141 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 71:a2:2c:c9:f1:28 |
d89b5132-b045-4fce-8b7a-c71320488403 | 2025-05-19T03:29:05 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny SSH traffic from 150.32.197.222:40397 to 202.221.224.129:55587 Unconventional IOC: ACPI table modifications | {
"geo_location": "Dominican Republic",
"device_hash": "fb3ea768dc680e6523b221ed4fc9310e2c01c519",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/5.0)",
"session_id": "ca3ce8d6-5c9c-436e-98c2-7cbb234bd1b6",
"risk_score": 67.89,
"confidence": 0.72
} | null | deny | null | null | null | Unconventional IOC: ACPI table modifications | Firewall deny SSH traffic from 150.32.197.222:40397 to 202.221.224.129:55587 Unconventional IOC: ACPI table modifications | null | null | null | null | 150.32.197.222 | 202.221.224.129 | null | null | null | null | null | null | null | null | 40,397 | 55,587 | SSH | 643,646 | 1,324 | null | null |
85fe17c2-a0ed-4a96-950d-64c2515f6b38 | 2025-07-03T23:01:43 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in AWS by vrobinson No additional info | {
"geo_location": "Indonesia",
"device_hash": "ea6e20de277e5b681a5f8a88899c7355",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.1)",
"session_id": "693c4702-c812-4bda-8aa1-5947ee690606",
"risk_score": 79.01,
"confidence": 0.62
} | vrobinson | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in AWS by vrobinson No additional info | null | null | null | null | null | null | null | null | null | AWS | res-5999449e | null | null | null | null | null | null | null | null | null | null |
a47984cc-be51-456d-b04b-7a1fc1427533 | 2025-02-16T11:13:49 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in GCP by victoriataylor No additional info | {
"geo_location": "Iran",
"device_hash": "f7be444ed5c521045447b51662713f63260d7637",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/531.48.2 (KHTML, like Gecko) Version/5.0.1 Safari/531.48.2",
"session_id": "b455c4c1-d065-48d2-9315-86e04be811e9",
"risk_score": 49.34,
"confidence": 0.32
} | victoriataylor | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by victoriataylor No additional info | null | null | null | null | null | null | null | null | null | GCP | res-de319027 | null | null | null | null | null | null | null | null | null | null |
6c97b43a-dbe1-4db4-b93b-530845c530f2 | 2025-01-24T10:15:44 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTP traffic from 40.230.165.172:17442 to 10.165.194.138:738 No additional info | {
"geo_location": "Turkey",
"device_hash": "38a81a4aad6f9380268a9ed407341068edf2cac0",
"user_agent": "Mozilla/5.0 (Android 13; Mobile; rv:64.0) Gecko/64.0 Firefox/64.0",
"session_id": "ebdce1b5-3b6a-4d51-91eb-7d83ded88161",
"risk_score": 67.5,
"confidence": 0.62
} | null | log-only | null | null | null | No additional info | Firewall log-only HTTP traffic from 40.230.165.172:17442 to 10.165.194.138:738 No additional info | null | null | null | null | 40.230.165.172 | 10.165.194.138 | null | null | null | null | null | null | null | null | 17,442 | 738 | HTTP | 857,376 | 2,587 | null | null |
4915628a-1040-48d1-8715-1b231feab104 | 2025-04-26T06:19:57 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper No additional info | {
"geo_location": "Malta",
"device_hash": "fc9b7592ec5b9145c4cb2b47319e9fb8",
"user_agent": "Opera/9.30.(X11; Linux i686; bo-CN) Presto/2.9.160 Version/12.00",
"session_id": "48918fd5-fab8-4d23-8fc2-57513f07d6c9",
"risk_score": 53.55,
"confidence": 0.34
} | null | physical_tamper | null | null | null | No additional info | IoT device Camera physical_tamper No additional info | null | Camera | iot-0a40f591 | 6.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5c8fe2f0-ebd0-4313-8751-5083f60090fb | 2023-12-22T07:09:56 | auth | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for browntravis via key from 59.216.165.1 Associated Threat Actor: Sandworm Team | {
"geo_location": "Denmark",
"device_hash": "9dd0c215ec87436b61667276b0de117629a44086c693f2473c9b6d4091498831",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/54.0.822.0 Mobile/89R635 Safari/534.2",
"session_id": "56a57729-a031-4992-af3b-7370ac0fe9... | browntravis | locked | null | null | null | Associated Threat Actor: Sandworm Team | Auth locked for browntravis via key from 59.216.165.1 Associated Threat Actor: Sandworm Team | {
"baseline_deviation": 2.04,
"entropy": 3.67,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 59.216.165.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 57:e8:cb:8b:5c:03 |
7b58ece7-101a-421c-b972-0a666f14477f | 2025-06-20T03:07:47 | firewall | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|low| desc=Firewall allow UDP traffic from 193.183.10.145:29 to 161.156.109.143:466 MITRE Technique: T1078.004 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "5ff2fa56a8bb85c7762736135027679f",
"user_agent": "Mozilla/5.0 (Android 2.3.6; Mobile; rv:53.0) Gecko/53.0 Firefox/53.0",
"session_id": "088e5697-a890-4c08-b532-e3d929b65bc9",
"risk_score": 60.61,
"confidence": 0.85
} | null | allow | null | null | null | MITRE Technique: T1078.004 | Firewall allow UDP traffic from 193.183.10.145:29 to 161.156.109.143:466 MITRE Technique: T1078.004 | null | null | null | null | 193.183.10.145 | 161.156.109.143 | null | null | null | null | null | null | null | null | 29 | 466 | UDP | 968,202 | 2,529 | null | null |
c73605c7-4975-4757-a45f-e97653b6c53b | 2025-02-14T17:09:22 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine DNS traffic from 175.219.240.36:1019 to 208.74.147.73:421 MITRE Technique: T1204.002 | Associated Threat Actor: Inception Framework | {
"geo_location": "North Korea",
"device_hash": "0104209a93bab387c95acc0bcd4b8f17",
"user_agent": "Opera/9.56.(X11; Linux x86_64; ks-IN) Presto/2.9.182 Version/11.00",
"session_id": "4334d02a-f70c-4ad1-8e27-06dbc3f2033f",
"risk_score": 68.95,
"confidence": 0.94
} | null | quarantine | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: Inception Framework | Firewall quarantine DNS traffic from 175.219.240.36:1019 to 208.74.147.73:421 MITRE Technique: T1204.002 | Associated Threat Actor: Inception Framework | null | null | null | null | 175.219.240.36 | 208.74.147.73 | null | null | null | null | null | null | null | null | 1,019 | 421 | DNS | 491,457 | 351 | null | null |
dff42d76-f241-4f05-a686-aae5857cd9e3 | 2025-07-10T15:12:05 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by saramercado MITRE Technique: T1110.003 | {
"geo_location": "North Macedonia",
"device_hash": "2e576abb7ae4ff651db4d9e6dafdadaf2eeec65c",
"user_agent": "Opera/8.12.(X11; Linux x86_64; aa-DJ) Presto/2.9.182 Version/11.00",
"session_id": "10e9f8af-dc63-44eb-adb9-d603b3e084fb",
"risk_score": 22.22,
"confidence": 0.38
} | saramercado | model_inversion | null | null | null | MITRE Technique: T1110.003 | AI system model_inversion by saramercado MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-d3c45ce9 | ba5a3cef42475bc26d1d480067aacdf698c12b44fc1da6b303e6ad92782b412c | 8b0abc7bc0113dd016177556b7db6313f3df5fe8 | null | null | null | null | null | null | null |
b7b2c1e1-7e34-4318-a5a1-3fb0b5605e03 | 2025-04-12T23:04:54 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint powershell_exec /professor/front.png by josephmorrison No additional info | {
"geo_location": "Guernsey",
"device_hash": "9d9bef6bd6f0d93c55ba779399a83e57",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/54.0.842.0 Safari/536.0",
"session_id": "acae9a1e-abf1-478c-8096-a2e3f33713e1",
"risk_score": 78.6,
"confidence": 0.52
} | josephmorrison | powershell_exec | /professor/front.png | 5,571 | powershell.exe | No additional info | Endpoint powershell_exec /professor/front.png by josephmorrison No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fc1d555d-f0cf-4d01-b352-a2da4fd51152 | 2025-03-30T16:04:38 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Alibaba by wryan MITRE Technique: T1574.002 | {
"geo_location": "Wallis and Futuna",
"device_hash": "195ff71801133d5310456a6cbc6b3c3d9485d906bcd5012a15f378cecfc7db62",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.20.6 (KHTML, like Gecko) Version/4.0 Safari/535.20.6",
"session_id": "30cac067-d54d-4905-bb5a-8cd9814bd206",
"risk_s... | wryan | api_abuse | null | null | null | MITRE Technique: T1574.002 | Cloud api_abuse in Alibaba by wryan MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | Alibaba | res-977365e2 | null | null | null | null | null | null | null | null | null | null |
5bc2a11a-c374-4d81-a5c8-c5756bb9ec20 | 2025-02-06T11:10:35 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth timeout for csingleton via passwordless from 162.204.97.22 MITRE Technique: T1566.001 | {
"geo_location": "Montserrat",
"device_hash": "e9604f359c6985707773c4fb3656cee5",
