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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
4436f6ed-01f3-4045-b616-fbb251ea22ce | 2025-02-15T09:36:16 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTPS traffic from 42.151.87.172:59681 to 63.66.32.2:814 No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "efd1ef8ece9f6aee55c0f437beacd58c5147ef14",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/21.0.868.0 Safari/536.0",
"session_id": "9cadbed4-9486-494b-9ab4-33aef63eab2a",
"risk_score": 47.46,
"confidence": ... | null | deny | null | null | null | No additional info | Firewall deny HTTPS traffic from 42.151.87.172:59681 to 63.66.32.2:814 No additional info | {
"baseline_deviation": 2.86,
"entropy": 7.26,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 42.151.87.172 | 63.66.32.2 | null | null | null | null | null | null | null | null | 59,681 | 814 | HTTPS | 827,545 | 2,307 | null | null |
504f0bba-77ff-402a-87ea-50930f11df99 | 2025-05-19T12:26:54 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for williamsedward via biometric from 147.161.134.133 No additional info | {
"geo_location": "Anguilla",
"device_hash": "82a9a8f501b751f41425c4c0d52c8446bfd0f076",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.1)",
"session_id": "af43dfd3-4cd6-4e4c-b2d1-a56ff6a85ec7",
"risk_score": 51.5,
"confidence": 0.97
} | williamsedward | success | null | null | null | No additional info | Auth success for williamsedward via biometric from 147.161.134.133 No additional info | null | null | null | null | 147.161.134.133 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | f9:e7:d3:56:67:fd |
01728045-4d7a-473b-8863-45a4d2a8d1e4 | 2025-03-25T08:14:29 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect RDP traffic from 53.201.32.155:36 to 43.240.185.19:307 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "ae87f5cb2d4da1b66384d05e5427de4664555fb4",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/22.0.828.0 Safari/531.2",
"session_id": "aade86b6-863c-4d51-955f-3273f7ced034",
"risk_score": 53.11,
"confidence": ... | null | inspect | null | null | null | Unconventional IOC: Thermal sensor anomalies | Firewall inspect RDP traffic from 53.201.32.155:36 to 43.240.185.19:307 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 53.201.32.155 | 43.240.185.19 | null | null | null | null | null | null | null | null | 36 | 307 | RDP | 479,684 | 755 | null | null |
002d87ba-b2c5-4b3d-9a40-8a84ea800111 | 2025-06-04T10:26:30 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Cloud API Abuse detected from 10.35.166.24 targeting 37.165.199.5 MITRE Technique: T1071.001 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "8b9e1180d8190e19b958d6216592e7e845450800",
"user_agent": "Opera/9.50.(Windows NT 10.0; ug-CN) Presto/2.9.178 Version/12.00",
"session_id": "1a41f5de-6e5a-4ff2-825e-6b576152fd81",
"risk_score": 49.28,
"confidence": 0.35
} | null | null | null | null | null | MITRE Technique: T1071.001 | Trellix Alert: Cloud API Abuse detected from 10.35.166.24 targeting 37.165.199.5 MITRE Technique: T1071.001 | null | null | null | null | 10.35.166.24 | 37.165.199.5 | Cloud API Abuse | SIG-2543 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
8c17823c-55db-4ba5-960f-27ac78f7ce90 | 2025-02-06T08:38:25 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network beaconing from 97.45.12.18 to 218.173.34.70 No additional info noise=2EEEC7B9 | {
"geo_location": "France",
"device_hash": "46c7ebccd27bcaca3e19b7d3a187597a0e49f858d356c8aa6177709ee8f3c79b",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.3) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/15.0.809.0 Safari/531.0",
"session_id": "25704931-c3fb-47f0-bb35-4fc21a16340f",
"risk_score": 24.01,
"... | null | beaconing | null | null | null | No additional info | Network beaconing from 97.45.12.18 to 218.173.34.70 No additional info | null | null | null | null | 97.45.12.18 | 218.173.34.70 | null | null | null | null | null | null | null | null | null | null | HTTP | 211,947 | null | null | null |
8c463af1-11d7-42b8-a8d8-db13a80ff561 | 2025-06-01T18:55:34 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny RDP traffic from 10.6.183.213:725 to 126.151.150.219:338 No additional info | {
"geo_location": "Palau",
"device_hash": "73934e9b0fa0d9dbed93025241dddb58",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "eca6eb79-56fe-4e68-90d6-8ec3bff76c5f",
"risk_score": 78.66,
"confidence": 0.91
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 10.6.183.213:725 to 126.151.150.219:338 No additional info | null | null | null | null | 10.6.183.213 | 126.151.150.219 | null | null | null | null | null | null | null | null | 725 | 338 | RDP | 199,842 | 3,534 | null | null |
a2dd817f-0183-4cf0-ac11-91fdcaef5b99 | 2025-02-26T13:16:16 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in GCP by jonesrachael No additional info | {
"geo_location": "Iceland",
"device_hash": "18a4301533ae4896e5130d1fffc20f3fa3809e07ad5d1f832bb8951c952f917c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; wa-BE) AppleWebKit/532.31.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.31.5",
"session_id": "fc4bb9c5-a41c-4997-a6... | jonesrachael | storage_access | null | null | null | No additional info | Cloud storage_access in GCP by jonesrachael No additional info | {
"baseline_deviation": 2.5,
"entropy": 7.56,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-5f9d1d27 | null | null | null | null | null | null | null | null | null | null |
f84d282d-9006-4463-96e2-f6ed6f96f315 | 2025-04-30T06:15:06 | cloud | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in GCP by jacquelinegonzalez MITRE Technique: T1204.002 | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "e12f165d5f29227adeeb27e312c4ac6c",
"user_agent": "Opera/8.12.(X11; Linux i686; mai-IN) Presto/2.9.182 Version/12.00",
"session_id": "1c855e26-5f6b-4b38-bcfa-fca2bc9d5b08",
"risk_score": 50.47,
"confidence": 0.91
} | jacquelinegonzalez | instance_creation | null | null | null | MITRE Technique: T1204.002 | Cloud instance_creation in GCP by jacquelinegonzalez MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | GCP | res-d84336e2 | null | null | null | null | null | null | null | null | null | null |
52b9bd7d-3533-493d-9d62-bae2118b8ce9 | 2025-02-08T05:39:15 | ids_alert | Suricata v6.0.10 | emergency | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|emergency| desc=Suricata Alert: Domain Fronting detected from 169.214.67.116 targeting 10.127.206.21 No additional info | {
"geo_location": "Brazil",
"device_hash": "64bf197383f9acd10e59990b37a8f5ea2a8b287c911260515fcf3b44a534a2cb",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/531.8.2 (KHTML, like Gecko) Version/4.0.5 Safari/531.8.2",
"session_id": "7a853c2a-f24d-4645-89e3-ad04aa0ef7be",
