event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
46e9c467-4c40-4314-ae26-4c48fbc6da57 | 2030-06-15T18:45:42 | ai | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by dwalker No additional info noise=084670AF | {
"geo_location": "Bolivia",
"device_hash": "1eabbe573492b426102d4699cedd50700732ae19",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/36.0.845.0 Safari/533.1",
"session_id": "802fff57-a967-4fe0-8c71-e36e77a100a9",
"risk_score": 33.31,
"confidence": 0.14
} | null | null | null | null | null | No additional info | AI system membership_inference by dwalker No additional info | membership_inference | null | null | dwalker | null | null | null | null | null | null | null | null | null | null | null | null | model-91ea7400 | fef85e71a18ef6b1bb4e6a70d41f282b | 1b44f991692714a086d1574211b5af69c42fe3777eb75cf990fb7e9b6553557c | null | null |
e9dc7d94-dfd0-4ce4-b1ba-ae550e6a433c | 2025-03-18T00:44:25 | ids_alert | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=Wazuh Alert: SQL Injection detected from 165.67.215.202 targeting 75.238.154.158 MITRE Technique: T1204.002 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "062c8bc3cd73897807b2bad7b2b9407dc6a1aaea",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/535.25.7 (KHTML, like Gecko) Version/5.0 Safari/535.25.7",
"session_id": "1c821587-9f40-4933-93cb-904f499afb45",
"risk_score": 4.06,
"confidence": 0.95
} | 165.67.215.202 | 75.238.154.158 | SQL Injection | SIG-2520 | Policy | MITRE Technique: T1204.002 | Wazuh Alert: SQL Injection detected from 165.67.215.202 targeting 75.238.154.158 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 |
3edb08a0-5aac-4ecb-a8ef-5b40223e6d05 | 2025-03-10T02:59:12 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in OCI by xsmith No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "969020cdde6ce28cb2442a7663cc55ea",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/535.33.1 (KHTML, like Gecko) Version/4.0.2 Safari/535.33.1",
"session_id": "ceaabc53-e3d3-4df7-8237-8b580498dd9a",
"risk_score": 49.54,
"confidence": 0.75
} | null | null | null | null | null | No additional info | Cloud container_escape in OCI by xsmith No additional info | container_escape | null | null | xsmith | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-883b0815 |
ffa39051-fd97-43c3-ba83-11b143b1196b | 2025-03-28T09:48:46 | auth | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|medium| desc=Auth failed for lauren76 via SAML from 95.237.143.177 No additional info | {
"geo_location": "Russia",
"device_hash": "2bb5ef6a77dce307bb71ff5b1896b1e148152a8456fa50c0043aa19e640e7690",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/15.0.813.0 Safari/532.1",
"session_id": "fd1dca95-a92c-4545-8b3a-8bc776d69e70",
"risk_score": 40.64,
"confidence": 0.61
} | 95.237.143.177 | null | null | null | null | No additional info | Auth failed for lauren76 via SAML from 95.237.143.177 No additional info | failed | null | null | lauren76 | null | null | null | null | null | null | null | null | null | null | SAML | fc:ba:c2:79:55:30 | null | null | null | null | null |
0becf88a-4b1f-4884-9162-0fcd0e3eb7c1 | 2025-05-06T14:05:59 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "7471d5b4856e1f67f1d03594e235242101fa8d277ba93031fa468401b87e57cb",
"user_agent": "Mozilla/5.0 (Android 2.3.6; Mobile; rv:45.0) Gecko/45.0 Firefox/45.0",
"session_id": "e1fc1d41-0155-47f4-a431-bbf8525d416f",
"risk_score": 49.62,
"confidence": 0.39
} | null | null | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-9430d34f | 4.5 | null | null | null | null | null | null | null | null | null | null |
1b65f087-e7ec-47bb-aa7b-0493a0a4e520 | 2025-03-23T20:03:29 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for freydiana via OAuth from 19.209.199.83 No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "e923a9fd0f664414a69da03846801259",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/60.0.807.0 Safari/533.2",
"session_id": "bb27ef8d-7b19-41cb-8ed3-e0405ae95c88",
"risk_score": 48.48,
"confidence": 0.56
} | 19.209.199.83 | null | null | null | null | No additional info | Auth failed for freydiana via OAuth from 19.209.199.83 No additional info | failed | null | null | freydiana | null | null | null | null | null | null | null | null | null | null | OAuth | aa:8c:3b:11:49:1d | null | null | null | null | null |
f423b8cf-7018-4397-869b-4cb79ab1ad4f | 2025-04-06T00:35:56 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine SSH traffic from 136.40.52.169:588 to 70.231.36.234:8185 No additional info noise=WWVhci4= | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "7271db0c5753df71536069dc9bd6de52c84adf5c9278e37ff9a77decef7f1635",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/4387-01-11 02:26:45 Firefox/7.0",
"session_id": "58bcbbc0-15ca-4529-97bf-53c0766741e9",
"risk_score": 47.8,
"confidence": 0.36
} | 136.40.52.169 | 70.231.36.234 | null | null | null | No additional info | Firewall quarantine SSH traffic from 136.40.52.169:588 to 70.231.36.234:8185 No additional info | quarantine | 111,385 | SSH | null | null | null | null | null | null | null | null | 588 | 8,185 | 3,569 | null | null | null | null | null | null | null |
5cc1a676-8995-4335-ad8a-79163c378fd3 | 2025-03-17T05:46:59 | cloud | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in GCP by irivers No additional info | {
"geo_location": "Zambia",
"device_hash": "090036a2248b469d82406556b385972e",
"user_agent": "Opera/9.41.(Windows NT 5.2; ar-EG) Presto/2.9.160 Version/10.00",
"session_id": "7215d84d-6a3c-4343-9d1e-30c9c05f353b",
"risk_score": 25.74,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Cloud api_abuse in GCP by irivers No additional info | api_abuse | null | null | irivers | null | null | null | {
"baseline_deviation": 2.17,
"entropy": 5.98,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-33ab9579 |
4697bb8a-15d7-4433-89bc-2ef81e086955 | 2021-02-28T21:29:37 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 157.234.212.70 to 51.161.201.117 No additional info | {
"geo_location": "Belgium",
"device_hash": "3a9b1f40d62965c4dc25895635d1739a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; bho-IN) AppleWebKit/534.44.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6534.44.7",
"session_id": "244250c1-0586-4eea-873e-9fb5bd0db09c",
"risk_score": 32.07,
"confidence": 0.8
} | 157.234.212.70 | 51.161.201.117 | null | null | null | No additional info | Network latency_spike from 157.234.212.70 to 51.161.201.117 No additional info | latency_spike | 773,599 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
61ed1cce-2d87-4b5e-8b8e-232c89b56618 | 2025-05-22T07:30:10 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in Azure by tonimurphy No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "d22da443a95cf7505cb8a314d87a352e18a14dff",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; so-DJ) AppleWebKit/533.20.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6533.20.6",
"session_id": "d697a4ca-883e-4613-aa87-fd43984a9872",
"risk_score": 48.44,
"confidence": 0.47
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by tonimurphy No additional info | shadow_it | null | null | tonimurphy | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-2ef6ee7d |
d421c8c6-ba8e-45cf-85a4-32274f5786d8 | 2025-07-02T02:39:40 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /you/that.json by yrodriguez Fileless execution detected noise=Q3VwIG5vdy4= | {
"geo_location": "Netherlands Antilles",
"device_hash": "d1120f27aeef88faa5d5e711d2c84b371cc6b1e0156083fc510da8f3494227fa",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; ast-ES; rv:1.9.2.20) Gecko/4601-04-12 03:07:17 Firefox/3.8",
"session_id": "b074db1e-e153-406b-b72d-183a5cfe8bd6",
"risk_score": 62.19,
"confidence": 0.83
} | null | null | null | null | null | Fileless execution detected | Endpoint process_stop /you/that.json by yrodriguez Fileless execution detected | process_stop | null | null | yrodriguez | /you/that.json | 3,096 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6e1c48a8-be10-400a-a9fb-9af829f08ab8 | 2025-02-06T10:06:27 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for bryce40 via passwordless from 53.249.223.21 No additional info noise=WW91IGJhbGwu | {
"geo_location": "Korea",
"device_hash": "20bc2140c4e534bf198dc244fc4b4538b6a35bf4",
"user_agent": "Opera/8.27.(X11; Linux x86_64; yue-HK) Presto/2.9.189 Version/10.00",
"session_id": "6feca6c4-3183-4167-ae6d-ee5395a45397",
"risk_score": 61.72,
"confidence": 0.69
} | 53.249.223.21 | null | null | null | null | No additional info | Auth challenge for bryce40 via passwordless from 53.249.223.21 No additional info | challenge | null | null | bryce40 | null | null | null | null | null | null | null | null | null | null | passwordless | ed:07:e7:fa:60:4c | null | null | null | null | null |
b00a35e7-ccd5-4bbe-900f-a8b2fa3e7492 | 2025-03-04T06:37:10 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device Thermostat firmware_update MITRE Technique: T1547.001 | {
"geo_location": "Costa Rica",
"device_hash": "2fe9d72b9ebd4a97190501b2b5fbbd1d03246af1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ayc-PE) AppleWebKit/533.17.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6533.17.2",
"session_id": "db727e94-9b37-4744-983a-9058462b7e7b",
"risk_score": 65.71,
"confidence": 0.25