"user_agent": "Opera/8.34.(Windows NT 4.0; is-IS) Presto/2.9.170 Version/11.00",
"session_id": "132f02a7-4e74-4a89-88ff-04a24e634a55",
"risk_score": 55.02,
"confidence": 0.13
} | csingleton | timeout | null | null | null | MITRE Technique: T1566.001 | Auth timeout for csingleton via passwordless from 162.204.97.22 MITRE Technique: T1566.001 | null | null | null | null | 162.204.97.22 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 29:5c:b1:71:cc:2c |
db4dd0fd-0f91-4d81-a12e-20cbfb42cbf5 | 2025-05-05T04:43:57 | firewall | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine RDP traffic from 15.162.2.1:507 to 10.228.5.248:595 No additional info noise=WW91Lg== | {
"geo_location": "China",
"device_hash": "ebb336cdb6257d7d1d2e11280f0f3a77c6bc666b66a09710416a9017a6dae773",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/60.0.845.0 Mobile/57W600 Safari/536.2",
"session_id": "e88cd4cc-d5cd-4550-973d-5f45882... | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 15.162.2.1:507 to 10.228.5.248:595 No additional info | null | null | null | null | 15.162.2.1 | 10.228.5.248 | null | null | null | null | null | null | null | null | 507 | 595 | RDP | 72,465 | 3,296 | null | null |
40575d7d-c6d5-4d27-94fc-c657e710d8ca | 2025-03-19T00:56:30 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Kuwait",
"device_hash": "0e0a9f095faf4c965def0fe861e4ab81e8bbdf0f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/3.0)",
"session_id": "72f284b7-c187-4faa-bc40-b9524558f074",
"risk_score": 66.54,
"confidence": 0.67
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-c3cd1fe6 | 3.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
77f1b036-6182-497d-9d64-c09ecf639a44 | 2025-03-29T22:32:31 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by melissabowman No additional info | {
"geo_location": "Northern Mariana Islands",
"device_hash": "51c9e1299aa735b3dc463985f59ffe72",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.5) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/21.0.887.0 Safari/536.1",
"session_id": "d1fb9838-e195-4c34-8821-15e3283e5e7f",
"risk_score": 59.99,
"confidence": 0... | melissabowman | fine_tuning | null | null | null | No additional info | AI system fine_tuning by melissabowman No additional info | null | null | null | null | null | null | null | null | null | null | null | model-fbaaad50 | 3b2dbdd63a5f517ac097e3a00574c938 | dad5408c76a97187cb89cd80378deef36b6335ad4f622878ce9e4cc954288426 | null | null | null | null | null | null | null |
03cec950-d194-4977-93d3-3db4c3fccb8d | 2025-05-22T11:35:03 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change approach by ericwalton No additional info | {
"geo_location": "Congo",
"device_hash": "bbeb3f200d0c5e74a5bc8bdb0d95b6ee8e85d905",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/39.0.848.0 Safari/535.2",
"session_id": "e89ed31b-71e1-41cb-803b-87f4800ba8c1",
"risk_score": 60.89,
"confidence": 0.95
} | ericwalton | registry_change | approach | 9,571 | explorer.exe | No additional info | Endpoint registry_change approach by ericwalton No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
051dacbf-f329-42b9-8c51-dc302b5a90fc | 2025-03-16T06:05:56 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in AWS by weekschristian Unconventional IOC: Power consumption spikes | {
"geo_location": "Northern Mariana Islands",
"device_hash": "b73310ec4d4383930eed514e233c6725789db2226c68074a1a1f8bf43c6d9c45",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/5.0)",
"session_id": "39dfe543-e7c4-4607-b743-ba19fbec7afa",
"risk_score": 36.71,
"confidence": 0.33
} | weekschristian | container_escape | null | null | null | Unconventional IOC: Power consumption spikes | Cloud container_escape in AWS by weekschristian Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | AWS | res-188cd141 | null | null | null | null | null | null | null | null | null | null |
3eca5e60-532d-4cfe-beb2-115bbf815bae | 2025-02-23T00:01:51 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in OCI by vgraham Associated Threat Actor: TA505 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Martinique",
"device_hash": "814f22b0ed7c2a928308354204d2ed7fb745bb18",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/15.0.840.0 Safari/532.1",
"session_id": "7af60c97-a01e-426a-92dd-73764ca5b7d3",
"risk_score": 46.7,
"confidence": 0.57
} | vgraham | crypto_mining | null | null | null | Associated Threat Actor: TA505 | Unconventional IOC: CPU microcode changes | Cloud crypto_mining in OCI by vgraham Associated Threat Actor: TA505 | Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | OCI | res-6155eefc | null | null | null | null | null | null | null | null | null | null |
853925a2-8461-489a-b708-d40ff74da7d0 | 2025-03-21T09:41:46 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task senior by robert60 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "e802dcdc4570c1d97af1a4090c50d9e16fdb1f3205aaed9f9e542e43cc6646e9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/3.0)",
"session_id": "1bf3528f-36f7-4aa6-b67c-92ed8aae5a6d",
"risk_score": 53.85,
"confidence": 0.35
} | robert60 | scheduled_task | senior | 8,773 | cmd.exe | No additional info | Endpoint scheduled_task senior by robert60 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7272de90-5db5-4393-9fe1-622a2a4799fb | 2025-06-01T22:28:24 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Azure by panderson No additional info | {
"geo_location": "Malaysia",
"device_hash": "62221f01624563a02feb889480e24f11a238dfc2",
"user_agent": "Opera/9.97.(Windows NT 5.0; wal-ET) Presto/2.9.178 Version/11.00",
"session_id": "8950cd62-d346-47d4-9c81-ead64368b6b2",
"risk_score": 44.6,
"confidence": 0.51
} | panderson | config_change | null | null | null | No additional info | Cloud config_change in Azure by panderson No additional info | null | null | null | null | null | null | null | null | null | Azure | res-c01c0d3c | null | null | null | null | null | null | null | null | null | null |
77870b27-098c-4c64-be9a-600abc95cd3c | 2025-07-04T10:29:00 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /movement/debate.mov by wrightkelly MITRE Technique: T1218.011 | {
"geo_location": "Guatemala",
"device_hash": "a7ee0711db305a668ee3f1517a4e627d",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 4_3_5 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/21.0.842.0 Mobile/13P008 Safari/533.1",
"session_id": "18d3e4d3-676c-45b8-93df-e0bfad5f79a6",
"risk_score": 62.01... | wrightkelly | file_access | /movement/debate.mov | 9,256 | cmd.exe | MITRE Technique: T1218.011 | Endpoint file_access /movement/debate.mov by wrightkelly 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 |
d359712f-4b62-4ab2-82bf-b50828b722b0 | 2025-03-24T02:26:19 | network | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 21.134.58.173 to 23.16.121.145 No additional info | {
"geo_location": "Montenegro",
"device_hash": "06af928f01b7a87df0766ad1679bdaf1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/3.1)",
"session_id": "904c4873-c6ca-41bf-9891-7289041106fc",
"risk_score": 41.61,
"confidence": 0.87
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 21.134.58.173 to 23.16.121.145 No additional info | null | null | null | null | 21.134.58.173 | 23.16.121.145 | null | null | null | null | null | null | null | null | null | null | HTTPS | 781,552 | null | null | null |
97d4fcf0-c5a7-4fe9-a752-cd5082d3f8a6 | 2025-03-24T14:49:50 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth challenge for megan05 via password from 189.210.122.201 MITRE Technique: T1053.005 | {
"geo_location": "Cuba",
"device_hash": "449fcbd588bca8cb7ae4130ce9b4f65b",
"user_agent": "Opera/9.13.(Windows 98; ky-KG) Presto/2.9.162 Version/11.00",
"session_id": "67f8c767-8792-4095-ac99-d23040a26084",
"risk_score": 40.66,
"confidence": 0.12
} | megan05 | challenge | null | null | null | MITRE Technique: T1053.005 | Auth challenge for megan05 via password from 189.210.122.201 MITRE Technique: T1053.005 | null | null | null | null | 189.210.122.201 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | b4:8c:8e:e5:5d:9e |
aa654393-1459-4e2b-b55a-c8c0550a9fc1 | 2025-04-12T16:21:14 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change third by linda33 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "f1015e0df211a92d55792c1d0a188e95e00d0231",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/8823-10-15 06:04:02 Firefox/8.0",
"session_id": "5595f78f-4abe-425f-8055-580699199298",
"risk_score": 49.11,
"confidence": 0.57
} | linda33 | registry_change | third | 7,267 | cmd.exe | No additional info | Endpoint registry_change third by linda33 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6d2033df-4d8c-4334-acda-6ced32668b9f | 2025-03-11T01:30:17 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth failed for kimberly10 via MFA from 101.234.216.248 MITRE Technique: T1204.002 | {