"risk_score": 21.... | null | null | null | null | null | No additional info | Suricata Alert: Domain Fronting detected from 169.214.67.116 targeting 10.127.206.21 No additional info | null | null | null | null | 169.214.67.116 | 10.127.206.21 | Domain Fronting | SIG-4317 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
d3fc53de-ccc7-4e72-9010-639b608fd80d | 2025-05-27T06:56:38 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by nmarsh No additional info | {
"geo_location": "Jordan",
"device_hash": "cd24066ebbc95a8088fbbf8919a21a7e4c979f4d2da5211a2b54d3638f7df246",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_2 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/17.7f6430.0 Mobile/89M013 Safari/533.0",
"session_id": "e4643069-41cf-4b97-b86d-bd761c3... | nmarsh | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by nmarsh No additional info | null | null | null | null | null | null | null | null | null | null | null | model-197a47a1 | 03b5a71cade2a3a3537d8f075234355793cd4273 | a91ca7e265426307d0a9d29888fffc9c | null | null | null | null | null | null | null |
14472c4d-20db-44b8-a203-19ac4b3c5cc3 | 2025-06-27T15:05:17 | endpoint | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /machine/next.jpg by davidpark MITRE Technique: T1486 noise=price|what|owner | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "dbd8e0afe574d400317c33fb9ba6a273",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.0)",
"session_id": "14a4bd18-c978-4c2b-b6b2-698e92b4b72f",
"risk_score": 57.67,
"confidence": 0.98
} | davidpark | process_stop | /machine/next.jpg | 6,512 | cmd.exe | MITRE Technique: T1486 | Endpoint process_stop /machine/next.jpg by davidpark MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b9031665-5cd5-4eac-8c7b-6c4a976c142a | 2025-06-14T00:52:11 | ids_alert | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|low| desc=CrowdStrike Alert: MFA Bypass detected from 10.129.70.232 targeting 10.94.190.181 Zero-day exploit pattern detected | {
"geo_location": "Marshall Islands",
"device_hash": "74f8be54571515fb02eec29438abe0d823e242f0e57aab30b8658a7caa11de01",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/59.0.896.0 Safari/534.2",
"session_id": "87c02ab3-7cbb-4a04-896c-4c0a6644a8e1",
"risk_score": 55.23... | null | null | null | null | null | Zero-day exploit pattern detected | CrowdStrike Alert: MFA Bypass detected from 10.129.70.232 targeting 10.94.190.181 Zero-day exploit pattern detected | null | null | null | null | 10.129.70.232 | 10.94.190.181 | MFA Bypass | SIG-3048 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
357953ab-3c5a-4af8-b0ab-5e0d4e38f23e | 2025-06-06T22:40:18 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change degree by chloemedina No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "b265644f39da8b2e8488ddbbbe9d2e3d8367acc3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ka-GE) AppleWebKit/531.20.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6531.20.3",
"session_id": "10347467-b29a-4546-b926-949feabf7acc",
"... | chloemedina | registry_change | degree | 9,596 | powershell.exe | No additional info | Endpoint registry_change degree by chloemedina No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e0a5a2a9-07ab-4bab-a35c-9b577215e32f | 2025-03-06T20:16:37 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth challenge for clifford07 via OAuth from 139.144.98.186 MITRE Technique: T1543.003 | Unconventional IOC: Unusual DNS TXT records noise=blog/posts/posts | {
"geo_location": "Ethiopia",
"device_hash": "8f1196769b9ae2e4e9205842353349c8d25690c1",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/19.0.854.0 Safari/534.0",
"session_id": "67287429-9def-450b-ae9c-c3543e9354f0",
"risk_score": 29.58,
"confidence": 0.13
} | clifford07 | challenge | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: Unusual DNS TXT records | Auth challenge for clifford07 via OAuth from 139.144.98.186 MITRE Technique: T1543.003 | Unconventional IOC: Unusual DNS TXT records | {
"baseline_deviation": 0.65,
"entropy": 3.12,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 139.144.98.186 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | dd:0f:ae:0b:b7:37 |
50fa7ced-da41-4759-bd5a-fab42abfcad9 | 2025-02-24T17:24:54 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Thermostat physical_tamper No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "5fc3c1307a9eaad3bd25e67b74086328592b933f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.1)",
"session_id": "144f22ae-87d3-414c-9a48-18bd16298a9c",
"risk_score": 55.06,
"confidence": 0.11
} | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-089b9947 | 2.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
89c53061-365a-423e-8709-6e0bb74248be | 2025-04-19T18:29:01 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 10.148.193.26 to 10.182.38.171 Associated Threat Actor: APT35 | Possible protocol tunneling | {
"geo_location": "Botswana",
"device_hash": "02cb249fa6c4377d47eff5a233ee93d4db73bb2a",
"user_agent": "Mozilla/5.0 (Windows 95; lv-LV; rv:1.9.0.20) Gecko/5475-07-29 17:11:17 Firefox/3.6.14",
"session_id": "ab1afc40-de7b-4bf4-82bc-a347df5a3077",
"risk_score": 66.09,
"confidence": 0.22
} | null | bandwidth_usage | null | null | null | Associated Threat Actor: APT35 | Possible protocol tunneling | Network bandwidth_usage from 10.148.193.26 to 10.182.38.171 Associated Threat Actor: APT35 | Possible protocol tunneling | null | null | null | null | 10.148.193.26 | 10.182.38.171 | null | null | null | null | null | null | null | null | null | null | TCP | 356,244 | null | null | null |
967744ec-cebc-4e82-acc3-29bdfc6003c6 | 2025-03-27T00:59:12 | network | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network disconnection from 208.168.198.143 to 10.48.135.140 No additional info noise=10F83096 | {
"geo_location": "Russia",
"device_hash": "2a50556a3e498fb40951136918f20c54d66912c1",
"user_agent": "Mozilla/5.0 (Linux; Android 1.1) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/48.0.803.0 Safari/536.1",
"session_id": "c9e2b27e-a9d2-4ea7-9d5c-8eab0f810a7b",
"risk_score": 68.75,
"confidence": 0.66
} | null | disconnection | null | null | null | No additional info | Network disconnection from 208.168.198.143 to 10.48.135.140 No additional info | null | null | null | null | 208.168.198.143 | 10.48.135.140 | null | null | null | null | null | null | null | null | null | null | ICMP | 764,806 | null | null | null |
fb7f9c9f-e7f0-44a7-b74a-a43709bfdc46 | 2025-06-12T18:42:56 | cloud | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in AWS by pturner Associated Threat Actor: Cobalt Group | {
"geo_location": "New Zealand",
"device_hash": "12af819a7b042d1e0c6ab9f22aa191ebe374866b6e4270cbb56904f3852296fb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/5.0)",
"session_id": "2a41b074-1ee4-487c-99c0-d3ae448ec5e2",
"risk_score": 47.47,
"confidence": 0.63
} | pturner | storage_access | null | null | null | Associated Threat Actor: Cobalt Group | Cloud storage_access in AWS by pturner Associated Threat Actor: Cobalt Group | null | null | null | null | null | null | null | null | null | AWS | res-d80647e2 | null | null | null | null | null | null | null | null | null | null |