} | null | null | null | null | null | MITRE Technique: T1547.001 | IoT device Thermostat firmware_update MITRE Technique: T1547.001 | firmware_update | null | null | null | null | null | null | null | Thermostat | iot-891558af | 6.7 | null | null | null | null | null | null | null | null | null | null |
94aa6c1f-8df2-4442-91cc-0f55f8597c23 | 2025-02-18T10:09:44 | network | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 93.50.89.231 to 79.52.133.184 No additional info | {
"geo_location": "Qatar",
"device_hash": "171a32feb99ca62312a7684a5d1845c878e1827f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/4.0)",
"session_id": "3a5312f8-632d-4297-9f39-5d4fb12a8e14",
"risk_score": 47.31,
"confidence": 0.63
} | 93.50.89.231 | 79.52.133.184 | null | null | null | No additional info | Network bandwidth_usage from 93.50.89.231 to 79.52.133.184 No additional info | bandwidth_usage | 729,313 | UDP | null | null | null | null | {
"baseline_deviation": 0.9,
"entropy": 7.92,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
0c25f4f2-ffc2-4f94-b66d-1e1343ecc468 | 2025-05-21T09:55:15 | ids_alert | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: Brute Force detected from 10.254.248.222 targeting 67.170.250.18 No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "a1f77cde3276114d8d73414a281043bedfae25366c354f8a3e96cf8c59534394",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/5.1)",
"session_id": "c55125c8-7b33-4f53-81a5-3e8e12f58278",
"risk_score": 46.34,
"confidence": 0.4
} | 10.254.248.222 | 67.170.250.18 | Brute Force | SIG-9667 | Exploit | No additional info | Elastic SIEM Alert: Brute Force detected from 10.254.248.222 targeting 67.170.250.18 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3cccd8d3-3f95-4d23-a760-7f7054e9965e | 2025-06-18T15:09:39 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: MFA Bypass detected from 186.11.248.209 targeting 11.195.181.205 Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Latvia",
"device_hash": "377a556a3a7ee5bca354ed68ce9f2296863140be",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/533.50.4 (KHTML, like Gecko) Version/5.0.3 Safari/533.50.4",
"session_id": "cf64e5a3-efec-4d62-9301-3ebbbbf94499",
"risk_score": 43.83,
"confidence": 0.25
} | 186.11.248.209 | 11.195.181.205 | MFA Bypass | SIG-2763 | Exploit | Unconventional IOC: Unusual DNS TXT records | ArcSight Alert: MFA Bypass detected from 186.11.248.209 targeting 11.195.181.205 Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
acfe6434-77c5-4b30-b93d-b05ea8b0fb70 | 2025-05-17T20:48:07 | firewall | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only RDP traffic from 35.53.55.137:609 to 216.177.107.119:960 No additional info | {
"geo_location": "Mali",
"device_hash": "fb2a762926ee987a54f81e0174f77957",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.1)",
"session_id": "ae7939a7-5f1e-422c-a99f-6831bb03f823",
"risk_score": 46.57,
"confidence": 0.63
} | 35.53.55.137 | 216.177.107.119 | null | null | null | No additional info | Firewall log-only RDP traffic from 35.53.55.137:609 to 216.177.107.119:960 No additional info | log-only | 789,364 | RDP | null | null | null | null | null | null | null | null | 609 | 960 | 2,656 | null | null | null | null | null | null | null |
92f3335c-226b-4fb5-b859-301919078619 | 2025-03-19T01:05:58 | network | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 202.154.192.237 to 79.139.222.146 MITRE Technique: T1218.011 | {
"geo_location": "Cambodia",
"device_hash": "90b75bbd0d99a2c2b187dc576b606be185dde765201711bfb7f70059cd691964",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/2619-08-14 11:52:25 Firefox/3.6.16",
"session_id": "ebcc6d3d-eb2a-48a7-ad16-797dccb065aa",
"risk_score": 17.65,
"confidence": 0.94
} | 202.154.192.237 | 79.139.222.146 | null | null | null | MITRE Technique: T1218.011 | Network protocol_anomaly from 202.154.192.237 to 79.139.222.146 MITRE Technique: T1218.011 | protocol_anomaly | 828,180 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0c8fd0af-3f34-4e21-9fca-48173cd1c240 | 2025-03-31T07:17:24 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth failed for wallerbrittany via SAML from 124.4.172.4 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "95199c84a3ef84fc93f9e294233b95f9",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_5 rv:4.0; en-AU) AppleWebKit/535.32.7 (KHTML, like Gecko) Version/5.0.4 Safari/535.32.7",
"session_id": "1abe61d2-a5cf-4a5f-a4f4-13e908888fb9",
"risk_score": 16.35,
"confidence": 0.54
} | 124.4.172.4 | null | null | null | null | No additional info | Auth failed for wallerbrittany via SAML from 124.4.172.4 No additional info | failed | null | null | wallerbrittany | null | null | null | null | null | null | null | null | null | null | SAML | dd:2b:66:50:b4:a7 | null | null | null | null | null |
ce6ef3cf-c5f0-4af7-bb1a-b55f6348ee38 | 2025-04-07T08:49:02 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in AWS by currypeter No additional info | {
"geo_location": "Jordan",
"device_hash": "343215632f13b402f9e5be32e34aaed0",
"user_agent": "Opera/9.38.(Windows 95; ca-ES) Presto/2.9.177 Version/12.00",
"session_id": "d638d2dd-bbe9-4645-86da-35b318c3d432",
"risk_score": 62.19,
"confidence": 0.9
} | null | null | null | null | null | No additional info | Cloud lambda_execution in AWS by currypeter No additional info | lambda_execution | null | null | currypeter | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-708f94ac |
511af4ad-e312-4b3b-b91b-50ca4de1c56f | 2025-05-10T18:23:04 | auth | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for amckinney via SAML from 41.225.4.98 Associated Threat Actor: APT35 | {
"geo_location": "Algeria",
"device_hash": "6625d33ada0c3cb933192c42f5a9987b",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/63.0.846.0 Safari/535.1",
"session_id": "5607f9b5-6a41-4219-b109-6c290e95fcf4",
"risk_score": 62.84,
"confidence": 0.4
} | 41.225.4.98 | null | null | null | null | Associated Threat Actor: APT35 | Auth bypass for amckinney via SAML from 41.225.4.98 Associated Threat Actor: APT35 | bypass | null | null | amckinney | null | null | null | null | null | null | null | null | null | null | SAML | 0e:47:35:3e:9a:68 | null | null | null | null | null |
40661f64-07a3-4df5-aa80-7f080a7d6a22 | 2025-05-01T04:29:16 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel MITRE Technique: T1059.001 noise=87F5255A | {
"geo_location": "Netherlands",
"device_hash": "696bc0b892619f2474d1c35a0f464d89cfe2744b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_4 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/25.0.861.0 Mobile/32P335 Safari/536.0",
"session_id": "22d65de0-e747-4f95-ab72-519a5bfbb0ec",
"risk_score": 21.72,
"confidence": 0.95
} | null | null | null | null | null | MITRE Technique: T1059.001 | IoT device Camera side_channel MITRE Technique: T1059.001 | side_channel | null | null | null | null | null | null | null | Camera | iot-70b5a3ef | 1.6 | null | null | null | null | null | null | null | null | null | null |
189f04c5-0dce-4cc0-94e2-791f678e80b4 | 2025-05-02T23:30:03 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by tking No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "39810aea4ab8643c40be095095c6ee91",
"user_agent": "Mozilla/5.0 (Linux; Android 6.0.1) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/44.0.827.0 Safari/531.0",
"session_id": "d708df58-2965-4699-87e7-ea0d59905515",
"risk_score": 83.72,
"confidence": 0.52
} | null | null | null | null | null | No additional info | AI system membership_inference by tking No additional info | membership_inference | null | null | tking | null | null | null | null | null | null | null | null | null | null | null | null | model-3cd920a1 | 81d980249f958c06127a486b54d6db4c | 3b0cbd372573d0d938e393a7186668d30dbd0815 | null | null |
eff4e6b9-492e-4324-a2d9-61e7cbdb6663 | 2025-04-27T07:05:05 | cloud | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in GCP by megan97 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "48af8369c6dd1064b18665ec90ece07c0307a9f8",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/55.0.832.0 Safari/535.0",
"session_id": "b4c7cbd4-0098-4472-90c4-b47c5b8ff15c",
"risk_score": 39.82,
"confidence": 0.08
} | null | null | null | null | null | No additional info | Cloud shadow_it in GCP by megan97 No additional info | shadow_it | null | null | megan97 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-aad72a8e |
ca044ed5-714e-4e89-8a3c-70b4bf8cdc8d | 2025-02-22T21:01:33 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device Medical firmware_update MITRE Technique: T1574.002 | {
"geo_location": "Chile",
"device_hash": "ff77a5f5a8964dd3f4b8333b49d62f2a",
"user_agent": "Opera/8.15.(X11; Linux i686; rw-RW) Presto/2.9.172 Version/12.00",
"session_id": "8ec2de47-4db6-4d97-b528-5b0e0ef31f0d",
"risk_score": 60.32,
"confidence": 0.07
} | null | null | null | null | null | MITRE Technique: T1574.002 | IoT device Medical firmware_update MITRE Technique: T1574.002 | firmware_update | null | null | null | null | null | null | null | Medical | iot-f914da1b | 6.0 | null | null | null | null | null | null | null | null | null | null |
c0cdcfaf-49e6-4aa1-95d8-415398c581ac | 2025-05-31T00:51:36 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /thousand/east.html by uross MITRE Technique: T1574.002 | {
"geo_location": "North Korea",
"device_hash": "6fc2c749bf09b6ed2dd47201c39e5f90",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/31.0.814.0 Safari/532.1",
"session_id": "42fe9751-7e0b-4b7c-b0b4-d9b182d88586",
"risk_score": 42.28,
"confidence": 0.04