"geo_location": "United Arab Emirates",
"device_hash": "5d8086149934f1b44d915888552e2c99adf205cee6359b72e15367c9e56f7aae",
"user_agent": "Opera/8.92.(X11; Linux i686; hy-AM) Presto/2.9.160 Version/10.00",
"session_id": "9b414c74-4b50-4740-a5ed-a809be9a2eb9",
"risk_score": 62.64,
"confidence": 0.06
} | kimberly10 | failed | null | null | null | MITRE Technique: T1204.002 | Auth failed for kimberly10 via MFA from 101.234.216.248 MITRE Technique: T1204.002 | null | null | null | null | 101.234.216.248 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 32:57:66:c7:51:d2 |
6fbb012c-9049-4907-8078-2bbb315fc1c0 | 2023-02-26T16:46:10 | endpoint | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop view by ehinton No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "9bac0485e47ebdfdecc2339a6580aa91b3752818bfe498362e0f70f77699382b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.0)",
"session_id": "ab5326e4-1a68-4397-a29c-c30fa8d5021a",
"risk_score": 22.96,
"confidence": 0.72
} | ehinton | process_stop | view | 8,782 | explorer.exe | No additional info | Endpoint process_stop view by ehinton No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8486b474-6a41-42cb-9441-ea65dd930264 | 2025-04-18T23:42:19 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by helenpatel MITRE Technique: T1078.004 | {
"geo_location": "Angola",
"device_hash": "b1c7110c9b18d0a7ef48a6fd9f31d886a3d6c24f",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/31.0.822.0 Safari/533.1",
"session_id": "423b8bde-9dd8-4084-8469-1536630a326f",
"risk_score": 7.55,
"confidence": 0.98
} | helenpatel | api_abuse | null | null | null | MITRE Technique: T1078.004 | AI system api_abuse by helenpatel MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-327c7684 | 6c9f25f7236cab208e06b85f08835c0c | c9d1aa20dc0b03063d815d1f755a1096b835504e | null | null | null | null | null | null | null |
b6169e07-253b-4a6b-9bfb-f91b210d935c | 2025-02-28T12:24:51 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: Brute Force detected from 10.113.203.115 targeting 99.249.21.49 No additional info | {
"geo_location": "India",
"device_hash": "f81d058d2f391e113b54cf3188a8c1a770ebf54b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_3) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/30.0.823.0 Safari/534.2",
"session_id": "5fa35d62-3b73-4cb3-ba1c-1837479dc47f",
"risk_score": 43.2,
"confidence": 0... | null | null | null | null | null | No additional info | ArcSight Alert: Brute Force detected from 10.113.203.115 targeting 99.249.21.49 No additional info | null | null | null | null | 10.113.203.115 | 99.249.21.49 | Brute Force | SIG-1058 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
08ad2707-9756-45e8-a53d-6c2e7ce709f4 | 2025-02-05T23:51:32 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access finish by bakerdestiny No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "687be51cdc959d9f37a45a3e5f418f490e594f0a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.13.7 (KHTML, like Gecko) Version/4.1 Safari/531.13.7",
"session_id": "677a8623-4470-4c3f-940f-72628f1c92fd",
"risk_score": 35.18,
"confidence": 0.34... | bakerdestiny | file_access | finish | 4,151 | powershell.exe | No additional info | Endpoint file_access finish by bakerdestiny No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a2124336-ba70-4756-9e74-088d280fc625 | 2025-02-18T20:09:03 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by harringtonmegan MITRE Technique: T1218.011 | {
"geo_location": "Chile",
"device_hash": "90c2c479bba8f16c10af8debe5c32ee71ddc509e01042ca5579d6ffc9841055a",
"user_agent": "Opera/8.94.(Windows NT 6.1; hu-HU) Presto/2.9.167 Version/10.00",
"session_id": "ec1565b4-2935-4324-bb1a-a67484e2fc06",
"risk_score": 44.06,
"confidence": 0.29
} | harringtonmegan | prompt_injection | null | null | null | MITRE Technique: T1218.011 | AI system prompt_injection by harringtonmegan MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | model-36fdb637 | 453419ea68ccdd1ccd57bb1693aa5c888a36f33fc37f9cbb23291f57f5192de6 | d596e09152beeb1f942b74c7a359946619c028245b5cb3a9a8338babaf77671c | null | null | null | null | null | null | null |
0e82e4b6-d854-488a-94b7-c6ff41c3d78b | 2025-02-13T11:48:59 | ids_alert | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|low| desc=Microsoft Sentinel Alert: Port Scan detected from 176.116.214.173 targeting 173.198.134.235 No additional info noise=list/category/app | {
"geo_location": "Norway",
"device_hash": "1be00d92a66e50327debebcf9dcb65cb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/3.0)",
"session_id": "773e0bf3-66a0-4860-93f1-f72ffc6f7694",
"risk_score": 63.36,
"confidence": 0.06
} | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: Port Scan detected from 176.116.214.173 targeting 173.198.134.235 No additional info | null | null | null | null | 176.116.214.173 | 173.198.134.235 | Port Scan | SIG-1425 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
6672ede9-cbae-4df2-a386-a2e1b7d8a7f1 | 2025-05-06T08:03:20 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth locked for donaldweaver via OAuth from 10.117.105.191 Associated Threat Actor: APT41 | {
"geo_location": "Maldives",
"device_hash": "b0faf4e2afceb32a9bbd8580a8133d221c138340c4dd10c0a9e1a6a1c065cec6",
"user_agent": "Opera/8.82.(Windows NT 6.0; so-DJ) Presto/2.9.175 Version/10.00",
"session_id": "0b905dd0-1725-44f7-9b55-8f6138e63371",
"risk_score": 59.87,
"confidence": 0.88
} | donaldweaver | locked | null | null | null | Associated Threat Actor: APT41 | Auth locked for donaldweaver via OAuth from 10.117.105.191 Associated Threat Actor: APT41 | null | null | null | null | 10.117.105.191 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | c5:d7:45:b6:12:5f |
e7ac9ebc-e06c-4841-a8e8-3d2ac277c8a7 | 2025-06-25T04:55:25 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine NTP traffic from 125.67.149.118:220 to 116.252.128.109:232 No additional info noise=56E4839B | {
"geo_location": "Afghanistan",
"device_hash": "aa0bd19246e06d0fc088b027a21bce958a72257e",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; sl-SI; rv:1.9.0.20) Gecko/3890-06-30 19:56:49 Firefox/7.0",
"session_id": "e6acd711-3a32-427e-8504-f62de371abbe",
"risk_score": 67.59,
"confidence": 0.66
} | null | quarantine | null | null | null | No additional info | Firewall quarantine NTP traffic from 125.67.149.118:220 to 116.252.128.109:232 No additional info | null | null | null | null | 125.67.149.118 | 116.252.128.109 | null | null | null | null | null | null | null | null | 220 | 232 | NTP | 769,824 | 2,198 | null | null |
3e9bbe0d-2651-4e61-bd22-71c5c9c22973 | 2025-04-19T08:11:38 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Alibaba by mjohnson No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "8e12d80641c3da1031c62ed3f51b20be",
"user_agent": "Opera/8.41.(Windows CE; ko-KR) Presto/2.9.164 Version/11.00",
"session_id": "1ed7b038-592f-4c81-a904-3789bf0bd00c",
"risk_score": 53.34,
"confidence": 0.53
} | mjohnson | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by mjohnson No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-7897cd5f | null | null | null | null | null | null | null | null | null | null |
f8c6a3d1-819a-4529-b50c-cfab7ea20ae9 | 2023-11-14T08:49:23 | firewall | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|info| desc=Firewall allow NTP traffic from 69.129.233.249:185 to 10.176.55.215:445 No additional info noise=BBF437EE | {
"geo_location": "Brunei Darussalam",
"device_hash": "fdee80db4f0124d3af1493ba96607d493eb59f52f16e723b115eba84273b961c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/3.0)",
"session_id": "35dd42a9-8921-46bc-92b8-674470d72f95",
"risk_score": 57.73,
"confidence": 0.68
} | null | allow | null | null | null | No additional info | Firewall allow NTP traffic from 69.129.233.249:185 to 10.176.55.215:445 No additional info | null | null | null | null | 69.129.233.249 | 10.176.55.215 | null | null | null | null | null | null | null | null | 185 | 445 | NTP | 467,998 | 2,965 | null | null |
b3b3167a-cc06-42ba-8e1d-a367fab6d8dc | 2025-06-23T19:46:30 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for bboyd via key from 70.113.203.87 No additional info | {
"geo_location": "India",
"device_hash": "7a785876f74ed2e5dc3c1b2cb47455efac083e5c",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) FxiOS/16.7k9479.0 Mobile/14A884 Safari/535.2",
"session_id": "f9c23959-1693-4625-8689-ec674d05273d",
"risk_score":... | bboyd | challenge | null | null | null | No additional info | Auth challenge for bboyd via key from 70.113.203.87 No additional info | null | null | null | null | 70.113.203.87 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 51:b7:69:27:f8:a8 |