4d4c99a6-7a91-49e3-9380-90c38980169a | 2025-02-05T05:06:00 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system model_access by jesse65 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "ad936f9add8f9debf3657f3ca3710632",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.0)",
"session_id": "0680f9a4-326d-4195-b545-be1c81344bce",
"risk_score": 68.58,
"confidence": 0.79
} | jesse65 | model_access | null | null | null | No additional info | AI system model_access by jesse65 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-63637696 | 5bd6321c960fdf5f91e960201d2a1526 | 49a097b1216fecb657ee2b20568ab59a568948cc | null | null | null | null | null | null | null |
90c2faa1-5100-4643-8820-521b83f7e3ee | 2025-06-15T07:10:51 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth timeout for hannah03 via passwordless from 196.154.4.10 No additional info | {
"geo_location": "Uruguay",
"device_hash": "3cebba8c1834b2e004c3a4cf96d53fd6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.0)",
"session_id": "0968666d-8021-42a7-b3fc-b1cc92f7cc33",
"risk_score": 59.03,
"confidence": 0.58
} | hannah03 | timeout | null | null | null | No additional info | Auth timeout for hannah03 via passwordless from 196.154.4.10 No additional info | null | null | null | null | 196.154.4.10 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 02:35:8a:6a:9d:66 |
1646cb61-4469-458c-8959-d062f10fdb3a | 2025-05-27T11:06:46 | iot | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Iran",
"device_hash": "ed33e9f5b14f1088aa2a089f2963bcf0e6064e3af963a698fcc6be4c224250b6",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/61.0.816.0 Safari/531.2",
"session_id": "578dd193-cb6d-410b-8cba-74056b584ab3",
"risk_score": 43.06,
"confide... | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | null | Thermostat | iot-69747d51 | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2c6261d4-a37f-49a1-b787-91db37f57ff4 | 2025-02-28T21:17:24 | auth | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|info| desc=Auth bypass for cindy62 via biometric from 202.198.74.106 MITRE Technique: T1204.002 | {
"geo_location": "Belgium",
"device_hash": "e2250f31d0addd0cf15904a59322263b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/4.1)",
"session_id": "53e15462-ef75-4dc1-ad37-83bb047f5b6e",
"risk_score": 41.82,
"confidence": 0.08
} | cindy62 | bypass | null | null | null | MITRE Technique: T1204.002 | Auth bypass for cindy62 via biometric from 202.198.74.106 MITRE Technique: T1204.002 | null | null | null | null | 202.198.74.106 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 19:6c:28:51:9d:76 |
0965a039-5bf3-4e85-9e87-52d388e28c30 | 2025-06-03T20:43:51 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth locked for delgadocharles via biometric from 211.210.30.221 No additional info | {
"geo_location": "Israel",
"device_hash": "11518a656c5e877d999eefa585e5e2c9",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/38.0.888.0 Safari/533.2",
"session_id": "3cfa5877-d537-443d-a052-a1c7a63b233b",
"risk_score": 63.74,
"confidence": 1
} | delgadocharles | locked | null | null | null | No additional info | Auth locked for delgadocharles via biometric from 211.210.30.221 No additional info | null | null | null | null | 211.210.30.221 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 4f:e5:71:54:cd:63 |
d19373ec-c9ed-448e-854b-7cef707561ec | 2025-01-17T12:20:18 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Armenia",
"device_hash": "05ccf9e029c655208596222e7d47f98d91cb95a8",
"user_agent": "Opera/8.53.(Windows NT 10.0; sr-RS) Presto/2.9.170 Version/12.00",
"session_id": "e26343d1-64d1-4eaf-bc4d-67aeb2178ecc",
"risk_score": 57.81,
"confidence": 0.1
} | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-9db1593b | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b5a9469d-8b97-47cd-8fc4-29c722be4a2d | 2025-02-13T04:34:21 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by xallen No additional info | {
"geo_location": "Sweden",
"device_hash": "f9dac8fbbcd7044b5d943fd55badf103a0bb0fa0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_3 rv:2.0; doi-IN) AppleWebKit/533.34.1 (KHTML, like Gecko) Version/5.0.4 Safari/533.34.1",
"session_id": "4671720e-0d5d-4f4d-9e41-42d8ab5605e9",
"risk_score": 84.0... | xallen | prompt_injection | null | null | null | No additional info | AI system prompt_injection by xallen No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2b128cb7 | f4d7b14635f1bae6e249cf75e1cda3133bcdc5b7 | ce2d2217300c2a7141a7c8ce1a8c949b425ffbc8683a469aae55821b28ab54da | null | null | null | null | null | null | null |
f5911aad-8d15-4abb-9595-88eaf2c4a118 | 2025-06-26T03:20:10 | endpoint | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access /social/specific.gif by jeffrey78 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "ab2ea55fe1475a4b2bb0def41bdd075a1adc3ec3508f34adeb40b445b96d65e6",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/4098-12-22 17:58:10 Firefox/11.0",
"session_id": "ae62b47c-9fea-4ca3-8d73-7d19a7715f96",
"risk_score": 55.62,
"confidence": 0.75
... | jeffrey78 | file_access | /social/specific.gif | 7,093 | cmd.exe | No additional info | Endpoint file_access /social/specific.gif by jeffrey78 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bfb2f52c-e859-43cb-b562-99e631230352 | 2025-04-18T16:50:34 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Azure by edward39 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "2f0f9f9a55dd19972693e554280730c0",
"user_agent": "Opera/9.67.(X11; Linux x86_64; da-DK) Presto/2.9.160 Version/11.00",
"session_id": "a7ecb084-442e-4eb8-8f0e-aef8667a0f34",
"risk_score": 49.07,
"confidence": 0.86
} | edward39 | container_escape | null | null | null | No additional info | Cloud container_escape in Azure by edward39 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-af060fa6 | null | null | null | null | null | null | null | null | null | null |
898c66c3-e788-4de9-8e41-72da85cd18ab | 2027-03-16T05:26:27 | endpoint | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install wind by irush MITRE Technique: T1059.001 | {
"geo_location": "China",
"device_hash": "7a0b953cb5ca6373ad79acff691528fe",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/63.0.891.0 Safari/534.2",
"session_id": "f6624c40-59e3-4c2a-b533-e724bcf7d924",
"risk_score": 73.7,
"confidence": 0.37
} | irush | service_install | wind | 9,882 | explorer.exe | MITRE Technique: T1059.001 | Endpoint service_install wind by irush MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
226f62e2-e852-47c5-b730-aeaf066be705 | 2025-07-10T23:29:08 | ai | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by jason11 MITRE Technique: T1059.005 noise=RGVmZW5zZS4= | {
"geo_location": "Kenya",
"device_hash": "0d822491c9f8fc98f203f4ac65b7b6ae",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/2636-01-17 22:19:02 Firefox/4.0",