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint process_start /thousand/east.html by uross MITRE Technique: T1574.002 | process_start | null | null | uross | /thousand/east.html | 9,258 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a74fe24c-25cd-4637-aba2-9b49575ed992 | 2025-01-24T03:57:03 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by rachel41 MITRE Technique: T1190 | {
"geo_location": "Bulgaria",
"device_hash": "afe4ecc165d4348b75c5d8a23ee84c48",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; fur-IT) AppleWebKit/534.17.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.17.7",
"session_id": "83518fb7-ad22-4bd7-95ee-7c84a5b856f2",
"risk_score": 58.2,
"confidence": 0
} | null | null | null | null | null | MITRE Technique: T1190 | AI system model_access by rachel41 MITRE Technique: T1190 | model_access | null | null | rachel41 | null | null | null | null | null | null | null | null | null | null | null | null | model-8474bd51 | 5f60fb4706e8d8af3196e32e299b4869f1a1d3d5 | ecfc683ae08ec94fc02efc7a9f454d390349162d | null | null |
7657e5b0-2c94-4326-a8da-a7c37c347980 | 2022-05-11T15:34:02 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine RDP traffic from 67.77.130.131:17385 to 10.18.106.147:42 MITRE Technique: T1134.001 | Associated Threat Actor: REvil | {
"geo_location": "Brazil",
"device_hash": "62becba373cf3b4233b8395af1037caf0e818e53453ec383cbd58612aa4f665d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_3 rv:3.0; tcy-IN) AppleWebKit/533.41.7 (KHTML, like Gecko) Version/4.1 Safari/533.41.7",
"session_id": "61668119-76a7-4d5f-8485-b665be6e88fb",
"risk_score": 45.21,
"confidence": 0.4
} | 67.77.130.131 | 10.18.106.147 | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: REvil | Firewall quarantine RDP traffic from 67.77.130.131:17385 to 10.18.106.147:42 MITRE Technique: T1134.001 | Associated Threat Actor: REvil | quarantine | 951,396 | RDP | null | null | null | null | null | null | null | null | 17,385 | 42 | 3,192 | null | null | null | null | null | null | null |
16059677-3c51-4227-b7b8-64241586bb1f | 2025-03-02T07:22:15 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access PM by jsmith No additional info noise=96B54ACA | {
"geo_location": "Solomon Islands",
"device_hash": "9c2e3b37ca95b3da8fc4d1bc9b93546a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.1)",
"session_id": "81a2fcec-5cfa-4f63-a306-cb57c245965d",
"risk_score": 62.83,
"confidence": 0.23
} | null | null | null | null | null | No additional info | Endpoint file_access PM by jsmith No additional info | file_access | null | null | jsmith | PM | 1,985 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1324296b-de37-42f1-863f-07937c985c73 | 2025-01-22T14:39:22 | ai | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by cynthialee No additional info | {
"geo_location": "Mozambique",
"device_hash": "ce457901a30ad3a381587f725f50810c5458012fc42bb1ddce53320a31ae3960",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.0)",
"session_id": "c10a24cf-8878-4d3e-adaa-b4febdc04328",
"risk_score": 75.89,
"confidence": 0.19
} | null | null | null | null | null | No additional info | AI system prompt_injection by cynthialee No additional info | prompt_injection | null | null | cynthialee | null | null | null | null | null | null | null | null | null | null | null | null | model-667428cc | 16c38650b5f44fa7e9517603e272c0c49d51961de003084deec31c1f493e730e | 94f30a99a9da02eafbe378818754cf1fed047f0e6c209244551c68a7b75a6732 | null | null |
f8d4f519-aeba-48fa-b8a1-99a888d354c9 | 2025-04-28T19:37:01 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Armenia",
"device_hash": "f2f2db30bfd2248cf63ad57ea7be8f5dec58b690bf633a0a13403dc0844fef58",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/38.0.868.0 Safari/532.0",
"session_id": "d0daf4e1-ae76-4a2f-8c3f-2401712befa9",
"risk_score": 40.93,
"confidence": 0.29
} | null | null | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | side_channel | null | null | null | null | null | null | null | Thermostat | iot-e196c9f8 | 6.3 | null | null | null | null | null | null | null | null | null | null |
39718cf0-ba33-4f46-a52e-f408b377e624 | 2025-07-09T13:35:19 | network | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network connection from 114.145.95.183 to 159.116.204.184 Associated Threat Actor: Sandworm Team noise=category | {
"geo_location": "Sierra Leone",
"device_hash": "ba7c4e1e907369693944fe0c5b8c09b74ffefc1a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; om-ET) AppleWebKit/535.6.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.6.6",
"session_id": "5120707d-33d1-4656-b749-9647286ba1bd",
"risk_score": 37.36,
"confidence": 0.29
} | 114.145.95.183 | 159.116.204.184 | null | null | null | Associated Threat Actor: Sandworm Team | Network connection from 114.145.95.183 to 159.116.204.184 Associated Threat Actor: Sandworm Team | connection | 712,098 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3bf85772-071e-44e3-b964-2a1d6c5e83d1 | 2025-02-28T17:30:10 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by perkinsvicki No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "cb344c70943efe1f1a5b51d4e9931e8d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_5) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/16.0.871.0 Safari/533.2",
"session_id": "75c016a0-d3bd-4556-b777-d3515ab024b1",
"risk_score": 65.18,
"confidence": 0.84
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by perkinsvicki No additional info | training_data_poisoning | null | null | perkinsvicki | null | null | null | null | null | null | null | null | null | null | null | null | model-7ee1f2f1 | 2acfe85e373bc851cf2063fd5fc64e0d | 502acc85967d314b728e40b17278b1e30fc0bcc7 | null | null |
bdf5dd41-881a-44e6-a5d6-d04764d6676d | 2023-08-05T19:15:55 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 10.202.117.170 to 95.228.122.100 No additional info | {
"geo_location": "Korea",
"device_hash": "abb5d85916621e3c9e81b1caa9c40b66",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/58.0.857.0 Safari/533.0",
"session_id": "3e36225a-d82f-4747-ba62-6b036b805318",
"risk_score": 26.27,
"confidence": 0.55
} | 10.202.117.170 | 95.228.122.100 | null | null | null | No additional info | Network covert_channel from 10.202.117.170 to 95.228.122.100 No additional info | covert_channel | 713,655 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8d40a78d-4a3b-4906-b1e3-1bb0c4dacc20 | 2029-10-16T16:55:27 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install note by tsloan MITRE Technique: T1059.001 noise=wp-content | {
"geo_location": "Belize",
"device_hash": "59176144c143295dfa1836fe3a87266c296478f1",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/13.0.877.0 Safari/532.2",
"session_id": "6f7a1a42-9a15-4c2a-bfae-2c0dc2e24df4",
"risk_score": 73.85,
"confidence": 0.07
} | null | null | null | null | null | MITRE Technique: T1059.001 | Endpoint service_install note by tsloan MITRE Technique: T1059.001 | service_install | null | null | tsloan | note | 8,448 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
87997ab2-b36a-43fa-8397-8fd45d8ca27f | 2025-06-23T02:06:41 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load however by eric47 No additional info noise=worry|director|gun | {
"geo_location": "Wallis and Futuna",
"device_hash": "4793033f93f2db918e8e52c6cade299d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_6 rv:3.0; or-IN) AppleWebKit/535.27.1 (KHTML, like Gecko) Version/4.0 Safari/535.27.1",
"session_id": "f93d9fc9-2750-48e7-9f5e-82272059b99c",
"risk_score": 36.83,
"confidence": 0.45
} | null | null | null | null | null | No additional info | Endpoint driver_load however by eric47 No additional info | driver_load | null | null | eric47 | however | 3,070 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86fe3ae4-c536-4e93-86fa-afc2f8bd921e | 2025-02-23T18:36:40 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Iraq",
"device_hash": "141777865275f0d4c6a3d8bf1d4e9872c0ae64bf",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_9 rv:4.0; km-KH) AppleWebKit/533.31.7 (KHTML, like Gecko) Version/4.0 Safari/533.31.7",
"session_id": "6429d0b3-63a8-4317-8a45-e8cb1d11e418",
"risk_score": 66.92,
"confidence": 0.17
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-50ac7a32 | 6.3 | null | null | null | null | null | null | null | null | null | null |
09b4729a-59c2-4e04-bd7a-0e28ea6cdecb | 2025-02-28T00:57:58 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by moontravis MITRE Technique: T1190 | {
"geo_location": "United States of America",
"device_hash": "4a69d244c341cb2189f168ff6cd1476c835e39bb59377186fd71b9e020635afa",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; iu-CA) AppleWebKit/531.23.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6531.23.7",
"session_id": "5e691082-bd84-4b20-b666-8aeab96e5aff",
"risk_score": 52.05,
"confidence": 0.55
} | null | null | null | null | null | MITRE Technique: T1190 | AI system prompt_injection by moontravis MITRE Technique: T1190 | prompt_injection | null | null | moontravis | null | null | null | null | null | null | null | null | null | null | null | null | model-460ee036 | 9d61f27983e85e806e99a82eb41120e1edfd7940 | fb6870930dbec63f74ac0e22836f3958d3d5cc9d | null | null |
7025843a-d949-4ef7-b756-c34bc8b7228a | 2020-12-03T17:06:40 | ids_alert | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|low| desc=FireEye HX Alert: DNS Tunneling detected from 66.17.17.14 targeting N/A No additional info | {
"geo_location": "Eritrea",