ee5a5bea-f382-4116-8db5-4027a19cf51a | 2027-11-03T13:26:00 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine RDP traffic from 223.90.207.76:36740 to 180.98.26.44:26124 MITRE Technique: T1204.002 | Unconventional IOC: TPM attestation failures | {
"geo_location": "Tokelau",
"device_hash": "94813dd1243e4b515abbc8645a52f89ad4940bc86eeb53f305bd6ec31395b2d1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_4 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/48.0.878.0 Mobile/97G381 Safari/536.1",
"session_id": "b3fa59cc-a1fc-44cf-9b6f-c46268bc2... | null | quarantine | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: TPM attestation failures | Firewall quarantine RDP traffic from 223.90.207.76:36740 to 180.98.26.44:26124 MITRE Technique: T1204.002 | Unconventional IOC: TPM attestation failures | null | null | null | null | 223.90.207.76 | 180.98.26.44 | null | null | null | null | null | null | null | null | 36,740 | 26,124 | RDP | 651,555 | 3,383 | null | null |
361ba9e8-d970-4cc5-a991-93cf79399f3d | 2025-04-16T20:30:55 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Ukraine",
"device_hash": "a7dc1a64831939eb6448dac390bc28d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.0)",
"session_id": "3323a1ae-b121-496c-acc7-a15f517b82ab",
"risk_score": 69.91,
"confidence": 0.23
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | null | Sensor | iot-844098f8 | 3.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
915bed63-69a7-4d4a-b78c-58ab4c1733d6 | 2027-01-03T17:35:42 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "Korea",
"device_hash": "f1bddf1db92f57f52079c2b2b70fecb9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; lt-LT) AppleWebKit/532.3.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6532.3.1",
"session_id": "a6993036-2761-438b-a725-a3a2af7221f6",
"risk_score": 72... | null | protocol_violation | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | null | Thermostat | iot-b2185b77 | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
374123ab-6d22-47e5-a89e-541e0100e5e4 | 2025-05-27T08:53:23 | cloud | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in OCI by lori02 MITRE Technique: T1059.005 | Associated Threat Actor: APT35 | {
"geo_location": "Panama",
"device_hash": "ec2c711b6f5860d7893457d94263976e",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ber-MA) AppleWebKit/533.15.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6533.15.5",
"session_id": "5f6541d5-1b58-4634-85be-2ec5cc2fcb5b",
"risk_score"... | lori02 | container_escape | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: APT35 | Cloud container_escape in OCI by lori02 MITRE Technique: T1059.005 | Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | OCI | res-64b89d2d | null | null | null | null | null | null | null | null | null | null |
d1018eca-2f5e-47a8-b478-022cceb6212e | 2025-01-12T23:42:43 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network disconnection from 149.230.93.113 to 119.173.141.109 MITRE Technique: T1204.002 | {
"geo_location": "Madagascar",
"device_hash": "2d682eafba27202e6fa0d5a3bb154924",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.0)",
"session_id": "9e4fbcf3-dd52-48f7-bf54-55e9ff872fed",
"risk_score": 51.69,
"confidence": 0.12
} | null | disconnection | null | null | null | MITRE Technique: T1204.002 | Network disconnection from 149.230.93.113 to 119.173.141.109 MITRE Technique: T1204.002 | null | null | null | null | 149.230.93.113 | 119.173.141.109 | null | null | null | null | null | null | null | null | null | null | HTTPS | 148,359 | null | null | null |
5daa8e0c-2ffe-4743-81da-90e34d5cf7e4 | 2025-03-29T07:46:09 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Zero-Day Exploit detected from 10.115.39.111 targeting 79.190.152.169 MITRE Technique: T1574.002 | {
"geo_location": "Tajikistan",
"device_hash": "7de6b5651d60534f4f9fc31f6e476788fdcb6741440744f7430248cf1ca181ee",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/3.0)",
"session_id": "18130f9f-9e59-4128-a7b6-e193f4a0f4e5",
"risk_score": 60.3,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1574.002 | Darktrace Alert: Zero-Day Exploit detected from 10.115.39.111 targeting 79.190.152.169 MITRE Technique: T1574.002 | null | null | null | null | 10.115.39.111 | 79.190.152.169 | Zero-Day Exploit | SIG-2220 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
effc565a-c5fc-42d6-a07d-249f397af837 | 2025-03-28T12:19:51 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network connection from 146.30.55.78 to 103.167.102.233 No additional info | {
"geo_location": "Bhutan",
"device_hash": "79fd03478bb1b46190f9a015d5f2ef5270237715",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; bhb-IN; rv:1.9.2.20) Gecko/6020-10-15 11:46:54 Firefox/3.8",
"session_id": "e893f35e-dfb9-4478-b5bd-ec4bffd7be70",
"risk_score": 63.08,
"confidence": 0.17
} | null | connection | null | null | null | No additional info | Network connection from 146.30.55.78 to 103.167.102.233 No additional info | null | null | null | null | 146.30.55.78 | 103.167.102.233 | null | null | null | null | null | null | null | null | null | null | TCP | 167,643 | null | null | null |
79366e90-1a57-41f2-beb3-5a84014e2f26 | 2025-05-07T14:07:10 | endpoint | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task source by heatherjackson No additional info | {
"geo_location": "Peru",
"device_hash": "d8e742384f51b1f2138c9fe55594b03b6604b7d5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "11f0f56c-7b6e-452f-a261-a9868657f38c",
"risk_score": 53.26,
"confidence": 0.23
} | heatherjackson | scheduled_task | source | 9,154 | powershell.exe | No additional info | Endpoint scheduled_task source by heatherjackson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f420391f-5e9c-4bd1-9e1d-25b9b2f899d0 | 2025-04-08T01:44:39 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 86.238.111.230 to 122.180.255.206 MITRE Technique: T1547.001 | {
"geo_location": "Dominica",
"device_hash": "d7272ff97d44dc8f0ac3a2cbf919be101a53ca73163ecd102b7117912645eafa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.0)",
"session_id": "9b79383d-baec-4985-b9a1-f1b977b12803",
"risk_score": 50.66,
"confidence": 0.29
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1547.001 | Network bandwidth_usage from 86.238.111.230 to 122.180.255.206 MITRE Technique: T1547.001 | null | null | null | null | 86.238.111.230 | 122.180.255.206 | null | null | null | null | null | null | null | null | null | null | UDP | 507,645 | null | null | null |
8abf5776-54ae-4984-a56d-712979be3c95 | 2025-06-03T05:38:26 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load /fight/skin.jpeg by michelleclark No additional info | {
"geo_location": "Australia",
"device_hash": "5f6d9300f5d35986cf8773e32993ff60",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/7463-04-10 01:16:22 Firefox/3.8",
"session_id": "fb9b8410-7a1b-4587-ae48-bdc18c8d2968",
"risk_score": 14.17,
"confidence": 0.92
} | michelleclark | driver_load | /fight/skin.jpeg | 196 | powershell.exe | No additional info | Endpoint driver_load /fight/skin.jpeg by michelleclark No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49d0fe9b-344b-499a-8056-e6b483b3243d | 2025-01-18T04:45:51 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical firmware_update No additional info | {
"geo_location": "Palau",
"device_hash": "f02e9c686a3315f79efa6e14c236139f",
"user_agent": "Mozilla/5.0 (Android 4.2; Mobile; rv:25.0) Gecko/25.0 Firefox/25.0",
"session_id": "fead5e8b-8e22-476b-b81e-0ea225dd1878",
"risk_score": 64.33,
"confidence": 0.54
} | null | firmware_update | null | null | null | No additional info | IoT device Medical firmware_update No additional info | null | Medical | iot-39ca27f0 | 9.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
44ef7a5f-cb9f-4cfd-9975-6cb2321d0e84 | 2025-06-02T08:14:47 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Alibaba by djoseph No additional info | {
"geo_location": "Uganda",
"device_hash": "aa6892b79362292d8e93ebd3c6c6143c",
"user_agent": "Opera/9.91.(X11; Linux i686; niu-NU) Presto/2.9.168 Version/12.00",
"session_id": "7efc7f12-65d9-491a-9c6d-bfc2051d46e5",
"risk_score": 18.53,
"confidence": 0.27
} | djoseph | api_abuse | null | null | null | No additional info | Cloud api_abuse in Alibaba by djoseph No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-4c15ae25 | null | null | null | null | null | null | null | null | null | null |
a4e0c56c-bca2-44d5-a26e-ab1c3ad38fa4 | 2028-02-10T17:51:01 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for terry91 via OAuth from 81.87.62.78 No additional info | {
"geo_location": "Bolivia",