"session_id": "eb97b8ef-7554-42a3-ae2e-a6ad4e695b8a",
"risk_score": 50.95,
"confidence": 0.67
} | jason11 | prompt_injection | null | null | null | MITRE Technique: T1059.005 | AI system prompt_injection by jason11 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-60cba4cd | 089c210ea9b77648fe863696eaa146a94c00486a | 3380dfe7914769abce468825a3b26036d2f54a4e549cc47c2e122af967a2fd0e | null | null | null | null | null | null | null |
09817858-34de-48c5-b640-556f48679b1b | 2025-04-02T05:06:43 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth success for david47 via passwordless from 10.215.165.2 No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "e1354a66540c9fb15be3418917b6f747",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/42.0.898.0 Safari/534.1",
"session_id": "4fe43070-8e56-40c4-af78-370efc7ed127",
"risk_score": 8.65,
"confidence": 0.17
} | david47 | success | null | null | null | No additional info | Auth success for david47 via passwordless from 10.215.165.2 No additional info | null | null | null | null | 10.215.165.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 0d:d7:d5:d8:b2:6d |
f0b3e390-94f0-4065-ae31-1c22ffca5c5a | 2025-03-16T23:57:42 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: XSS detected from 189.124.156.99 targeting 10.206.112.244 No additional info | {
"geo_location": "Palestinian Territory",
"device_hash": "6c562e60bb6778a230af112e477825d2183b60e5290c44dd6b88bae9bfc1b182",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.0)",
"session_id": "e45f0163-619f-4ed6-a7c1-f3bb35ee5523",
"risk_score": 32.18,
"confidence": 0.51
} | null | null | null | null | null | No additional info | Darktrace Alert: XSS detected from 189.124.156.99 targeting 10.206.112.244 No additional info | {
"baseline_deviation": 2,
"entropy": 7.93,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 189.124.156.99 | 10.206.112.244 | XSS | SIG-9114 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
5ee79e81-a7cc-4b49-8467-2367d7c42280 | 2025-02-02T22:25:07 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint registry_change machine by theresa84 MITRE Technique: T1574.002 | Fileless execution detected noise=RG8gYm9hcmQu | {
"geo_location": "Uruguay",
"device_hash": "53e1f3b4c308a4ba435fb0f0b6448fe22eb87365a10ef738c457685074eaba2b",
"user_agent": "Mozilla/5.0 (Windows 98; ml-IN; rv:1.9.1.20) Gecko/6703-06-11 07:11:20 Firefox/3.8",
"session_id": "83f592cc-ff64-41cf-9733-55f41c48ee7d",
"risk_score": 69.46,
"confidence": 0.78
} | theresa84 | registry_change | machine | 9,428 | explorer.exe | MITRE Technique: T1574.002 | Fileless execution detected | Endpoint registry_change machine by theresa84 MITRE Technique: T1574.002 | Fileless execution detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
147ef41b-56d8-4126-a1ab-38ff1f33694e | 2028-07-21T16:20:41 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by jeffreywilliams No additional info | {
"geo_location": "Belarus",
"device_hash": "54e50983e9bd1fe035a9e4ce7038f35be9dfb592425e8f3b1c82724a23fceb22",
"user_agent": "Opera/8.95.(Windows NT 5.01; hne-IN) Presto/2.9.184 Version/10.00",
"session_id": "c407e952-c581-4cf0-ae61-f70a96e82bcf",
"risk_score": 59.57,
"confidence": 0.65
} | jeffreywilliams | model_inversion | null | null | null | No additional info | AI system model_inversion by jeffreywilliams No additional info | {
"baseline_deviation": 2.04,
"entropy": 7.65,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-05dc505f | 8f0d61420f4e96c7ba2b0ee20fb97e406f7a91aa8de6e45c511ba34f2888efb2 | 69724e2bdef4d19bf188dc0481fd67556d3cc640d95434d93c79e830dcb9eee5 | null | null | null | null | null | null | null |
5ffa2083-873d-4972-856e-23c1de3b1199 | 2029-05-17T06:15:20 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network connection from 26.189.54.39 to 151.176.241.122 MITRE Technique: T1053.005 | {
"geo_location": "Morocco",
"device_hash": "ff2826d2bae4ed7597dbd533e56129a04a40eaef",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/3.1)",
"session_id": "4cb61ef8-5ffb-4650-a7a8-8c331483d640",
"risk_score": 25.92,
"confidence": 0.76
} | null | connection | null | null | null | MITRE Technique: T1053.005 | Network connection from 26.189.54.39 to 151.176.241.122 MITRE Technique: T1053.005 | null | null | null | null | 26.189.54.39 | 151.176.241.122 | null | null | null | null | null | null | null | null | null | null | UDP | 514,812 | null | null | null |
beefed30-2297-4d47-b6ee-82b2c7b4dd20 | 2025-06-10T16:03:21 | firewall | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine SSH traffic from 53.24.62.3:88 to 219.175.80.85:10166 Associated Threat Actor: Inception Framework | {
"geo_location": "Pakistan",
"device_hash": "91feaf70b780fb47c343ccbae632fd31d6bf37862a0e4dc5006f7658376085e7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; tr-TR) AppleWebKit/535.3.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6535.3.6",
"session_id": "d53833b0-09bd-453c-a8b... | null | quarantine | null | null | null | Associated Threat Actor: Inception Framework | Firewall quarantine SSH traffic from 53.24.62.3:88 to 219.175.80.85:10166 Associated Threat Actor: Inception Framework | null | null | null | null | 53.24.62.3 | 219.175.80.85 | null | null | null | null | null | null | null | null | 88 | 10,166 | SSH | 490,904 | 1,982 | null | null |
abffc09f-5e8f-45dc-91f2-e641f3d70086 | 2025-05-22T01:46:21 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 142.163.187.29 to 16.242.47.191 MITRE Technique: T1071.001 | {
"geo_location": "Trinidad and Tobago",
"device_hash": "a549a90bf8b46fa652c953cdcd57f3fb654c9ac7f15cc240e46b4778aade69bd",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/533.33.4 (KHTML, like Gecko) Version/4.0 Safari/533.33.4",
"session_id": "c1390a50-36c4-4c37-bce6-450944d29966",
"risk... | null | data_exfiltration | null | null | null | MITRE Technique: T1071.001 | Network data_exfiltration from 142.163.187.29 to 16.242.47.191 MITRE Technique: T1071.001 | null | null | null | null | 142.163.187.29 | 16.242.47.191 | null | null | null | null | null | null | null | null | null | null | HTTP | 646,167 | null | null | null |
c15c566d-7ad9-4ffd-a528-86ce093aae19 | 2025-07-02T19:28:13 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by mendozarebecca No additional info | {
"geo_location": "Peru",
"device_hash": "a1547d664f4ede232d9fdc8a12fc9fd4e8b77d65479ba660ca51d7984ded85f4",
"user_agent": "Opera/8.21.(X11; Linux x86_64; pa-IN) Presto/2.9.164 Version/12.00",
"session_id": "52301dfa-1130-4936-9a74-34f9730c676a",
"risk_score": 83.36,
"confidence": 0.82
} | mendozarebecca | membership_inference | null | null | null | No additional info | AI system membership_inference by mendozarebecca No additional info | null | null | null | null | null | null | null | null | null | null | null | model-037068d2 | c18edf838a9f3ca5926b9aafd1a121dd631004e1 | 258f3a9ad3d92bc1cfa3ad15038ab9f9b5d1688b | null | null | null | null | null | null | null |