"device_hash": "65b15f6559e172a6524e01da63e691dd501d2577",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/31.0.851.0 Safari/534.0",
"session_id": "14b938f5-2ba6-4af6-8a38-2f1995207e8a",
"risk_score": 89.57,
"confidence": 0.2
} | 66.17.17.14 | N/A | DNS Tunneling | SIG-8189 | Recon | No additional info | FireEye HX Alert: DNS Tunneling detected from 66.17.17.14 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
706074fc-4c93-42ea-9ae8-a3b342489611 | 2025-06-28T09:04:08 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by preyes MITRE Technique: T1543.003 noise=UGllY2Uu | {
"geo_location": "Macao",
"device_hash": "f2087516458e38d330b104e25d33f473",
"user_agent": "Mozilla/5.0 (Linux; Android 3.0) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/53.0.805.0 Safari/536.2",
"session_id": "e9426023-b821-42de-83e3-d06e5c1e6b8d",
"risk_score": 22.82,
"confidence": 0.91
} | null | null | null | null | null | MITRE Technique: T1543.003 | AI system membership_inference by preyes MITRE Technique: T1543.003 | membership_inference | null | null | preyes | null | null | null | null | null | null | null | null | null | null | null | null | model-3574397c | 3a854999446338db56a50a0b9814d17894eb40c269c40bb54b5282b5ac6a1b39 | 96e2073683cbf52cde61e645375d1de8871c8b0db0289e18ea363c1bd0c43821 | null | null |
eef89e49-b12c-49d7-8ba3-d1857d0999ec | 2025-07-05T10:27:58 | network | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 78.198.204.122 to 43.137.89.189 No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "6e977a08870da57a17a330fc004a706a",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/42.0.882.0 Safari/532.1",
"session_id": "213bd8dc-d935-45bb-a635-e7df0f39fcab",
"risk_score": 67.41,
"confidence": 0.41
} | 78.198.204.122 | 43.137.89.189 | null | null | null | No additional info | Network latency_spike from 78.198.204.122 to 43.137.89.189 No additional info | latency_spike | 769,160 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c7555d2a-3d98-4701-8420-314b44ae7f73 | 2025-05-13T16:30:00 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access relate by rodriguezrebecca Unconventional IOC: GPU memory artifacts | {
"geo_location": "North Korea",
"device_hash": "7d2d74cadcfc0ee3d893e3c00d188edc1bbc6436",
"user_agent": "Mozilla/5.0 (Android 2.3.6; Mobile; rv:47.0) Gecko/47.0 Firefox/47.0",
"session_id": "f54f9780-0442-4be0-be15-d34ed0a7602f",
"risk_score": 44.5,
"confidence": 0.99
} | null | null | null | null | null | Unconventional IOC: GPU memory artifacts | Endpoint file_access relate by rodriguezrebecca Unconventional IOC: GPU memory artifacts | file_access | null | null | rodriguezrebecca | relate | 187 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0091c925-a2bb-4b0f-9a13-eeb9fdd034d0 | 2025-01-22T12:29:07 | firewall | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall allow TCP traffic from 158.236.115.120:395 to 206.222.230.228:47648 MITRE Technique: T1547.001 | {
"geo_location": "Tajikistan",
"device_hash": "448fafb3984594b004edb56c3a38cc32",
"user_agent": "Mozilla/5.0 (Android 3.2.2; Mobile; rv:61.0) Gecko/61.0 Firefox/61.0",
"session_id": "6f011d1a-4ca1-4b97-bb38-e373a9e7f459",
"risk_score": 68.94,
"confidence": 0.74
} | 158.236.115.120 | 206.222.230.228 | null | null | null | MITRE Technique: T1547.001 | Firewall allow TCP traffic from 158.236.115.120:395 to 206.222.230.228:47648 MITRE Technique: T1547.001 | allow | 989,724 | TCP | null | null | null | null | null | null | null | null | 395 | 47,648 | 408 | null | null | null | null | null | null | null |
d477f2e1-b536-425e-926c-bc33ccf7ee80 | 2025-02-08T17:38:08 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install order by xbenson No additional info | {
"geo_location": "Russia",
"device_hash": "6fdce32b2df73ee0bff0a7a7dae25940",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/60.0.803.0 Safari/535.2",
"session_id": "e8831759-b828-4183-aa24-92bc73b5694d",
"risk_score": 71.52,
"confidence": 0.95
} | null | null | null | null | null | No additional info | Endpoint service_install order by xbenson No additional info | service_install | null | null | xbenson | order | 6,948 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0878dcd1-8138-4401-a96d-266dce75188a | 2025-04-24T22:03:42 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine RDP traffic from 129.96.169.34:546 to 12.43.45.0:933 No additional info | {
"geo_location": "Gambia",
"device_hash": "cbc98603812e6d9f8ed2839ffec50dbd38730cc2",
"user_agent": "Opera/8.81.(X11; Linux x86_64; ak-GH) Presto/2.9.169 Version/10.00",
"session_id": "fed81577-a11d-42a4-bd1a-43fb49876fad",
"risk_score": 10.44,
"confidence": 0.4
} | 129.96.169.34 | 12.43.45.0 | null | null | null | No additional info | Firewall quarantine RDP traffic from 129.96.169.34:546 to 12.43.45.0:933 No additional info | quarantine | 900,721 | RDP | null | null | null | null | null | null | null | null | 546 | 933 | 1,316 | null | null | null | null | null | null | null |
2b6a5da8-f305-4ea8-a794-ffa51462cd38 | 2025-05-15T14:25:06 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow ICMP traffic from 122.126.168.177:1012 to 83.8.146.28:278 MITRE Technique: T1053.005 noise=blog | {
"geo_location": "Northern Mariana Islands",
"device_hash": "edce81141e5a252e512e60de8a2fc4e8a135906cbf182b443d34025062a4e0a2",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/2814-04-29 16:45:57 Firefox/9.0",
"session_id": "3cd8084c-fc96-42df-b16a-1f35de964795",
"risk_score": 79.84,
"confidence": 0.56
} | 122.126.168.177 | 83.8.146.28 | null | null | null | MITRE Technique: T1053.005 | Firewall allow ICMP traffic from 122.126.168.177:1012 to 83.8.146.28:278 MITRE Technique: T1053.005 | allow | 994,255 | ICMP | null | null | null | null | null | null | null | null | 1,012 | 278 | 2,884 | null | null | null | null | null | null | null |
9aab278f-e126-4b34-b520-517c311a4f80 | 2025-03-18T12:46:19 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth locked for miranda80 via key from 3.182.202.136 MITRE Technique: T1134.001 noise=QWdlbnQgb3duLg== | {
"geo_location": "Poland",
"device_hash": "a9cda55566d572192eeaf9aec536d512",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "9f609313-1cff-4229-8916-29e7cf815e09",
"risk_score": 75.32,
"confidence": 0.31
} | 3.182.202.136 | null | null | null | null | MITRE Technique: T1134.001 | Auth locked for miranda80 via key from 3.182.202.136 MITRE Technique: T1134.001 | locked | null | null | miranda80 | null | null | null | null | null | null | null | null | null | null | key | f6:b1:48:a0:03:7e | null | null | null | null | null |
1d04fd86-a6dd-4ed2-96c5-2fbd6c07ae7a | 2025-01-25T18:03:15 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by bbutler MITRE Technique: T1078.004 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Jordan",
"device_hash": "dd2ab36b1b323fbb704194bc2b444451",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/4.1)",
"session_id": "ed948c87-c778-4c34-8781-0c14670b9c77",
"risk_score": 0,
"confidence": 0.4
} | null | null | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: BlueNoroff | AI system membership_inference by bbutler MITRE Technique: T1078.004 | Associated Threat Actor: BlueNoroff | membership_inference | null | null | bbutler | null | null | null | null | null | null | null | null | null | null | null | null | model-f76ef67f | 9d021da415eb7a5d0509e52257ce713c0b47689b | 35f262e149a569f0d626fd2cc14e80ee | null | null |
87ae25d1-7359-4247-b08b-ad91ec45e526 | 2025-04-30T12:14:52 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /financial/cold.gif by tsutton No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "48dca57eee7ddab1c7131bd1fec05eef4ad57cfd06906ba7f3483f099464386c",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 6_1_6 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/51.0.849.0 Mobile/54D530 Safari/535.2",
"session_id": "ead906c5-3cff-426e-bb93-d5578e12bc34",
"risk_score": 56.89,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Endpoint process_start /financial/cold.gif by tsutton No additional info | process_start | null | null | tsutton | /financial/cold.gif | 776 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9876f08a-1946-4d01-a551-86baec95324a | 2025-02-02T02:37:13 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 186.198.41.218 to 139.100.1.77 No additional info noise=star|north|race | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "4ae4245428f1095e42a72dddc29079f3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "6af8e2dd-1fd8-411d-bc62-535464bd3ee4",
"risk_score": 48.33,
"confidence": 0.87
} | 186.198.41.218 | 139.100.1.77 | null | null | null | No additional info | Network bandwidth_usage from 186.198.41.218 to 139.100.1.77 No additional info | bandwidth_usage | 653,814 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7da08323-7038-4a5f-9de2-9414d92cb600 | 2025-02-05T15:48:53 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth success for harpergina via OAuth from 205.217.205.199 No additional info noise=08A15128 | {
"geo_location": "Aruba",
"device_hash": "73d3f72e319295210c5130d55a4387481013fe6c",
"user_agent": "Opera/9.22.(X11; Linux i686; so-ET) Presto/2.9.167 Version/11.00",
"session_id": "6590c9ff-a0be-4ce3-aba4-79aa82aed034",
"risk_score": 47.38,
"confidence": 0.23
} | 205.217.205.199 | null | null | null | null | No additional info | Auth success for harpergina via OAuth from 205.217.205.199 No additional info | success | null | null | harpergina | null | null | null | null | null | null | null | null | null | null | OAuth | fc:0d:15:89:cd:3a | null | null | null | null | null |