"device_hash": "7cc05947c159ecc9944db02fd5d2a1742da2046b",
"user_agent": "Opera/8.47.(Windows NT 6.2; mg-MG) Presto/2.9.180 Version/10.00",
"session_id": "a06593c7-1357-4da9-94cb-46b94f4295dd",
"risk_score": 46.51,
"confidence": 0.3
} | terry91 | bypass | null | null | null | No additional info | Auth bypass for terry91 via OAuth from 81.87.62.78 No additional info | null | null | null | null | 81.87.62.78 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 87:8d:2f:96:87:e5 |
6a578bd1-d108-4667-849a-58e7bc5bfef9 | 2025-02-24T00:59:55 | ids_alert | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|critical| desc=Trellix Alert: Fileless Attack detected from 10.89.123.235 targeting 184.190.134.195 MITRE Technique: T1110.003 | {
"geo_location": "Thailand",
"device_hash": "9ff7f5b657d4532ad97dc62cc76f229849e7291f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/3.1)",
"session_id": "fe4d0c40-0f30-4e38-b4ec-68c2a3535072",
"risk_score": 60.3,
"confidence": 0.68
} | null | null | null | null | null | MITRE Technique: T1110.003 | Trellix Alert: Fileless Attack detected from 10.89.123.235 targeting 184.190.134.195 MITRE Technique: T1110.003 | null | null | null | null | 10.89.123.235 | 184.190.134.195 | Fileless Attack | SIG-6383 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
d5c14560-dded-4b0b-8014-4416a5ef9658 | 2025-06-20T00:21:26 | 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: Cloud API Abuse detected from 90.245.73.25 targeting N/A MITRE Technique: T1218.011 | {
"geo_location": "Niger",
"device_hash": "da6156bfb763685491af61506c3c36a7f7bb9e20a4f95b2e6d084097b28708e8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; mg-MG) AppleWebKit/533.43.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6533.43.1",
"session_id": "cf9453d9-d5fa-4b79-8c35... | null | null | null | null | null | MITRE Technique: T1218.011 | Vectra AI Alert: Cloud API Abuse detected from 90.245.73.25 targeting N/A MITRE Technique: T1218.011 | {
"baseline_deviation": 0.52,
"entropy": 5.07,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 90.245.73.25 | N/A | Cloud API Abuse | SIG-3185 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
0c00eb33-5049-48dc-9ca4-2fa375625a99 | 2025-05-16T23:29:25 | auth | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|low| desc=Auth locked for abrown via MFA from 112.4.74.47 Unconventional IOC: Quantum random number deviations | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "54b045d5cbeb8d7c236d59d2e12b34d1cf7934e98654fb79506f24db5d23125a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/533.42.1 (KHTML, like Gecko) Version/5.0.1 Safari/533.42.1",
"session_id": "d226d2b6-6c9d-41f1-80fe-8fda19f8a... | abrown | locked | null | null | null | Unconventional IOC: Quantum random number deviations | Auth locked for abrown via MFA from 112.4.74.47 Unconventional IOC: Quantum random number deviations | null | null | null | null | 112.4.74.47 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 55:a9:71:80:b7:94 |
0c576c14-3f13-4bc9-a0fa-f2d4048b5625 | 2025-05-13T15:42:17 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: Brute Force detected from 213.250.65.225 targeting N/A No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "c4a66d4592925b731a68597d2800b23c91f15674",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; nb-NO) AppleWebKit/535.37.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6535.37.2",
"session_id": "ef91c2da-4d3e-40fd-b62b-5ffea2a62903",
... | null | null | null | null | null | No additional info | OSSEC Alert: Brute Force detected from 213.250.65.225 targeting N/A No additional info | null | null | null | null | 213.250.65.225 | N/A | Brute Force | SIG-4583 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
28bac7f5-9b4a-4a84-b778-f30275509ef9 | 2025-05-26T16:36:09 | ids_alert | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=Wazuh Alert: DNS Tunneling detected from 178.158.22.163 targeting N/A No additional info | {
"geo_location": "Congo",
"device_hash": "d80c829a4877f304d8ad40459c2cd6e61269d04e",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.2) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/16.0.873.0 Safari/532.0",
"session_id": "e91d81d4-6d76-42f0-8167-6778c43f1322",
"risk_score": 53.52,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Wazuh Alert: DNS Tunneling detected from 178.158.22.163 targeting N/A No additional info | null | null | null | null | 178.158.22.163 | N/A | DNS Tunneling | SIG-6612 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
90228ef4-0b84-464f-b0be-9f7b8ad2cced | 2025-07-04T09:31:19 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network beaconing from 173.179.178.50 to 77.101.123.86 MITRE Technique: T1574.002 | {
"geo_location": "Suriname",
"device_hash": "915de94ef6559678bbb1f552edad33c984889aba",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/3281-11-20 21:06:01 Firefox/7.0",
"session_id": "a7e2e8c0-8c1f-4d53-84ae-a34f42a5e0d1",
"risk_score": 35.14,
"confidence": 0.81
} | null | beaconing | null | null | null | MITRE Technique: T1574.002 | Network beaconing from 173.179.178.50 to 77.101.123.86 MITRE Technique: T1574.002 | {
"baseline_deviation": 0.51,
"entropy": 3.67,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 173.179.178.50 | 77.101.123.86 | null | null | null | null | null | null | null | null | null | null | ICMP | 828,945 | null | null | null |
ab662e59-4b38-4ada-b17f-012409dcce3a | 2025-05-08T05:14:18 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in OCI by gilmorederek MITRE Technique: T1218.011 | Associated Threat Actor: Scattered Spider | {
"geo_location": "United Kingdom",
"device_hash": "8fb0a3f4c4a17467ae5a4f93400a483a935336e6",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/55.0.810.0 Safari/536.2",
"session_id": "5e648e33-675a-4ade-8a25-070ff32e8b73",
"risk_score": 65.6,
"confidence": 0.29
} | gilmorederek | permission_escalation | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: Scattered Spider | Cloud permission_escalation in OCI by gilmorederek MITRE Technique: T1218.011 | Associated Threat Actor: Scattered Spider | null | null | null | null | null | null | null | null | null | OCI | res-c1ee0539 | null | null | null | null | null | null | null | null | null | null |
62c4e83b-4b50-4292-8f12-ed321801fb0e | 2025-04-24T15:31:00 | 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: Supply Chain Compromise detected from 162.91.181.153 targeting N/A No additional info | {
"geo_location": "Gibraltar",
"device_hash": "aa2c2888bd859ab3c192cfb510492ca7f96c1d7bee4ec3e43a58a5517c48f556",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.4) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/27.0.898.0 Safari/536.1",
"session_id": "55301cde-12f9-44f7-9d21-333277468434",
"risk_score": 40.29,
... | null | null | null | null | null | No additional info | Carbon Black Alert: Supply Chain Compromise detected from 162.91.181.153 targeting N/A No additional info | null | null | null | null | 162.91.181.153 | N/A | Supply Chain Compromise | SIG-7770 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
61c5b638-d187-4bc4-b7ce-48a033f8efd6 | 2025-03-09T01:54:26 | 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 54.233.189.116 targeting N/A No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "2a330128b51b1733e0c5a8d83cd0decd67755f56",
"user_agent": "Opera/9.34.(Windows NT 10.0; sk-SK) Presto/2.9.165 Version/10.00",
"session_id": "ab77f505-1089-4a63-b9e6-397be9db2607",
"risk_score": 53.85,
"confidence": 0.38
} | null | null | null | null | null | No additional info | Zeek Alert: DDoS detected from 54.233.189.116 targeting N/A No additional info | null | null | null | null | 54.233.189.116 | N/A | DDoS | SIG-2479 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
3ef4a390-0ea0-4474-8e32-0da06ce3a2ca | 2025-04-07T15:52:51 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in AWS by megan88 No additional info | {
"geo_location": "Palau",
"device_hash": "bd593e94b477b2b5388a6af8a5428a954641c1cd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.0)",
"session_id": "02a7983d-cb91-4793-b3c1-c66f5b1a0035",
"risk_score": 69.68,
"confidence": 0.4
} | megan88 | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by megan88 No additional info | null | null | null | null | null | null | null | null | null | AWS | res-e5d3d7aa | null | null | null | null | null | null | null | null | null | null |
72117059-1ec6-4bbf-8742-c125f64ca230 | 2025-06-30T12:36:39 | network | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|high| desc=Network beaconing from 181.19.12.167 to 94.9.194.219 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "2073f3ea700513edec44f49407e4a7e50f82a9e47d722583d4f5bdd347bdddad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/4.1)",