3783eef7-6b37-445d-935b-546dc4b828b1 | 2025-07-06T04:51:09 | ai | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|info| desc=AI system model_inversion by josephguzman No additional info | {
"geo_location": "Chad",
"device_hash": "2f6e5b099833ce666aab255bd65e71738d7cc6d8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.1)",
"session_id": "f1b5f59c-732d-4a80-8c5a-f32657a97273",
"risk_score": 59.66,
"confidence": 0.79
} | josephguzman | model_inversion | null | null | null | No additional info | AI system model_inversion by josephguzman No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8e578222 | dcd1ce4ba0a39108fa98af3065bd3cc3fd809cf6 | 8b06f9a7cff4cafda29cd67ea9622b76f74e4d36633caf808dde0ce60753228d | null | null | null | null | null | null | null |
dbd6cc8e-60c3-4b88-ad7d-e28a67fbf807 | 2025-04-03T20:37:10 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in AWS by englishcrystal MITRE Technique: T1547.001 | {
"geo_location": "Dominican Republic",
"device_hash": "bba66e423da7dcc165bd9bc605c0e3d49b8f8ed387f31eb62172b62f6d8956e1",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) FxiOS/17.8f5350.0 Mobile/55L223 Safari/531.2",
"session_id": "33677fe9-c461-4c76-88f... | englishcrystal | permission_escalation | null | null | null | MITRE Technique: T1547.001 | Cloud permission_escalation in AWS by englishcrystal MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | AWS | res-6f080b72 | null | null | null | null | null | null | null | null | null | null |
528fec68-516a-41b6-81d4-78fa5d2eb537 | 2025-03-28T02:55:42 | firewall | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine ICMP traffic from 3.76.215.40:398 to 28.248.65.9:951 No additional info | {
"geo_location": "Tajikistan",
"device_hash": "da4facf38798eb734354833f6ea19c3f326f42d7",
"user_agent": "Opera/8.44.(X11; Linux i686; bn-IN) Presto/2.9.166 Version/12.00",
"session_id": "1e405265-0501-4303-998d-dfc0c5286210",
"risk_score": 43.4,
"confidence": 0.15
} | null | quarantine | null | null | null | No additional info | Firewall quarantine ICMP traffic from 3.76.215.40:398 to 28.248.65.9:951 No additional info | null | null | null | null | 3.76.215.40 | 28.248.65.9 | null | null | null | null | null | null | null | null | 398 | 951 | ICMP | 170,792 | 1,822 | null | null |
ac9fe5e8-4592-478a-8881-398c3174c6af | 2025-05-03T04:21:31 | auth | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|low| desc=Auth bypass for ehughes via SAML from 53.43.230.80 No additional info | {
"geo_location": "Malaysia",
"device_hash": "1fc0339ea413242c62d641b731383efef463df2e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_8 rv:5.0; te-IN) AppleWebKit/534.46.5 (KHTML, like Gecko) Version/4.0 Safari/534.46.5",
"session_id": "cdd64293-4749-46f5-a7e0-fbf98a5c0a45",
"risk_score": 68... | ehughes | bypass | null | null | null | No additional info | Auth bypass for ehughes via SAML from 53.43.230.80 No additional info | null | null | null | null | 53.43.230.80 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 93:87:2b:e0:12:bb |
f9762614-7bd2-4702-b82d-b1a248b0c8ba | 2025-03-29T01:44:26 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by petersonmark No additional info | {
"geo_location": "Russia",
"device_hash": "442e61bea1f14ba32457ac0beccec725cd660729789adbb80b04e5de8e13c4c5",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; en-PH; rv:1.9.2.20) Gecko/9681-05-06 09:07:24 Firefox/3.8",
"session_id": "e9bec481-f7b9-4857-9079-5a3347552864",
"risk_score": 54.68,
"confidence": 0.37... | petersonmark | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by petersonmark No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ea714424 | 3bc73dcea97f9261757392a10cf9a654e4324c6e | ccb8dacda44b3e6087096ed84f0158bca44a98f5 | null | null | null | null | null | null | null |
baf7cb0c-7b2e-430c-85d8-2c826747ce19 | 2025-07-10T01:25:19 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Alibaba by joshuatucker No additional info | {
"geo_location": "Belgium",
"device_hash": "a5cddaa012df6330a5291d78599e7a439f8686f2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/3.0)",
"session_id": "0deb7dff-fa1c-4d10-8801-60b3ca3c407a",
"risk_score": 70.56,
"confidence": 0.92
} | joshuatucker | api_abuse | null | null | null | No additional info | Cloud api_abuse in Alibaba by joshuatucker No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-3158b113 | null | null | null | null | null | null | null | null | null | null |
7686683b-9900-47d0-b5d3-8d435930e913 | 2025-03-24T16:21:34 | iot | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat unusual_activity MITRE Technique: T1078.004 | Unconventional IOC: Unusual DNS TXT records | Sensor spoofing detected | {
"geo_location": "Zimbabwe",
"device_hash": "75c99b4bdf7e2c6e400502a2bb4965c3",
"user_agent": "Opera/8.42.(X11; Linux i686; wal-ET) Presto/2.9.184 Version/12.00",
"session_id": "e4750044-24ed-4f4d-8abc-66923ae3aee0",
"risk_score": 74.87,
"confidence": 0.89
} | null | unusual_activity | null | null | null | MITRE Technique: T1078.004 | Unconventional IOC: Unusual DNS TXT records | Sensor spoofing detected | IoT device Thermostat unusual_activity MITRE Technique: T1078.004 | Unconventional IOC: Unusual DNS TXT records | Sensor spoofing detected | null | Thermostat | iot-baa1b41c | 8.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
77dc831d-5ae1-42f7-b595-3f9d91ecf234 | 2025-04-25T11:24:41 | network | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 73.165.242.106 to 101.43.6.99 No additional info | {
"geo_location": "Malawi",
"device_hash": "c55611fbf261e60a8ebbbbb079830ade",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.46.5 (KHTML, like Gecko) Version/4.1 Safari/531.46.5",
"session_id": "bf82d92c-0523-4b76-8f5e-e03353973e2a",
"risk_score": 68.84,
"confidence": 0.55
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 73.165.242.106 to 101.43.6.99 No additional info | null | null | null | null | 73.165.242.106 | 101.43.6.99 | null | null | null | null | null | null | null | null | null | null | HTTPS | 440,820 | null | null | null |
026ba9fb-79fc-47b8-87d9-3607d9e1114b | 2025-03-13T01:48:51 | ids_alert | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: MFA Bypass detected from 183.207.165.105 targeting 209.158.235.11 MITRE Technique: T1134.001 | Associated Threat Actor: Lazarus Group | {
"geo_location": "Sudan",
"device_hash": "aa1109f33d548c91e3b7f83068339dc05554deefab0ec1642acbad06de0c64b9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.1)",
"session_id": "b76e22fe-ead3-493b-b668-7ea3f3e99bca",
"risk_score": 52.25,
"confidence": 0.83
} | null | null | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Lazarus Group | OSSEC Alert: MFA Bypass detected from 183.207.165.105 targeting 209.158.235.11 MITRE Technique: T1134.001 | Associated Threat Actor: Lazarus Group | {
"baseline_deviation": 2.18,
"entropy": 3.8,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 183.207.165.105 | 209.158.235.11 | MFA Bypass | SIG-3623 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