fa7c2f5f-5398-4f45-ab3c-fb0800e2b4e5 | 2025-01-23T08:22:10 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine NTP traffic from 145.124.111.164:376 to 85.60.34.155:656 No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "4e811b980f5c82b4de55ad88f0416b1649b4c06de1811298183274083facdf0e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_6; rv:1.9.6.20) Gecko/4564-08-24 01:01:39 Firefox/3.6.8",
"session_id": "6e4131d1-5d82-4a9e-864a-b0e67578c2c6",
"risk_score": 33.24,
"confidence": 0.34
} | 145.124.111.164 | 85.60.34.155 | null | null | null | No additional info | Firewall quarantine NTP traffic from 145.124.111.164:376 to 85.60.34.155:656 No additional info | quarantine | 931,109 | NTP | null | null | null | null | null | null | null | null | 376 | 656 | 3,209 | null | null | null | null | null | null | null |
746740cb-10c5-40c3-8dda-77b5d6a5debd | 2021-02-17T17:48:57 | ids_alert | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|high| desc=Carbon Black Alert: Credential Stuffing detected from 22.201.156.120 targeting 206.9.247.105 No additional info noise=professor|note|those | {
"geo_location": "Australia",
"device_hash": "d8c9391bee358756f1eae96fcaa546cf0796432e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.1)",
"session_id": "2f212b00-fec1-4181-ab49-9b234376333d",
"risk_score": 75.25,
"confidence": 0.51
} | 22.201.156.120 | 206.9.247.105 | Credential Stuffing | SIG-2405 | Evasion | No additional info | Carbon Black Alert: Credential Stuffing detected from 22.201.156.120 targeting 206.9.247.105 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b6f6fd64-0ce4-434f-af6f-1fef09e71e18 | 2025-05-07T05:08:02 | ai | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by aaronlong No additional info | {
"geo_location": "Senegal",
"device_hash": "799df5c71333f66d33058a2b995bf5b53bc2780d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/62.0.813.0 Safari/533.0",
"session_id": "2b0da3d9-4b7e-4094-915e-e6d3ef9fe97d",
"risk_score": 63.98,
"confidence": 0.01
} | null | null | null | null | null | No additional info | AI system adversarial_input by aaronlong No additional info | adversarial_input | null | null | aaronlong | null | null | null | {
"baseline_deviation": 0.93,
"entropy": 4.7,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-dabe2f9d | 169bef1603c736ff95462b2c3c806841274d267742d53bed4e1ae1ef4c5345b1 | bf3d0f20f37b7c018a6bd3f60c840e5f9f38f2f3d3e9f8ec08504585e686c1bc | null | null |
c289cfca-c165-4e03-b603-d391a5ec8fc0 | 2025-03-08T03:20:04 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task interesting by qjenkins No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "9127096b4ff5a260dbc2f002de481336f4b74d3b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/50.0.832.0 Mobile/72G187 Safari/533.1",
"session_id": "41527ad6-adcf-4317-a079-53c846659d98",
"risk_score": 36.1,
"confidence": 0.78
} | null | null | null | null | null | No additional info | Endpoint scheduled_task interesting by qjenkins No additional info | scheduled_task | null | null | qjenkins | interesting | 4,074 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ec925d1a-e9f1-4f77-af27-60649a7bab42 | 2025-03-18T07:35:23 | ai | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by kimkelly MITRE Technique: T1547.001 | {
"geo_location": "Paraguay",
"device_hash": "41a95670f06c9a76a7eea9b287f03fdabefd2c0302df877ced528f64dc002720",
"user_agent": "Opera/8.32.(X11; Linux i686; ast-ES) Presto/2.9.184 Version/12.00",
"session_id": "fbcb2df1-009b-4e07-bc66-f5a0da53a48a",
"risk_score": 39.35,
"confidence": 0.21
} | null | null | null | null | null | MITRE Technique: T1547.001 | AI system prompt_injection by kimkelly MITRE Technique: T1547.001 | prompt_injection | null | null | kimkelly | null | null | null | null | null | null | null | null | null | null | null | null | model-a201bc88 | c3239bc76fdb4134268b057f57193c41afd08de329772814695177d3f2e87d03 | 307d5a05179c21d7657589bcf2a53fe5 | null | null |
3b4402e6-1a31-444c-94d3-27f9719da3fd | 2025-06-09T10:45:26 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only HTTPS traffic from 165.87.132.2:37100 to 146.222.71.32:1006 MITRE Technique: T1574.002 | {
"geo_location": "Israel",
"device_hash": "29a01ce5fc08e9a42a21e5dbfff1b33d",
"user_agent": "Opera/8.37.(Windows 95; nb-NO) Presto/2.9.170 Version/10.00",
"session_id": "d46e244e-ad31-41a0-9690-aed41d94f912",
"risk_score": 23.49,
"confidence": 0.49
} | 165.87.132.2 | 146.222.71.32 | null | null | null | MITRE Technique: T1574.002 | Firewall log-only HTTPS traffic from 165.87.132.2:37100 to 146.222.71.32:1006 MITRE Technique: T1574.002 | log-only | 218,390 | HTTPS | null | null | null | null | null | null | null | null | 37,100 | 1,006 | 2,540 | null | null | null | null | null | null | null |
5b067e63-ee4f-412d-8577-29072019c9aa | 2025-04-10T02:07:47 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC unusual_activity Associated Threat Actor: FIN7 | {
"geo_location": "United Kingdom",
"device_hash": "f7fd1b9b9664d0ac0bd3cc7d7e387ad0094b99e0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.0)",
"session_id": "e13516b4-78b6-4b4a-9fec-520c1de69b15",
"risk_score": 73.94,
"confidence": 0.04
} | null | null | null | null | null | Associated Threat Actor: FIN7 | IoT device HVAC unusual_activity Associated Threat Actor: FIN7 | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-b330a142 | 5.9 | null | null | null | null | null | null | null | null | null | null |
3e3a72bb-3eba-44e7-89f8-6c54bb93badc | 2025-06-29T17:20:50 | cloud | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in GCP by catherinepatterson No additional info | {
"geo_location": "Mauritius",
"device_hash": "c15958c55c792aee18e35cb558602891753652c2955e2468f2dea1295d8fdaa7",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; bhb-IN; rv:1.9.0.20) Gecko/2931-03-08 12:32:30 Firefox/3.8",
"session_id": "a9947baf-0688-4ecb-92d4-7ae34dd2f1cd",
"risk_score": 34.05,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by catherinepatterson No additional info | container_escape | null | null | catherinepatterson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-95d15797 |
0f9e589e-24bb-44a7-81c7-eb7936177c7b | 2025-05-19T04:55:34 | network | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|high| desc=Network disconnection from 67.148.69.190 to 124.253.95.33 No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "91e1d1b6e41c7c02773df577c4724286",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/5.1)",
"session_id": "f91eb81c-fefe-406d-90e5-fb0cea9ab9a0",
"risk_score": 38.36,
"confidence": 0.44
} | 67.148.69.190 | 124.253.95.33 | null | null | null | No additional info | Network disconnection from 67.148.69.190 to 124.253.95.33 No additional info | disconnection | 319,584 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ad792d4b-731e-4ffc-988d-7cc94beceec4 | 2025-02-03T17:45:16 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by melinda95 MITRE Technique: T1204.002 | {
"geo_location": "Liberia",
"device_hash": "fd5a82942eaeb33f829a9c9d2fdbc26b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_7; rv:1.9.2.20) Gecko/9342-09-03 19:32:36 Firefox/3.6.2",
"session_id": "38110f8c-e030-4099-8953-48a47f1dab72",
"risk_score": 10.22,
"confidence": 0.39
} | null | null | null | null | null | MITRE Technique: T1204.002 | AI system adversarial_input by melinda95 MITRE Technique: T1204.002 | adversarial_input | null | null | melinda95 | null | null | null | null | null | null | null | null | null | null | null | null | model-ffe00aba | 25a081adfb9f5dddd09a3a46f6f8dd65554372a1 | 734f07d02f93cee3bc5e4fec037be05fff6e1f45 | null | null |
8d1822ef-4b6a-4fea-af32-6c426a206ee9 | 2025-02-25T11:55:00 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec /service/world.webm by campbellmandy Associated Threat Actor: Inception Framework | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "f8e9e02286ba96faef72ed4d2ea041502578fe913ea73174b24b6c48c5c2676f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.1)",
"session_id": "d4143ea0-c49c-486d-8d89-5bb1827cd238",
"risk_score": 46.4,
"confidence": 0.87
} | null | null | null | null | null | Associated Threat Actor: Inception Framework | Endpoint powershell_exec /service/world.webm by campbellmandy Associated Threat Actor: Inception Framework | powershell_exec | null | null | campbellmandy | /service/world.webm | 5,481 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
791fa1d4-82d5-4d48-a3bf-8ae682dd3670 | 2025-04-17T10:10:02 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for torrestammy via OAuth from 190.125.6.246 No additional info | {
"geo_location": "Norway",
"device_hash": "18e8fe5562427761ba3cce52edeb22b5b9776dae",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "ea616518-e2db-4185-b76f-518f7f8d44cf",
"risk_score": 33.21,
"confidence": 0.31
} | 190.125.6.246 | null | null | null | null | No additional info | Auth failed for torrestammy via OAuth from 190.125.6.246 No additional info | failed | null | null | torrestammy | null | null | null | {
"baseline_deviation": 2.88,
"entropy": 2.85,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | OAuth | be:d2:a2:2c:c8:8b | null | null | null | null | null |
d291ae49-b4a9-40b1-8f18-591e49569ca7 | 2025-05-14T07:13:46 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by knightmaria No additional info noise=sing|take|fire | {
"geo_location": "Antigua and Barbuda",