"session_id": "20f93cc3-fe86-497d-9d0f-e8a6dd38c04d",
"risk_score": 82.9,
"confidence": 0.79
} | null | beaconing | null | null | null | No additional info | Network beaconing from 181.19.12.167 to 94.9.194.219 No additional info | null | null | null | null | 181.19.12.167 | 94.9.194.219 | null | null | null | null | null | null | null | null | null | null | TCP | 364,341 | null | null | null |
f1f585ca-453e-438b-8a8c-c5cad471dbc4 | 2025-07-01T05:43:08 | firewall | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall deny SSH traffic from 53.140.139.53:403 to 41.210.125.60:34570 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Australia",
"device_hash": "1df70447230d770a489ab473b8dd1e67f5b70294",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_9 rv:3.0; fa-IR) AppleWebKit/535.33.5 (KHTML, like Gecko) Version/4.0 Safari/535.33.5",
"session_id": "aa4d8c94-bb98-4a08-a111-3de7350986c0",
"risk_score": 70.36,
... | null | deny | null | null | null | Unconventional IOC: Thermal sensor anomalies | Firewall deny SSH traffic from 53.140.139.53:403 to 41.210.125.60:34570 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 53.140.139.53 | 41.210.125.60 | null | null | null | null | null | null | null | null | 403 | 34,570 | SSH | 643,208 | 2,393 | null | null |
3d5879e4-92c8-4f53-bc3d-01c2555fea43 | 2025-07-10T22:00:10 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: XSS detected from 117.233.207.56 targeting N/A No additional info | {
"geo_location": "Isle of Man",
"device_hash": "1a68d95b4442a6f353757b6f4a633587335b20efef7f0390e9dd8c2054bd1237",
"user_agent": "Opera/8.62.(X11; Linux i686; nso-ZA) Presto/2.9.177 Version/12.00",
"session_id": "412c1b09-0b22-4c76-b1e3-f1fcf999ad4f",
"risk_score": 51.02,
"confidence": 0.14
} | null | null | null | null | null | No additional info | Wazuh Alert: XSS detected from 117.233.207.56 targeting N/A No additional info | {
"baseline_deviation": 2.92,
"entropy": 5.98,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 117.233.207.56 | N/A | XSS | SIG-8277 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
1186ef2c-cbb5-4d7c-b56f-6e70c660d96f | 2025-06-24T09:17:01 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by christophergomez No additional info | {
"geo_location": "Niue",
"device_hash": "cb7948e8aa54462a526da3e5801fbd4ae74a1889bc46658110e88aa61e9e9731",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 6_1_6 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/60.0.898.0 Mobile/27B767 Safari/533.2",
"session_id": "5ecbaff3-cd08-448a-8a77-05a5fc2d4eb2"... | christophergomez | model_access | null | null | null | No additional info | AI system model_access by christophergomez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c047569d | 69635f93e2c1e98ff5438bc93dc693927968c4059ecfaf84e869adc14b945581 | 88d6118692748c76e74e5ee6a3db530a74122661948f826d299cddd64e0ae842 | null | null | null | null | null | null | null |
5c467e76-819a-4e53-84b5-087c6b235847 | 2025-06-25T04:22:05 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: SQL Injection detected from 110.204.210.186 targeting 10.174.226.93 No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "6b82b428cb3962fe5d0f3a7286265dab",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.1)",
"session_id": "9b901e19-ba6b-4ea4-b5ed-57d19875870e",
"risk_score": 47.57,
"confidence": 0.53
} | null | null | null | null | null | No additional info | Trellix Alert: SQL Injection detected from 110.204.210.186 targeting 10.174.226.93 No additional info | null | null | null | null | 110.204.210.186 | 10.174.226.93 | SQL Injection | SIG-6251 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
195b690c-2a15-4312-8a88-eb97a085c7a7 | 2025-04-29T04:57:29 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Brazil",
"device_hash": "85e79d82c849459ddf81ef5b83162a357fffad3bf4827d45f135aad7d3960c04",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/4.1)",
"session_id": "625c9051-3568-47fb-b436-e98a7a928093",
"risk_score": 76.89,
"confidence": 0.89
} | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | Thermostat | iot-7930dd23 | 6.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9cd187ed-6200-4036-a35f-7dc5e15cfaed | 2025-05-24T15:38:21 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by markvelazquez No additional info | {
"geo_location": "Namibia",
"device_hash": "86138ba8380a6143660776c6debed7ef",
"user_agent": "Opera/9.63.(Windows 98; ur-PK) Presto/2.9.189 Version/11.00",
"session_id": "0cc2f5a5-f312-4305-b3e6-ed53309e54cb",
"risk_score": 41.73,
"confidence": 0.01
} | markvelazquez | fine_tuning | null | null | null | No additional info | AI system fine_tuning by markvelazquez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-32a40227 | ffaf0bde63bfdd93b15d738222a4c4e34a017b82 | 80baa69c0c51b37a1ebbeba4618bc579a45c168225b38b89bc9836d60485e31c | null | null | null | null | null | null | null |
58d955e9-34b6-4416-9b14-d353d9ab38d2 | 2025-03-27T10:40:19 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 6.85.169.106 to 205.32.31.30 No additional info | {
"geo_location": "Jamaica",
"device_hash": "c674ec1d2f11ebdf8f8571cf4e8bc790e7e910a5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_2 rv:5.0; ff-SN) AppleWebKit/532.39.7 (KHTML, like Gecko) Version/4.0 Safari/532.39.7",
"session_id": "348c4883-742f-42ac-8b3d-dc51618526cc",
"risk_score": 25.1,
... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 6.85.169.106 to 205.32.31.30 No additional info | null | null | null | null | 6.85.169.106 | 205.32.31.30 | null | null | null | null | null | null | null | null | null | null | HTTP | 41,350 | null | null | null |
04d13e58-b95f-49ec-921f-a999a9c39e88 | 2025-06-27T08:54:05 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth bypass for robertbarnett via key from 64.23.221.106 Credential stuffing pattern detected | {
"geo_location": "Germany",
"device_hash": "8f16ae037073e200c665047e39729c78105c625f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; pap-AN) AppleWebKit/535.41.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6535.41.1",
"session_id": "874cb153-0fd3-4380-8c99-df4f9e2c3927",
"ri... | robertbarnett | bypass | null | null | null | Credential stuffing pattern detected | Auth bypass for robertbarnett via key from 64.23.221.106 Credential stuffing pattern detected | {
"baseline_deviation": 1.72,
"entropy": 3.71,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 64.23.221.106 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | fe:cf:0d:8b:e8:14 |
20fef882-86b7-4847-95ee-8ba138fcae55 | 2025-03-25T20:55:40 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for hernandeztodd via password from 218.114.163.55 MITRE Technique: T1574.002 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "5987e9c67c574e450109130340c70846ffa61a7ee40f2d58ea5adc77ee685ce4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/533.25.4 (KHTML, like Gecko) Version/4.1 Safari/533.25.4",
"session_id": "5d9ba38e-8186-472f-a514-1bc1465bd5a9",... | hernandeztodd | timeout | null | null | null | MITRE Technique: T1574.002 | Auth timeout for hernandeztodd via password from 218.114.163.55 MITRE Technique: T1574.002 | null | null | null | null | 218.114.163.55 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 43:64:88:30:0f:ac |
7096dda5-09b5-45ea-99d7-3bb147bf554f | 2025-06-04T05:55:46 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start energy by burkemargaret No additional info | {
"geo_location": "Rwanda",
"device_hash": "296c3eca70f338b83de0931b369018a019a51b5d05b6215a13ce099eadbb9087",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; sk-SK) AppleWebKit/534.32.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.32.2",
"session_id": "626641bc-be62-4eec-b57... | burkemargaret | process_start | energy | 7,942 | powershell.exe | No additional info | Endpoint process_start energy by burkemargaret No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4be40bc8-ec5f-42a3-aef3-691da5581c53 | 2025-03-31T16:58:25 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 14.29.180.164 to 10.78.42.33 Associated Threat Actor: DarkSide | {
"geo_location": "Greenland",
"device_hash": "99dc3a26f0f1f252477baba9f58cc402",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; tcy-IN; rv:1.9.0.20) Gecko/2835-09-05 16:31:08 Firefox/9.0",
"session_id": "d30fb6ef-5233-45e1-9f57-3d6aa7fa75a7",
"risk_score": 37.65,
"confidence": 0.02
} | null | covert_channel | null | null | null | Associated Threat Actor: DarkSide | Network covert_channel from 14.29.180.164 to 10.78.42.33 Associated Threat Actor: DarkSide | null | null | null | null | 14.29.180.164 | 10.78.42.33 | null | null | null | null | null | null | null | null | null | null | TCP | 950,164 | null | null | null |