9bb6acb8-d13a-4704-888e-eec276454a45 | 2025-05-12T19:53:35 | ai | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by davidcarter MITRE Technique: T1190 | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "da354deb36ddcd1cb5bedf4a15fa878f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/4.0)",
"session_id": "e6acc796-816e-4c7e-b4ea-5a72e1df7f11",
"risk_score": 37.27,
"confidence": 0.09
} | davidcarter | membership_inference | null | null | null | MITRE Technique: T1190 | AI system membership_inference by davidcarter MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | model-00805063 | b144fdbaa8c3c58658c092aa91bfe57b | 749cb16e4369a2e6452364194cbbe8cb79abb874 | null | null | null | null | null | null | null |
dea4d1fb-2ca0-484e-9bea-0e0bbf2df1db | 2025-06-23T01:54:48 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Alibaba by garybright MITRE Technique: T1110.003 | {
"geo_location": "Romania",
"device_hash": "55b38945a6d454b6e64c88fff97b51a366bc24a3b47af3ddec41f5bfa042fb22",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.0)",
"session_id": "0ebfd1ea-9212-4302-b086-170c272b008b",
"risk_score": 17.64,
"confidence": 0.81
} | garybright | crypto_mining | null | null | null | MITRE Technique: T1110.003 | Cloud crypto_mining in Alibaba by garybright MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | Alibaba | res-3051f4e1 | null | null | null | null | null | null | null | null | null | null |
2ed09033-10a8-4fa9-b1ec-38f091aa8a7b | 2025-05-14T21:38:55 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in OCI by alexandra01 No additional info | {
"geo_location": "Seychelles",
"device_hash": "048984a05d40b5e79738990b5bca8f2eb73262200c9c1b4dbcdf1e6ea0e502d1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/39.0.845.0 Safari/531.1",
"session_id": "3181b1f5-9b98-4cd6-a37a-305ef511778a",
"risk_score": 36.23,
... | alexandra01 | shadow_it | null | null | null | No additional info | Cloud shadow_it in OCI by alexandra01 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-45764f6e | null | null | null | null | null | null | null | null | null | null |
ce5390ee-43fd-4930-a7dd-3fb7a9588cf9 | 2025-05-31T05:09:09 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint service_install /stop/budget.flac by jennifer29 MITRE Technique: T1134.001 | {
"geo_location": "Guernsey",
"device_hash": "f7f6146dc662d63384cbb0d15570c3d91c7c27a9a14c75bafc581e7063a9ef6e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_0; rv:1.9.3.20) Gecko/8180-05-12 13:59:49 Firefox/3.6.6",
"session_id": "5b5d30fd-676b-4e0e-96a3-e9d076336c67",
"risk_score": 26.68,
... | jennifer29 | service_install | /stop/budget.flac | 783 | cmd.exe | MITRE Technique: T1134.001 | Endpoint service_install /stop/budget.flac by jennifer29 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5fb953bd-9c81-4e14-bcdb-9f426d3d1c99 | 2025-01-18T18:47:21 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical physical_tamper MITRE Technique: T1204.002 | {
"geo_location": "Trinidad and Tobago",
"device_hash": "f39f5faee8cb3301d67eaaa0bcd1f6dba77236fa",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_2_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/38.0.867.0 Mobile/53M341 Safari/534.0",
"session_id": "1249ee85-62d2-4d86-903f-6d61fe482cf4",
"ris... | null | physical_tamper | null | null | null | MITRE Technique: T1204.002 | IoT device Medical physical_tamper MITRE Technique: T1204.002 | null | Medical | iot-ba4e6672 | 6.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86741eda-32ae-4d87-bab3-c5dafbaa0487 | 2025-07-04T20:49:09 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: Credential Stuffing detected from 93.93.187.12 targeting 159.105.17.243 Zero-day exploit pattern detected | {
"geo_location": "Colombia",
"device_hash": "cb9784e40b073549eb523f9b1637f276",
"user_agent": "Opera/9.41.(Windows NT 6.2; hu-HU) Presto/2.9.187 Version/10.00",
"session_id": "21af0204-a53e-4ce9-afe4-d69d8629e0a6",
"risk_score": 49.65,
"confidence": 0.36
} | null | null | null | null | null | Zero-day exploit pattern detected | QRadar Alert: Credential Stuffing detected from 93.93.187.12 targeting 159.105.17.243 Zero-day exploit pattern detected | null | null | null | null | 93.93.187.12 | 159.105.17.243 | Credential Stuffing | SIG-9732 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
ac630629-a26b-47c6-a7be-d53c1d98006b | 2025-02-24T10:09:59 | network | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network beaconing from 10.80.200.226 to 53.62.52.30 No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "25e35e83205f1b7fe4306cafa4b7bb6a2c66fa1a9459a1e77432f4f30a12b6b4",
"user_agent": "Opera/9.62.(Windows NT 5.0; mag-IN) Presto/2.9.164 Version/10.00",
"session_id": "1ed160e9-2ba5-483d-8172-91037257037a",
"risk_score": 53.54,
"confidence": ... | null | beaconing | null | null | null | No additional info | Network beaconing from 10.80.200.226 to 53.62.52.30 No additional info | null | null | null | null | 10.80.200.226 | 53.62.52.30 | null | null | null | null | null | null | null | null | null | null | TCP | 445,849 | null | null | null |
65c90d9e-2e26-43eb-b7b2-cd7350a05aac | 2025-05-08T13:18:24 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall deny DNS traffic from 10.119.156.183:789 to 10.214.1.92:1012 Unconventional IOC: ACPI table modifications | {
"geo_location": "Oman",
"device_hash": "276e238b0b2c3f3ab919261bc226db3d426d4542",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/5022-08-13 23:28:41 Firefox/10.0",
"session_id": "635e9a2d-02d5-4d63-be9c-38429060890a",
"risk_score": 47.72,
"confidence": 0.92
} | null | deny | null | null | null | Unconventional IOC: ACPI table modifications | Firewall deny DNS traffic from 10.119.156.183:789 to 10.214.1.92:1012 Unconventional IOC: ACPI table modifications | null | null | null | null | 10.119.156.183 | 10.214.1.92 | null | null | null | null | null | null | null | null | 789 | 1,012 | DNS | 805,121 | 1,840 | null | null |
617bf4de-cbac-4284-8521-66b3ea311c21 | 2025-01-16T13:11:56 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine ICMP traffic from 8.43.130.4:53852 to 91.89.212.80:585 Associated Threat Actor: Conti | {
"geo_location": "Peru",
"device_hash": "4a59972f03472b29d6faab8c3a96ca7aec93c54c52aead47e3edd86c5c2bb8f6",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_9 rv:2.0; ha-NG) AppleWebKit/534.46.1 (KHTML, like Gecko) Version/4.0 Safari/534.46.1",
"session_id": "dff9044d-25ad-43a6-91ae-3164adc9b923",... | null | quarantine | null | null | null | Associated Threat Actor: Conti | Firewall quarantine ICMP traffic from 8.43.130.4:53852 to 91.89.212.80:585 Associated Threat Actor: Conti | null | null | null | null | 8.43.130.4 | 91.89.212.80 | null | null | null | null | null | null | null | null | 53,852 | 585 | ICMP | 583,309 | 1,117 | null | null |