"device_hash": "593a1d40d550e468bfb06af3826fd2312faeb7c35a7850688e7943d9402939fd",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/22.0.842.0 Safari/535.2",
"session_id": "3af7c807-fd72-4c17-840d-be80394f0213",
"risk_score": 38.05,
"confidence": 0.4
} | null | null | null | null | null | No additional info | AI system api_abuse by knightmaria No additional info | api_abuse | null | null | knightmaria | null | null | null | null | null | null | null | null | null | null | null | null | model-2e4c5641 | 190ac3c92e1e7184ad186a5db1fc37c8 | 58f4d8338ad19129b20cbf74edc7f0b301dfcd7e7cdaf4d030112d6568f9f680 | null | null |
f5fc96cb-3b5f-4df8-afd2-44ed66ac272b | 2025-06-11T13:56:39 | iot | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC side_channel Associated Threat Actor: Wizard Spider | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "8a0605002f048521004e03a14ef2c9a8a4a8536f660172e0c94f5449f56b19cf",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/30.0.859.0 Safari/532.2",
"session_id": "c138e097-0cbb-4425-995a-f6621352a580",
"risk_score": 27.83,
"confidence": 0.07
} | null | null | null | null | null | Associated Threat Actor: Wizard Spider | IoT device HVAC side_channel Associated Threat Actor: Wizard Spider | side_channel | null | null | null | null | null | null | {
"baseline_deviation": 1,
"entropy": 5.31,
"frequency_anomaly": true,
"sequence_anomaly": true
} | HVAC | iot-0d4950dc | 1.1 | null | null | null | null | null | null | null | null | null | null |
6747a42c-315b-4f7e-b9c7-e35bd97671d6 | 2025-03-06T08:56:59 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine ICMP traffic from 202.120.173.221:291 to 85.33.22.111:305 No additional info | {
"geo_location": "Myanmar",
"device_hash": "0e890731cc9ca9a8ea754f46cb84633009e9cfb49a6b9efb7fe7fffa3038e474",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/24.0.871.0 Mobile/62D626 Safari/535.2",
"session_id": "21a50dd5-7719-4a2c-9132-77fb03a268a9",
"risk_score": 81.61,
"confidence": 0.54
} | 202.120.173.221 | 85.33.22.111 | null | null | null | No additional info | Firewall quarantine ICMP traffic from 202.120.173.221:291 to 85.33.22.111:305 No additional info | quarantine | 450,443 | ICMP | null | null | null | null | null | null | null | null | 291 | 305 | 856 | null | null | null | null | null | null | null |
fb6d4760-1193-4f1c-a84f-1e46c041610b | 2025-04-21T22:57:32 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 58.113.24.3 to 124.79.216.41 MITRE Technique: T1071.001 | {
"geo_location": "Macao",
"device_hash": "37b696c5863f6e28c986355ec7d6dfb032bfa25f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; fil-PH) AppleWebKit/531.2.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6531.2.2",
"session_id": "bd8b1a70-f142-47c8-8001-4777bfbce4fb",
"risk_score": 62.48,
"confidence": 0.86
} | 58.113.24.3 | 124.79.216.41 | null | null | null | MITRE Technique: T1071.001 | Network disconnection from 58.113.24.3 to 124.79.216.41 MITRE Technique: T1071.001 | disconnection | 728,345 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c392f79d-c322-4b43-a157-59821a010f33 | 2025-05-28T08:58:45 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: Living-off-the-Land detected from 10.82.157.4 targeting 75.12.48.229 No additional info | {
"geo_location": "Botswana",
"device_hash": "e8e321e6a2dcdff64976e699cf13f618f396e9126f081f58609ebf054fabdedb",
"user_agent": "Opera/8.33.(X11; Linux i686; ht-HT) Presto/2.9.167 Version/12.00",
"session_id": "61765d72-d2a5-4e5a-9e68-b8d9c6910be7",
"risk_score": 49.21,
"confidence": 0.2
} | 10.82.157.4 | 75.12.48.229 | Living-off-the-Land | SIG-2150 | Policy | No additional info | AlienVault Alert: Living-off-the-Land detected from 10.82.157.4 targeting 75.12.48.229 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
72ff3069-321e-451b-97c1-cc6ac768f43a | 2025-04-06T17:20:02 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC unusual_activity No additional info noise=represent|million|only | {
"geo_location": "El Salvador",
"device_hash": "ffa8db66c15b9d35be0b0c66cecfaf44",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; sv-SE) AppleWebKit/531.33.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6531.33.4",
"session_id": "b11ba7eb-9d53-4485-b088-75d922fd27af",
"risk_score": 59.32,
"confidence": 0.2
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-769e3e62 | 1.8 | null | null | null | null | null | null | null | null | null | null |
df74eaf9-0e18-4486-b618-771091456e34 | 2025-03-19T10:21:25 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by clara No additional info noise=SWRlbnRpZnku | {
"geo_location": "Yemen",
"device_hash": "1aed31ee6521952c2e9dafa64111ece447b78bf8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.1)",
"session_id": "15573515-6a26-45eb-ae5e-0dd814bf20ef",
"risk_score": 59.39,
"confidence": 0.97
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Azure by clara No additional info | lambda_execution | null | null | clara | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-6efcd628 |
fc4a8b26-e7cb-4450-90d4-7017ef72a166 | 2025-06-14T14:47:42 | ids_alert | Trellix v10.7.0 | emergency | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|emergency| desc=Trellix Alert: Domain Fronting detected from 137.141.191.136 targeting 10.236.211.213 No additional info | {
"geo_location": "Philippines",
"device_hash": "379f8a1b2c0a01806db12d717dbca343d1bdd0bb57827532ad4b12ff7c4a5165",
"user_agent": "Opera/8.49.(Windows CE; en-BD) Presto/2.9.184 Version/10.00",
"session_id": "85ce4463-5985-4257-a735-d9275915dc38",
"risk_score": 80.33,
"confidence": 0.83
} | 137.141.191.136 | 10.236.211.213 | Domain Fronting | SIG-4723 | Exploit | No additional info | Trellix Alert: Domain Fronting detected from 137.141.191.136 targeting 10.236.211.213 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9427d76a-063c-4af2-9a33-7e6131b66e87 | 2025-04-19T09:13:43 | iot | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|info| desc=IoT device HVAC firmware_update MITRE Technique: T1059.005 | Associated Threat Actor: APT35 noise=7906BBF2 | {
"geo_location": "Jersey",
"device_hash": "4168e4deae753e39fcaf51e78095143bede385a2",
"user_agent": "Opera/8.94.(Windows NT 5.1; iu-CA) Presto/2.9.186 Version/11.00",
"session_id": "1f19d744-623c-467d-a4ee-fddeb0b935f9",
"risk_score": 64.98,
"confidence": 0.8
} | null | null | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: APT35 | IoT device HVAC firmware_update MITRE Technique: T1059.005 | Associated Threat Actor: APT35 | firmware_update | null | null | null | null | null | null | null | HVAC | iot-d5d7e847 | 5.3 | null | null | null | null | null | null | null | null | null | null |
c14c5516-bbfd-4799-9e9b-c405dad69b5e | 2025-01-16T16:05:08 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 174.177.210.167 to 41.250.102.154 No additional info | {
"geo_location": "Australia",
"device_hash": "df9ceedb5a7394dbf352a06f2d8f657f",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/38.0.834.0 Safari/536.2",
"session_id": "a7529040-40e0-4db8-becb-029c83c3f51b",
"risk_score": 27.68,
"confidence": 0.68
} | 174.177.210.167 | 41.250.102.154 | null | null | null | No additional info | Network bandwidth_usage from 174.177.210.167 to 41.250.102.154 No additional info | bandwidth_usage | 791,668 | UDP | null | null | null | null | {
"baseline_deviation": 1.51,
"entropy": 3.62,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
0bffaf38-6789-41fc-bfa8-c4cd7e205041 | 2025-02-16T03:03:09 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in GCP by dustintate MITRE Technique: T1059.005 | {
"geo_location": "Iran",
"device_hash": "36bd8a26643a1efe51e4db12cb10c014eba2c995",
"user_agent": "Mozilla/5.0 (Android 3.2.4; Mobile; rv:19.0) Gecko/19.0 Firefox/19.0",
"session_id": "78b96abd-77f4-4450-aa26-14c92818fe4a",
"risk_score": 49.26,
"confidence": 0.56
} | null | null | null | null | null | MITRE Technique: T1059.005 | Cloud api_abuse in GCP by dustintate MITRE Technique: T1059.005 | api_abuse | null | null | dustintate | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-19e2d611 |
35cb6301-55cd-4216-886b-455c74443064 | 2025-01-13T23:14:30 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 35.124.156.25 to 88.251.251.152 Associated Threat Actor: Kimsuky | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "5b97ca43135e579c4225419fcf5d87f5",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/57.0.812.0 Safari/534.0",
"session_id": "c9576bcf-a008-40c0-a1db-5b73d2c60901",
"risk_score": 41.64,
"confidence": 0.53
} | 35.124.156.25 | 88.251.251.152 | null | null | null | Associated Threat Actor: Kimsuky | Network covert_channel from 35.124.156.25 to 88.251.251.152 Associated Threat Actor: Kimsuky | covert_channel | 954,860 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
56f8e620-0d1a-4d7d-a9b6-352174f4203d | 2025-05-12T18:15:35 | network | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|low| desc=Network connection from 12.241.180.10 to 87.81.25.21 No additional info noise=517D3B11 | {
"geo_location": "Mali",
"device_hash": "faef624bae0b36cf3718ab89f0679576bac1b5847d08f58de215f261d87d684d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; kl-GL) AppleWebKit/535.5.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6535.5.1",
"session_id": "9f204b74-5c7a-4e01-ad71-7f28a56fce70",
"risk_score": 29.6,
"confidence": 0.13
} | 12.241.180.10 | 87.81.25.21 | null | null | null | No additional info | Network connection from 12.241.180.10 to 87.81.25.21 No additional info | connection | 474,212 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