05331ef3-e4b4-48dd-8195-2b20549689ac | 2025-04-17T17:18:46 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine RDP traffic from 165.156.214.27:998 to 161.82.81.93:53 No additional info | {
"geo_location": "Jamaica",
"device_hash": "fb24c05a84453b783135d06b77e9ea9ecb63b72e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/4.0)",
"session_id": "8582f90a-e15d-45ff-b2da-169eb309e771",
"risk_score": 41.26,
"confidence": 0.45
} | null | quarantine | null | null | null | No additional info | Firewall quarantine RDP traffic from 165.156.214.27:998 to 161.82.81.93:53 No additional info | null | null | null | null | 165.156.214.27 | 161.82.81.93 | null | null | null | null | null | null | null | null | 998 | 53 | RDP | 64,299 | 3,092 | null | null |
828dee92-ef5c-41a5-957b-d1e025f0fec3 | 2025-04-21T00:59:22 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in AWS by phowell No additional info | {
"geo_location": "Malaysia",
"device_hash": "979fb5cc987912757beb72ef6d9bdb425156d6c9",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/22.0.881.0 Safari/531.2",
"session_id": "5677a714-45d9-4f9a-a369-4cf56c486861",
"risk_score": 40.31,
"confidence": 0.09
} | phowell | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by phowell No additional info | null | null | null | null | null | null | null | null | null | AWS | res-6d147b10 | null | null | null | null | null | null | null | null | null | null |
58cb8b94-be08-41ce-93fb-10aeeda90968 | 2025-02-17T11:01:03 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system model_access by justin67 MITRE Technique: T1110.003 | {
"geo_location": "Senegal",
"device_hash": "982fe6f1c7cfefde6015be9ed04de530a2b9e7cd1f78cca2c6953a39b7f89b58",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 7_1_2 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/9.3j4171.0 Mobile/99U954 Safari/534.2",
"session_id": "e1d9ff6f-05c1-49f5-a237-e2f4bc... | justin67 | model_access | null | null | null | MITRE Technique: T1110.003 | AI system model_access by justin67 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | model-4fb0173c | fe79d270c6866bda51b31e7c75db510f | cf1e4f8819a0e8fbba2b3f807a5dc3e08d5ee8f7 | null | null | null | null | null | null | null |
66b54d38-f43c-451d-a1bd-dd280e8d0001 | 2025-05-04T00:25:02 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint driver_load church by paul77 MITRE Technique: T1218.011 | {
"geo_location": "Belgium",
"device_hash": "ec92ec0a10b0d60db1fc451b72ecfde85a783db7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.0)",
"session_id": "01107ef5-3d39-4415-9d08-95fe78633dd6",
"risk_score": 56.98,
"confidence": 0.34
} | paul77 | driver_load | church | 2,931 | cmd.exe | MITRE Technique: T1218.011 | Endpoint driver_load church by paul77 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 |
422098e2-3777-4f4b-9a6a-6b0c7c0c3c34 | 2025-01-17T17:00:28 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 199.130.124.23 to 88.35.79.87 No additional info noise=U29uZy4= | {
"geo_location": "Ecuador",
"device_hash": "15d74a6facd1102a920fff2729b104a7a04e1ec210e833ee7fd889b5773117e9",
"user_agent": "Mozilla/5.0 (Android 5.0; Mobile; rv:59.0) Gecko/59.0 Firefox/59.0",
"session_id": "20d1c07b-ba62-41ae-b68f-849185e5ea96",
"risk_score": 30.65,
"confidence": 0.89
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 199.130.124.23 to 88.35.79.87 No additional info | null | null | null | null | 199.130.124.23 | 88.35.79.87 | null | null | null | null | null | null | null | null | null | null | ICMP | 639,832 | null | null | null |
f5ca886a-13be-4342-9a1a-382d00c1dfdf | 2025-04-28T16:25:24 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in GCP by dkerr Unconventional IOC: CPU microcode changes | {
"geo_location": "Kuwait",
"device_hash": "7566fef2181c5842d1d2839f89cfcbc796d37817",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/21.0.896.0 Safari/536.0",
"session_id": "7e018c73-bb55-44a7-83b0-ada0c86790a2",
"risk_score": 61.54,
"confidence": 0.57
} | dkerr | lambda_execution | null | null | null | Unconventional IOC: CPU microcode changes | Cloud lambda_execution in GCP by dkerr Unconventional IOC: CPU microcode changes | null | null | null | null | null | null | null | null | null | GCP | res-156d30bd | null | null | null | null | null | null | null | null | null | null |
6f337130-0d2a-4fa7-9424-36e46f2e9497 | 2025-06-28T07:03:19 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in Azure by linda24 MITRE Technique: T1486 | {
"geo_location": "Luxembourg",
"device_hash": "93e6b53791f2fb46f84cc890cbd19f05",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/45.0.858.0 Safari/533.2",
"session_id": "45ed24fa-02a3-4fd6-822b-161c38a5444c",
"risk_score": 24.82,
"confidence": 0.83
} | linda24 | lambda_execution | null | null | null | MITRE Technique: T1486 | Cloud lambda_execution in Azure by linda24 MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | Azure | res-c426ca45 | null | null | null | null | null | null | null | null | null | null |
316f711d-207f-4b4a-9ffd-6096dfcc4ca4 | 2025-05-22T14:04:54 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall log-only TCP traffic from 142.62.46.103:57634 to 10.125.122.198:49222 No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "1682a89b1a563d2e1ef3c4aa2f067cf63242feba95ebaf5ccbe3cb03e8ab2aa0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/534.19.4 (KHTML, like Gecko) Version/4.0.4 Safari/534.19.4",
"session_id": "3daeee9f-8bf1-4917-8190-f405ebccb6f3",
"risk_... | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 142.62.46.103:57634 to 10.125.122.198:49222 No additional info | {
"baseline_deviation": 0.65,
"entropy": 5.65,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 142.62.46.103 | 10.125.122.198 | null | null | null | null | null | null | null | null | 57,634 | 49,222 | TCP | 29,867 | 3,138 | null | null |
5ec91e2c-4c1b-441d-b660-bbbc52e392fb | 2025-04-19T19:37:15 | firewall | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow HTTPS traffic from 217.135.110.6:595 to 207.51.94.110:472 Beaconing behavior detected | {
"geo_location": "Turkmenistan",
"device_hash": "79e1798db3228050e5159dcdfce84cd415f3764f",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/13.0.823.0 Safari/532.2",
"session_id": "c2982330-726e-4ca2-b0ca-bda5ea8163b1",
"risk_score": 50.5,
"confidence": 0.17
} | null | allow | null | null | null | Beaconing behavior detected | Firewall allow HTTPS traffic from 217.135.110.6:595 to 207.51.94.110:472 Beaconing behavior detected | null | null | null | null | 217.135.110.6 | 207.51.94.110 | null | null | null | null | null | null | null | null | 595 | 472 | HTTPS | 905,879 | 2,098 | null | null |
5e38e9d3-3d54-4a25-a475-02b84dff0ab9 | 2025-03-08T11:26:43 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Port Scan detected from 130.16.53.203 targeting 115.60.194.118 No additional info | {
"geo_location": "Russia",
"device_hash": "af6bf04883b633ba305a873d070bcb7a0af7416a",
"user_agent": "Mozilla/5.0 (Linux; Android 3.0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/23.0.820.0 Safari/531.2",
"session_id": "d5f0c4ad-116f-4005-8402-1b0211503cad",
"risk_score": 44.9,
"confidence": 0.55
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Port Scan detected from 130.16.53.203 targeting 115.60.194.118 No additional info | null | null | null | null | 130.16.53.203 | 115.60.194.118 | Port Scan | SIG-9081 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
78818295-48e1-4b9e-97dd-02036ecd0e38 | 2025-03-22T17:19:44 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat battery_drain No additional info | {
"geo_location": "China",
"device_hash": "34d2f91149871f66986019fa51bc258678952fd68ca5e1fc3f47c9e8050bf22a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.0)",
"session_id": "e56786cb-8790-451c-8563-9b8fcad989b5",
"risk_score": 64.89,
"confidence": 0.74
} | null | battery_drain | null | null | null | No additional info | IoT device Thermostat battery_drain No additional info | null | Thermostat | iot-65e86a41 | 10.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
49f5b22c-b2ea-4c97-9826-b1f8cb255d50 | 2025-04-24T04:36:27 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Azure by randywilson MITRE Technique: T1566.001 | {
"geo_location": "Aruba",
"device_hash": "826700028f9eddfb4796af5abc078209682220cb",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/16.0.872.0 Safari/532.2",
"session_id": "37513596-93a2-41ac-9872-644584c5e2fa",
"risk_score": 43.38,
"confidence": 0.64
} | randywilson | container_escape | null | null | null | MITRE Technique: T1566.001 | Cloud container_escape in Azure by randywilson MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | Azure | res-cd6c05ef | null | null | null | null | null | null | null | null | null | null |