0d3f4fb9-a177-45b4-9c1b-7324200d7e01 | 2025-06-20T22:37:26 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: DNS Tunneling detected from 128.175.173.74 targeting N/A MITRE Technique: T1134.001 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Egypt",
"device_hash": "4f8e782615de80a18272dc874a3f701b61768a065e990ecc8ffc7160ce25b458",
"user_agent": "Mozilla/5.0 (Linux; Android 13) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/62.0.833.0 Safari/535.2",
"session_id": "8c01bc9a-af39-4d9f-b90e-bbe03b7f3935",
"risk_score": 75.79,
"conf... | null | null | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: BlueNoroff | AlienVault Alert: DNS Tunneling detected from 128.175.173.74 targeting N/A MITRE Technique: T1134.001 | Associated Threat Actor: BlueNoroff | null | null | null | null | 128.175.173.74 | N/A | DNS Tunneling | SIG-8845 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
0b1d9c1a-eca0-4901-86a5-62039553063f | 2025-03-06T06:18:39 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device HVAC battery_drain No additional info noise=than|plan|policy | {
"geo_location": "Monaco",
"device_hash": "424f5ae354361d92ee3b035d0a41d7a5f1393460",
"user_agent": "Mozilla/5.0 (Linux; Android 14) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/48.0.867.0 Safari/533.2",
"session_id": "ac25beb9-695b-4357-a54c-21e874ee3516",
"risk_score": 66.74,
"confidence": 0.38
} | null | battery_drain | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | null | HVAC | iot-30aa7c69 | 3.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bbbfb761-2389-4348-b3ce-4683d2228030 | 2025-04-05T02:52:07 | endpoint | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|low| desc=Endpoint scheduled_task away by stephanie27 MITRE Technique: T1110.003 | {
"geo_location": "Australia",
"device_hash": "987c29b228d6c0062e7676d4e7e229107e0961eb2d3758da667558c596eaf9ec",
"user_agent": "Opera/8.41.(Windows NT 5.2; bn-BD) Presto/2.9.177 Version/12.00",
"session_id": "92cf6705-892b-40d7-9665-3d7f524f7cf8",
"risk_score": 21.42,
"confidence": 0.17
} | stephanie27 | scheduled_task | away | 3,185 | svchost.exe | MITRE Technique: T1110.003 | Endpoint scheduled_task away by stephanie27 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
754bef13-7daf-4411-9fd2-534f7b671c76 | 2025-02-13T15:42:27 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access room by elizabeth60 No additional info | {
"geo_location": "Lebanon",
"device_hash": "e4251e37cac51ae29644efdee4ad5115",
"user_agent": "Opera/8.62.(Windows NT 5.2; it-IT) Presto/2.9.178 Version/12.00",
"session_id": "029e3e54-fed6-4af4-ac52-004500f1a558",
"risk_score": 75.46,
"confidence": 0.09
} | elizabeth60 | file_access | room | 7,510 | cmd.exe | No additional info | Endpoint file_access room by elizabeth60 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
34767924-9d14-46a2-9979-62027956fa20 | 2025-04-19T08:00:42 | ai | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by stephanie19 MITRE Technique: T1566.001 | {
"geo_location": "Thailand",
"device_hash": "0a7a25b7ec5bf1bea12b759840af42abde0225d0fa2444b23dba773df562c090",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/58.0.836.0 Safari/532.0",
"session_id": "7e06985a-3f64-48a7-bf94-d3bb6fd6048b",
"risk_score": 76.92,
"conf... | stephanie19 | membership_inference | null | null | null | MITRE Technique: T1566.001 | AI system membership_inference by stephanie19 MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-cb066ecc | 86285d672c75cd8774ed2587fb030651 | b31fa4acd4cad6176720ef0c84a6e2ea314ee7aa | null | null | null | null | null | null | null |
2f077c0f-86ad-456b-9d5d-c67eda73dffe | 2025-06-06T15:11:03 | cloud | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in OCI by fbradley MITRE Technique: T1059.001 | {
"geo_location": "Albania",
"device_hash": "19dc64fe8ad09f61702618b0b60ad3439e1cee28",
"user_agent": "Opera/8.61.(X11; Linux x86_64; az-IN) Presto/2.9.163 Version/11.00",
"session_id": "b7f676a9-d67d-4fcc-9004-1a538bed98a1",
"risk_score": 80.56,
"confidence": 0.25
} | fbradley | container_escape | null | null | null | MITRE Technique: T1059.001 | Cloud container_escape in OCI by fbradley MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | OCI | res-11d86f0a | null | null | null | null | null | null | null | null | null | null |
55167a9f-81d6-4610-8dfa-81f8ec710ca4 | 2025-02-23T00:19:14 | auth | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for christopher66 via key from 28.248.23.26 Associated Threat Actor: Lazarus Group | Possible golden ticket usage noise=Q2hvb3NlLg== | {
"geo_location": "Fiji",
"device_hash": "c6bb7b8436a8f876abf7326ac1ae1280d5b20f31ff9dc3a3b8234ba0de93a42c",
"user_agent": "Opera/9.70.(Windows CE; iu-CA) Presto/2.9.166 Version/10.00",
"session_id": "97ee6f1c-cf6f-41bb-b7ee-b160c48c9eac",
"risk_score": 57.35,
"confidence": 0.97
} | christopher66 | timeout | null | null | null | Associated Threat Actor: Lazarus Group | Possible golden ticket usage | Auth timeout for christopher66 via key from 28.248.23.26 Associated Threat Actor: Lazarus Group | Possible golden ticket usage | null | null | null | null | 28.248.23.26 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 86:82:40:59:e2:60 |
378c0d22-de67-4f22-823b-e490193e40f8 | 2025-05-14T02:43:35 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /remember/grow.flac by rmurray No additional info noise=VGVuZC4= | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "2b8f50988b6c304ed000005555b458904b2d9624",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_0 rv:3.0; ce-RU) AppleWebKit/533.3.6 (KHTML, like Gecko) Version/5.0.2 Safari/533.3.6",
"session_id": "ed4fa56b-2ec3-4c26-b306-ea00a91f8894",
"ri... | rmurray | service_install | /remember/grow.flac | 4,491 | svchost.exe | No additional info | Endpoint service_install /remember/grow.flac by rmurray No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ed46cadd-5d53-44a8-92d8-9b6f69a3a733 | 2025-04-21T14:39:34 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat unusual_activity No additional info | {
"geo_location": "Gabon",
"device_hash": "330eedb514ccd54839feae7b3ec290639230d034e8d7309ae2b09f356f9557a9",
"user_agent": "Opera/8.87.(Windows NT 6.1; nds-NL) Presto/2.9.160 Version/12.00",
"session_id": "ab87073e-e78e-4789-bf8d-2fd76b1126a1",
"risk_score": 44.61,
"confidence": 0.74
} | null | unusual_activity | null | null | null | No additional info | IoT device Thermostat unusual_activity No additional info | null | Thermostat | iot-fe88748e | 5.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5690aa41-a8b5-4e8e-bacf-6842f6bb9c24 | 2025-03-16T00:32:44 | endpoint | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task player by patricia64 No additional info noise=tags/categories/categories | {
"geo_location": "Saint Helena",
"device_hash": "90f48a54696268592d570c18cb9cca54",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; bn-IN) AppleWebKit/535.1.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6535.1.3",
"session_id": "8e5bbf8c-8ab3-4901-b6ab-cb4a60fe9528",