95f82605-970c-4501-a068-9fa59949a0c3 | 2025-02-09T20:41:03 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task month by hrodriguez No additional info noise=R3JlZW4u | {
"geo_location": "Korea",
"device_hash": "57ee7bc88c27948c96cf755849829f6db9daf53097e88abb2d4514cfe52ced02",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/21.0.847.0 Safari/536.1",
"session_id": "057b0e54-1d5b-46ad-807d-bdd0dff29db6",
"risk_score": 88.4,
"confidence": 0.79
} | null | null | null | null | null | No additional info | Endpoint scheduled_task month by hrodriguez No additional info | scheduled_task | null | null | hrodriguez | month | 6,716 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3a4498f1-90bf-4d8e-860c-986c70cf4870 | 2025-01-14T23:04:13 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 184.18.18.71 to 122.149.166.234 MITRE Technique: T1566.001 | Associated Threat Actor: Equation Group | {
"geo_location": "Tunisia",
"device_hash": "3c059dc15949fc4fb94fef1150a59b176765649d936df05fe9d4ce080b07e142",
"user_agent": "Opera/8.90.(X11; Linux i686; mt-MT) Presto/2.9.160 Version/11.00",
"session_id": "62cb78f7-4497-42e4-981a-1945cf9133e9",
"risk_score": 20.4,
"confidence": 0.01
} | 184.18.18.71 | 122.149.166.234 | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: Equation Group | Network protocol_anomaly from 184.18.18.71 to 122.149.166.234 MITRE Technique: T1566.001 | Associated Threat Actor: Equation Group | protocol_anomaly | 642,800 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4444533-2e52-4d13-b52a-2a2da785d43e | 2025-04-28T12:35:34 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth success for hillchristine via key from 201.114.247.123 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "342f657bb349de5833e841ead213e0714b904abef689b7b28b56b9bf4bb1c7a7",
"user_agent": "Mozilla/5.0 (Android 12.1; Mobile; rv:33.0) Gecko/33.0 Firefox/33.0",
"session_id": "ad212555-a3bc-45a9-83c4-2fb892fe6556",
"risk_score": 44.2,
"confidence": 0.91
} | 201.114.247.123 | null | null | null | null | No additional info | Auth success for hillchristine via key from 201.114.247.123 No additional info | success | null | null | hillchristine | null | null | null | null | null | null | null | null | null | null | key | 9f:4b:ca:c6:e6:57 | null | null | null | null | null |
312de748-1cb0-4dbd-9b23-ae65dc640065 | 2025-05-15T12:47:54 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by briannarose MITRE Technique: T1566.001 | {
"geo_location": "Malawi",
"device_hash": "9256c42016bf5758da679b7358196b6a7966cd6f3b43accf8e4546cd55e618d1",
"user_agent": "Opera/9.29.(Windows 95; wae-CH) Presto/2.9.186 Version/10.00",
"session_id": "37824b33-2cf0-40a4-ad85-5688282ee63a",
"risk_score": 71.81,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1566.001 | AI system fine_tuning by briannarose MITRE Technique: T1566.001 | fine_tuning | null | null | briannarose | null | null | null | {
"baseline_deviation": 0.72,
"entropy": 3.39,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-b91352da | eafdb0d6953cf59d4d4fda05c585c01a1d488e38 | 3f80545a784996f6db5636b610855930ca2ccbf384f70e9c0790f039f98d3fa1 | null | null |
9c88a294-aed6-4a91-a9d4-960522b464d9 | 2025-07-08T21:13:33 | firewall | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine RDP traffic from 137.72.109.118:590 to 92.135.183.94:35314 No additional info | {
"geo_location": "Cayman Islands",
"device_hash": "30c708b21031b1b1c800dd050a31febba4cf4f5e5607785c2de81a0bd58cc291",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; es-BO) AppleWebKit/534.16.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.16.1",
"session_id": "669dc73c-3682-43ae-9f88-e2435c1f7125",
"risk_score": 44.31,
"confidence": 0.34
} | 137.72.109.118 | 92.135.183.94 | null | null | null | No additional info | Firewall quarantine RDP traffic from 137.72.109.118:590 to 92.135.183.94:35314 No additional info | quarantine | 586,335 | RDP | null | null | null | null | {
"baseline_deviation": 2.15,
"entropy": 7.11,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 590 | 35,314 | 2,742 | null | null | null | null | null | null | null |
cd8cea82-7d8e-4a76-ab30-086d62e9ed10 | 2025-06-25T05:41:02 | endpoint | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task /try/push.key by mschwartz MITRE Technique: T1078.004 noise=hold|fish|pay | {
"geo_location": "Kuwait",
"device_hash": "0ba5719bb5f5c5a4a89b79d6fd4c8024",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_9) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/15.0.835.0 Safari/534.1",
"session_id": "2e32542f-b08c-4e4d-b279-90007c502e09",
"risk_score": 72.3,
"confidence": 0.46
} | null | null | null | null | null | MITRE Technique: T1078.004 | Endpoint scheduled_task /try/push.key by mschwartz MITRE Technique: T1078.004 | scheduled_task | null | null | mschwartz | /try/push.key | 8,580 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
09e26002-f73d-4abb-8670-2763ba25856a | 2025-01-28T15:11:20 | endpoint | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install /make/whose.mp3 by cbridges No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "0899d0e40b4c462f7525fcbf974b41c878da7a6f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; cv-RU) AppleWebKit/532.47.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6532.47.2",
"session_id": "8b778194-f537-4390-91b6-0044aad3fb97",
"risk_score": 82.88,
"confidence": 0.78
} | null | null | null | null | null | No additional info | Endpoint service_install /make/whose.mp3 by cbridges No additional info | service_install | null | null | cbridges | /make/whose.mp3 | 6,906 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
14644ec9-3665-4439-bf9f-72e57d09a0b4 | 2025-04-07T06:37:08 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for jessica37 via MFA from 213.189.93.9 MITRE Technique: T1134.001 | {
"geo_location": "Ireland",
"device_hash": "df9ce7d4cb66e4cd55db400ca4d073f9",
"user_agent": "Opera/9.88.(X11; Linux x86_64; mag-IN) Presto/2.9.187 Version/12.00",
"session_id": "be728863-cfcc-4490-8026-7ac8a831ef44",
"risk_score": 35.11,
"confidence": 0.84
} | 213.189.93.9 | null | null | null | null | MITRE Technique: T1134.001 | Auth failed for jessica37 via MFA from 213.189.93.9 MITRE Technique: T1134.001 | failed | null | null | jessica37 | null | null | null | null | null | null | null | null | null | null | MFA | 72:96:61:df:09:94 | null | null | null | null | null |
219a136b-730f-42f1-96ea-cf9ebceee3c0 | 2025-03-07T18:10:05 | ai | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by drakesharon No additional info noise=B22C1AA9 | {
"geo_location": "Romania",
"device_hash": "c52fe4478018214eb76580180b102cd4661ff8f5",
"user_agent": "Opera/9.55.(Windows NT 5.01; szl-PL) Presto/2.9.165 Version/11.00",
"session_id": "96901f17-c558-4864-8207-8e179f581ba6",
"risk_score": 60.13,
"confidence": 0.12
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by drakesharon No additional info | training_data_poisoning | null | null | drakesharon | null | null | null | null | null | null | null | null | null | null | null | null | model-374c4c48 | 047191d77a8f8bc96416cc679910c2bd1dd376d9 | fc9d0288ea23788e92883257d655ca2f5bcc8846 | null | null |
33951013-dc42-43b1-aba7-cbac37f0409f | 2025-06-26T22:10:09 | ids_alert | FireEye HX v4.5.0 | emergency | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=FireEye HX Alert: Domain Fronting detected from 134.201.163.90 targeting 10.104.70.157 No additional info | {
"geo_location": "Norway",
"device_hash": "0b8c978bb3c6d93e1c12882408ca1855574f75bed7973fcd916bd228a0e7b798",
"user_agent": "Opera/8.65.(X11; Linux i686; hi-IN) Presto/2.9.162 Version/12.00",
"session_id": "f67f200c-cdad-4b9e-ba70-f0d68ed9b029",
"risk_score": 73.22,
"confidence": 0.67
} | 134.201.163.90 | 10.104.70.157 | Domain Fronting | SIG-8610 | Policy | No additional info | FireEye HX Alert: Domain Fronting detected from 134.201.163.90 targeting 10.104.70.157 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
53f1d567-c77d-4d6e-828c-23ed90d8b7d7 | 2025-04-13T01:03:03 | endpoint | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /admit/reach.txt by maciasmelinda No additional info | {
"geo_location": "Lesotho",
"device_hash": "26e8a713a01492212bde00dade230628788a4ff91bb305cb8e2e40918f48071a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.0)",
"session_id": "47d5f178-fb07-4abd-ab60-3d04c22915d4",
"risk_score": 65.97,
"confidence": 0.99
} | null | null | null | null | null | No additional info | Endpoint service_install /admit/reach.txt by maciasmelinda No additional info | service_install | null | null | maciasmelinda | /admit/reach.txt | 2,330 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
38ec30e3-db58-4909-ae20-75983a91f695 | 2025-05-06T16:30:53 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect HTTP traffic from 10.210.205.154:505 to 35.245.189.214:17 No additional info | {
"geo_location": "Norfolk Island",
"device_hash": "48537b177c046641f2c8238e608f8e55e9961ada5e055b94a0e562c1012656d9",
"user_agent": "Mozilla/5.0 (Linux; Android 13) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/56.0.820.0 Safari/533.1",
"session_id": "0d675741-a3da-4de4-b2ba-76d7eae1d734",
"risk_score": 34.82,
"confidence": 0.39
} | 10.210.205.154 | 35.245.189.214 | null | null | null | No additional info | Firewall inspect HTTP traffic from 10.210.205.154:505 to 35.245.189.214:17 No additional info | inspect | 513,271 | HTTP | null | null | null | null | {