eb5eceda-6150-48c5-bd92-e8650b42462b | 2025-01-13T10:06:02 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 176.228.115.147 to 196.192.38.192 Unconventional IOC: CPU microcode changes | {
"geo_location": "Cote d'Ivoire",
"device_hash": "18252394830b792da997546a5ebecc14",
"user_agent": "Opera/8.19.(Windows NT 5.2; tn-ZA) Presto/2.9.177 Version/10.00",
"session_id": "b02eafd5-9884-4851-b557-340e478d4a7d",
"risk_score": 57.56,
"confidence": 0.05
} | null | bandwidth_usage | null | null | null | Unconventional IOC: CPU microcode changes | Network bandwidth_usage from 176.228.115.147 to 196.192.38.192 Unconventional IOC: CPU microcode changes | null | null | null | null | 176.228.115.147 | 196.192.38.192 | null | null | null | null | null | null | null | null | null | null | HTTPS | 498,434 | null | null | null |
1feebb82-a14e-4d72-9126-e15a9335a772 | 2025-04-24T07:24:18 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth bypass for melissawebster via OAuth from 32.240.109.68 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Nauru",
"device_hash": "1bd57746f09552247b41b324df3dcecf738e7891",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/5.0)",
"session_id": "7416690d-7c57-4946-84ad-10dbbdb3852a",
"risk_score": 40.05,
"confidence": 0.82
} | melissawebster | bypass | null | null | null | Unconventional IOC: Bios timestamp anomalies | Auth bypass for melissawebster via OAuth from 32.240.109.68 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 32.240.109.68 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 2c:8c:e4:17:c1:84 |
d5c92f15-caf4-4599-bdcc-3cbace5d53d1 | 2025-02-07T01:06:50 | cloud | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in Alibaba by kirstennguyen Associated Threat Actor: Leafminer | {
"geo_location": "Congo",
"device_hash": "0b9309a8c9b363a5bb712c7be02bf09870a5b370",
"user_agent": "Opera/8.58.(X11; Linux i686; ja-JP) Presto/2.9.165 Version/11.00",
"session_id": "0c16827f-cce1-49a4-9375-4ee6cd9206dd",
"risk_score": 85.63,
"confidence": 0.28
} | kirstennguyen | api_abuse | null | null | null | Associated Threat Actor: Leafminer | Cloud api_abuse in Alibaba by kirstennguyen Associated Threat Actor: Leafminer | {
"baseline_deviation": 1.11,
"entropy": 6.22,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Alibaba | res-83960570 | null | null | null | null | null | null | null | null | null | null |
d39d9def-e42a-4b8a-9231-8126d02ec889 | 2025-02-23T07:42:31 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera unusual_activity No additional info noise=around|source|wife | {
"geo_location": "Malawi",
"device_hash": "935d53fd035dc337269778f54719080a7f8dba7c",
"user_agent": "Opera/9.97.(X11; Linux x86_64; sq-ML) Presto/2.9.178 Version/11.00",
"session_id": "24488c84-30e3-43c2-abc0-872186386ea1",
"risk_score": 21.11,
"confidence": 0.35
} | null | unusual_activity | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | null | Camera | iot-d8d3a268 | 5.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2e52298b-03a9-4540-bc16-5c868c737112 | 2025-01-23T23:31:07 | ai | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by dmckenzie Associated Threat Actor: Kimsuky | {
"geo_location": "Bangladesh",
"device_hash": "aa312a56efaa6bcfce05a0da5cda1f46",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; cy-GB) AppleWebKit/533.3.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6533.3.6",
"session_id": "74af95f2-59b9-4fab-a6d9-9c83b3bdfab3",
"risk_score... | dmckenzie | model_inversion | null | null | null | Associated Threat Actor: Kimsuky | AI system model_inversion by dmckenzie Associated Threat Actor: Kimsuky | null | null | null | null | null | null | null | null | null | null | null | model-1cbd8df2 | 3492313a48fd9b9215728f45e119099d54cc8839ea4e4b0fd278754daeff1cc0 | 257f54a778a89a7bf327d14f1eb9af53 | null | null | null | null | null | null | null |
42fb8e99-67a0-4d74-9380-73d345aa7678 | 2025-03-17T23:13:16 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network connection from 216.204.87.28 to 22.179.96.242 Associated Threat Actor: APT41 | {
"geo_location": "India",
"device_hash": "5158fdbdad9403d6eaefacc9e7f71ff9",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/532.42.1 (KHTML, like Gecko) Version/4.1 Safari/532.42.1",
"session_id": "dba7a260-d5b4-42d8-a7b3-3bcb0b5fa367",
"risk_score": 60.75,
"confidence": 0.86
} | null | connection | null | null | null | Associated Threat Actor: APT41 | Network connection from 216.204.87.28 to 22.179.96.242 Associated Threat Actor: APT41 | null | null | null | null | 216.204.87.28 | 22.179.96.242 | null | null | null | null | null | null | null | null | null | null | ICMP | 544,833 | null | null | null |
1d94db36-5dad-4aa9-b4ff-7a6c39300d27 | 2025-03-22T18:50:48 | iot | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "4e4d322a360869ee66350fd23e6c43af0ae0fe9a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; et-EE) AppleWebKit/532.45.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.45.4",
"session_id": "630d9e96-983a-4212-9ef4-5b91d8eceae1"... | null | side_channel | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | null | Thermostat | iot-4b925cc2 | 10.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ecdf38f4-d8ea-46ec-9694-bbad1447a915 | 2025-03-01T07:25:00 | iot | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat physical_tamper MITRE Technique: T1134.001 | {
"geo_location": "Gibraltar",
"device_hash": "2cfb4326fe3ce35428b0ec1319f3e44bdcc0692e645891557f76ae43aedacb80",
"user_agent": "Opera/8.44.(Windows 95; da-DK) Presto/2.9.182 Version/11.00",
"session_id": "daef63fc-1972-4525-bacf-e4106bc00d58",
"risk_score": 34.87,
"confidence": 0.56
} | null | physical_tamper | null | null | null | MITRE Technique: T1134.001 | IoT device Thermostat physical_tamper MITRE Technique: T1134.001 | null | Thermostat | iot-0a06e24a | 4.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
486f9971-2b48-4566-acc6-2e2d5b20a14b | 2025-05-25T14:06:21 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /industry/husband.pptx by jeremy87 Associated Threat Actor: DarkSide | {
"geo_location": "Czech Republic",
"device_hash": "1553e81016deff69cfaad136a38f772f939dd87d78e2f4710112e692d0a052a1",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/36.0.870.0 Safari/532.2",
"session_id": "c145ea56-92c1-477b-be6c-483c38a6ef70",
"risk_score": 30.52,
... | jeremy87 | powershell_exec | /industry/husband.pptx | 2,845 | svchost.exe | Associated Threat Actor: DarkSide | Endpoint powershell_exec /industry/husband.pptx by jeremy87 Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d5ee0f85-f436-40b3-a892-075c49a0834f | 2025-07-03T19:28:47 | endpoint | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint registry_change /stuff/course.wav by danielgraham MITRE Technique: T1190 | {
"geo_location": "Cook Islands",
"device_hash": "4163d7c99b31250ef49183aa6a398b38",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_10_8; rv:1.9.4.20) Gecko/2941-02-23 18:50:14 Firefox/4.0",
"session_id": "80a94fe3-78d9-4489-bd76-220a4b241d53",
"risk_score": 40.55,
"confidence": 0.29
} | danielgraham | registry_change | /stuff/course.wav | 5,657 | cmd.exe | MITRE Technique: T1190 | Endpoint registry_change /stuff/course.wav by danielgraham MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d77718ce-47f3-41eb-b5a2-42751f9e0c14 | 2025-02-09T14:23:44 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC protocol_violation MITRE Technique: T1204.002 noise=peace|born|why | {
"geo_location": "Moldova",
"device_hash": "9ee6b9c2d9c66a09b5cae5f87afc4ab45cce160f813b111b16ef08f479991e02",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_3 rv:3.0; gu-IN) AppleWebKit/535.6.7 (KHTML, like Gecko) Version/4.1 Safari/535.6.7",
"session_id": "ab4892dd-e7a7-43eb-83ab-714cb5a46e77",
... | null | protocol_violation | null | null | null | MITRE Technique: T1204.002 | IoT device HVAC protocol_violation MITRE Technique: T1204.002 | null | HVAC | iot-710894e8 | 5.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
163bee63-34ef-47ba-8916-d0e464cf549b | 2025-01-18T23:36:18 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /program/cut.ppt by rosariobrittany No additional info noise=TWludXRlLg== | {
"geo_location": "Turkey",
"device_hash": "558051dc7405bb0fbd6df5532b7060bf6b16741c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 95; Trident/3.0)",
"session_id": "3fa5e279-1371-4736-bbf0-d89c8b39d288",
"risk_score": 60.62,
"confidence": 0.47
} | rosariobrittany | service_install | /program/cut.ppt | 2,360 | powershell.exe | No additional info | Endpoint service_install /program/cut.ppt by rosariobrittany No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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