"baseline_deviation": 2.63,
"entropy": 6.65,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 505 | 17 | 999 | null | null | null | null | null | null | null |
c6844082-2e6b-4ecd-b414-803d0d1f5c88 | 2025-06-03T22:18:04 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth success for kimberly23 via biometric from 187.248.149.97 MITRE Technique: T1053.005 | {
"geo_location": "Costa Rica",
"device_hash": "b92d275993c998a67232f91d4348c670b3160daf",
"user_agent": "Opera/9.37.(Windows NT 6.2; sr-RS) Presto/2.9.181 Version/12.00",
"session_id": "2e90c1e0-7b9e-4b2a-8b90-33492187ec56",
"risk_score": 26.47,
"confidence": 0.45
} | 187.248.149.97 | null | null | null | null | MITRE Technique: T1053.005 | Auth success for kimberly23 via biometric from 187.248.149.97 MITRE Technique: T1053.005 | success | null | null | kimberly23 | null | null | null | null | null | null | null | null | null | null | biometric | a3:cc:73:28:59:96 | null | null | null | null | null |
d68c3290-04c3-4936-9d74-a1a4ef06a580 | 2025-04-27T03:23:17 | firewall | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only HTTPS traffic from 186.217.148.155:409 to 10.3.40.117:82 No additional info | {
"geo_location": "Turkey",
"device_hash": "1602c562820c7198ec98eca8fa1a7460dafcc1a2",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_6) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/63.0.848.0 Safari/535.1",
"session_id": "56cc3877-ba64-47af-9329-1b1146c89e4b",
"risk_score": 53.72,
"confidence": 0.07
} | 186.217.148.155 | 10.3.40.117 | null | null | null | No additional info | Firewall log-only HTTPS traffic from 186.217.148.155:409 to 10.3.40.117:82 No additional info | log-only | 305,510 | HTTPS | null | null | null | null | null | null | null | null | 409 | 82 | 1,523 | null | null | null | null | null | null | null |
05e23e6d-3dbd-45f6-b5d6-22d4768903e2 | 2025-02-28T14:49:29 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for hernandezsteven via passwordless from 34.244.125.15 No additional info | {
"geo_location": "Tunisia",
"device_hash": "b066f697360c2021c336c62b1541f0e097ca26ffa25be049633fb8a64713cc9b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; fil-PH) AppleWebKit/532.50.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6532.50.7",
"session_id": "816aeaa7-c7d6-4f24-8ecd-8b4d37d7fe9a",
"risk_score": 23.96,
"confidence": 0.51
} | 34.244.125.15 | null | null | null | null | No additional info | Auth challenge for hernandezsteven via passwordless from 34.244.125.15 No additional info | challenge | null | null | hernandezsteven | null | null | null | null | null | null | null | null | null | null | passwordless | db:b1:12:68:93:36 | null | null | null | null | null |
00705a7f-41eb-456d-aa87-07a163cfd0b9 | 2023-05-04T03:53:09 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in AWS by callahanamy Unconventional IOC: Quantum random number deviations noise=smile|scientist|seem | {
"geo_location": "Iran",
"device_hash": "eb074517ac7da79dbca99dfc2620442ff615bb04",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.3) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/30.0.828.0 Safari/535.1",
"session_id": "fe34c6d0-f878-4b95-92b8-fb013e2bb4b6",
"risk_score": 62.54,
"confidence": 0.17
} | null | null | null | null | null | Unconventional IOC: Quantum random number deviations | Cloud api_abuse in AWS by callahanamy Unconventional IOC: Quantum random number deviations | api_abuse | null | null | callahanamy | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-3019dcea |
2aff7b68-e10f-4ad0-ba3e-39bb1629c31d | 2025-04-13T15:10:06 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network connection from 60.123.139.64 to 70.177.7.6 No additional info | {
"geo_location": "Germany",
"device_hash": "968a899ce5f2566494a157543d083f0714b3a244",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; sat-IN; rv:1.9.1.20) Gecko/7170-11-14 17:57:40 Firefox/3.6.15",
"session_id": "603ea794-4d03-433c-a24a-c8785b0241a6",
"risk_score": 59.18,
"confidence": 0.47
} | 60.123.139.64 | 70.177.7.6 | null | null | null | No additional info | Network connection from 60.123.139.64 to 70.177.7.6 No additional info | connection | 75,155 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
63ec5139-cd81-4f42-a110-2cb3f4c42f46 | 2025-03-03T02:14:21 | iot | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Cape Verde",
"device_hash": "4abe3f626891d136bba511b2a14b2c4b78b3fb42",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_6; rv:1.9.2.20) Gecko/6616-07-12 04:19:26 Firefox/3.8",
"session_id": "15c48f3e-7e28-4895-8d8e-770688e4ba7d",
"risk_score": 35.2,
"confidence": 0.61
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-a0238ebe | 10.0 | null | null | null | null | null | null | null | null | null | null |
f35dba9e-7961-4600-aad9-fda8a27fce00 | 2025-03-30T07:07:20 | ai | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by lambertpeter No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "47be9e0df2d09c7ea81c22f1dd4b476fac3fec7383369dc71c69dbc4502b14a3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/9912-12-10 07:54:53 Firefox/15.0",
"session_id": "c9682234-a5b6-40c2-b9f3-a41c30f8e4b3",
"risk_score": 42.18,
"confidence": 0.87
} | null | null | null | null | null | No additional info | AI system fine_tuning by lambertpeter No additional info | fine_tuning | null | null | lambertpeter | null | null | null | null | null | null | null | null | null | null | null | null | model-3155ef53 | a9c079f8b602a1c8153a749a709e86ffeb3f854a | 41f88bc9c2995c63e9f5bd550ec781dad9d76166e1ebdfc08ea3543e576ac421 | null | null |
3903c9cc-b929-4a04-b480-a993ddd1eff6 | 2025-07-01T19:41:45 | cloud | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Azure by daniel88 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "aa5deecfa0cd1a95b02795b895a34d2b",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/15.0.896.0 Safari/534.1",
"session_id": "aa113109-9a2e-48df-a10b-6f9326ef7ec2",
"risk_score": 1.49,
"confidence": 0.01
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Azure by daniel88 No additional info | lambda_execution | null | null | daniel88 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-727690a3 |
5c3ba68f-f68f-4129-b030-b65e66ef948d | 2025-04-03T05:58:53 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network connection from 107.22.60.191 to 193.110.148.181 MITRE Technique: T1053.005 | Associated Threat Actor: Lazarus Group | {
"geo_location": "Mozambique",
"device_hash": "88195a6dd8964731d9bec914d9623fb79f3405b1",
"user_agent": "Mozilla/5.0 (Linux; Android 3.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/43.0.809.0 Safari/533.2",
"session_id": "45b406df-48b0-44ae-b0f1-4f20c619f9db",
"risk_score": 62.45,
"confidence": 0.88
} | 107.22.60.191 | 193.110.148.181 | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: Lazarus Group | Network connection from 107.22.60.191 to 193.110.148.181 MITRE Technique: T1053.005 | Associated Threat Actor: Lazarus Group | connection | 28,937 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fd4d1b77-252e-4150-8113-bab0551b2e64 | 2025-05-18T05:42:27 | ids_alert | Wazuh v4.5.0 | emergency | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=Wazuh Alert: Port Scan detected from 184.152.111.182 targeting 131.16.190.235 Obfuscated payload detected | {
"geo_location": "Congo",
"device_hash": "2f9ed5ca6ae603fbb2d2ab70973e1f311bcf3323",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/5.1)",
"session_id": "53d2742f-a573-46ce-8b05-2f527d6f22cb",
"risk_score": 58.23,
"confidence": 0.77
} | 184.152.111.182 | 131.16.190.235 | Port Scan | SIG-5647 | Evasion | Obfuscated payload detected | Wazuh Alert: Port Scan detected from 184.152.111.182 targeting 131.16.190.235 Obfuscated payload detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eeddde6d-e345-4cd2-978f-3480a37e5f55 | 2025-05-08T14:08:09 | network | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 11.106.222.235 to 96.6.167.198 No additional info | {
"geo_location": "Barbados",
"device_hash": "a022f7a112e849b8eaf5e5ebbe5a0facd16f67afdda9d7c369b25beac0d016cc",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_5) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/53.0.831.0 Safari/533.0",
"session_id": "690be41e-5b8f-4166-b51a-b643ff164b25",
"risk_score": 62.27,
"confidence": 0.12
} | 11.106.222.235 | 96.6.167.198 | null | null | null | No additional info | Network data_exfiltration from 11.106.222.235 to 96.6.167.198 No additional info | data_exfiltration | 956,666 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5a2fabc2-f4bb-4f68-b801-17e2d3a81134 | 2025-02-10T23:24:24 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint registry_change /decide/action.flac by michaelchapman Living-off-the-land technique detected noise=BAE822DE | {
"geo_location": "Sierra Leone",
"device_hash": "71c80026eeb43afa502acee7dc9ecf99751e78f1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.48.6 (KHTML, like Gecko) Version/4.0.3 Safari/532.48.6",
"session_id": "113a57bf-ffe2-4d1c-ade3-7403bcdb486b",
"risk_score": 57.86,
"confidence": 0.15
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint registry_change /decide/action.flac by michaelchapman Living-off-the-land technique detected | registry_change | null | null | michaelchapman | /decide/action.flac | 9,743 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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