"risk_sco... | patricia64 | scheduled_task | player | 1,731 | powershell.exe | No additional info | Endpoint scheduled_task player by patricia64 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3ee7b0d8-8954-42e4-ab76-4a677d17d70c | 2025-07-04T07:15:18 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Alibaba by janetwaters No additional info | {
"geo_location": "Argentina",
"device_hash": "5911329fd96c63acfb6bb117de4a9482",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; bg-BG) AppleWebKit/532.1.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6532.1.3",
"session_id": "95896800-6f18-48e7-a6d6-21ba71ea9c34",
"risk_score"... | janetwaters | container_escape | null | null | null | No additional info | Cloud container_escape in Alibaba by janetwaters No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-5013e29d | null | null | null | null | null | null | null | null | null | null |
d77a1ef1-f28b-4485-a297-e7697e9059ba | 2025-06-16T16:49:24 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in OCI by hokevin No additional info | {
"geo_location": "Philippines",
"device_hash": "5727e43214cd521d77f864db2835ef27816c913b03b87ab1d6ef60399a43df0e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/33.0.879.0 Safari/532.2",
"session_id": "670bdfa2-d9cd-4ed9-a8f6-3a19490c2d1b",
"risk_score": 69.18,
"... | hokevin | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by hokevin No additional info | null | null | null | null | null | null | null | null | null | OCI | res-94b89f27 | null | null | null | null | null | null | null | null | null | null |
0901a16b-1cdd-48d4-bae4-2aaf11e74713 | 2025-01-19T09:19:16 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation No additional info noise=speech|worker|player | {
"geo_location": "El Salvador",
"device_hash": "169facb39f49f378d697a67fc55b33a65218ece0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; rw-RW) AppleWebKit/535.6.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6535.6.6",
"session_id": "ec43cdf4-9db7-4915-978f-7fd96e68d268",
"r... | null | protocol_violation | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | null | Camera | iot-58f4808e | 1.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
347004bb-d78c-4085-a560-9ee64aa8f50f | 2025-06-13T10:56:40 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: DNS Tunneling detected from 10.130.63.197 targeting 10.0.3.25 No additional info noise=Q2hvaWNlLg== | {
"geo_location": "Kazakhstan",
"device_hash": "254f40112b2924ba6f6d3d72b5011482f0651e87",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/3.1)",
"session_id": "0faadf6e-ab1c-4dbc-845d-0194cfff3007",
"risk_score": 96.31,
"confidence": 0.87
} | null | null | null | null | null | No additional info | Vectra AI Alert: DNS Tunneling detected from 10.130.63.197 targeting 10.0.3.25 No additional info | {
"baseline_deviation": 2.47,
"entropy": 4.41,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 10.130.63.197 | 10.0.3.25 | DNS Tunneling | SIG-7991 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
ff4ad33e-a4da-4104-81f4-7550a8f439e4 | 2025-03-06T11:21:05 | iot | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical command_injection No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "5ea2a36bc02735da12e1ac0c11021dfb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/5.0)",
"session_id": "cdc9d179-9cc6-41d5-a20e-5e8cd5307897",
"risk_score": 53.27,
"confidence": 0.96
} | null | command_injection | null | null | null | No additional info | IoT device Medical command_injection No additional info | {
"baseline_deviation": 1.57,
"entropy": 5.76,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Medical | iot-0e0603b2 | 8.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6868b3a9-1fbd-4b96-9792-b24b76a8095f | 2026-12-26T22:47:39 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 143.69.187.171 to 22.217.101.168 No additional info | {
"geo_location": "Palau",
"device_hash": "85ce4e23a6156069fc3c1c8bc135aebbba75a3a7ae5c062c1f8faed1a6709fe8",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; rw-RW) AppleWebKit/533.34.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6533.34.5",
"session_id": "13929f55-5314-4226-a35a... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 143.69.187.171 to 22.217.101.168 No additional info | null | null | null | null | 143.69.187.171 | 22.217.101.168 | null | null | null | null | null | null | null | null | null | null | TCP | 257,761 | null | null | null |
ec806311-fae1-4474-bfee-e46e890bd020 | 2025-02-06T23:55:19 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in GCP by lovebrian MITRE Technique: T1566.001 | {
"geo_location": "Kazakhstan",
"device_hash": "f9c1ea5d77d397bf37bf09db835fca60b7a7d7b6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_8 rv:6.0; sid-ET) AppleWebKit/534.19.4 (KHTML, like Gecko) Version/4.1 Safari/534.19.4",
"session_id": "033bf3ce-0435-4fd8-953a-711353964289",
"risk_score": 0,
... | lovebrian | lambda_execution | null | null | null | MITRE Technique: T1566.001 | Cloud lambda_execution in GCP by lovebrian MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | GCP | res-5e30a74a | null | null | null | null | null | null | null | null | null | null |
f4056a7f-31dd-42d2-b250-1ccacc0119cf | 2025-04-17T17:34:45 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in Alibaba by grichards No additional info | {
"geo_location": "Romania",
"device_hash": "de864535f061a13c3e2804ee2b496807faa6b311340834908dacdcbaf1752e94",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/4.1)",
"session_id": "4a5ea656-6ab2-4497-8ca3-9b59b0c8a99f",
"risk_score": 47.81,
"confidence": 0.47
} | grichards | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Alibaba by grichards No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-df09cc3a | null | null | null | null | null | null | null | null | null | null |
a6d5e6c2-ca45-4163-b321-a5fee123bd93 | 2025-04-20T15:11:37 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth challenge for hayschristine via passwordless from 65.80.242.109 No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "b6f8ffc59607a698559d6177c264dac7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "7da95b2c-7391-41a6-ab86-83cd52275bae",
"risk_score": 21.79,
"confidence": 0.93
} | hayschristine | challenge | null | null | null | No additional info | Auth challenge for hayschristine via passwordless from 65.80.242.109 No additional info | null | null | null | null | 65.80.242.109 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 0f:a3:40:1a:18:15 |
7914737c-48b6-4b46-9476-927e34bb97e6 | 2025-05-31T06:11:46 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth locked for matthewhill via password from 121.231.234.206 No additional info | {
"geo_location": "Solomon Islands",
"device_hash": "34636703d03c4b1add6b1bfc6341ea6e4b19f223745482a53812155d5f465ea6",
"user_agent": "Opera/8.81.(Windows 95; nan-TW) Presto/2.9.181 Version/12.00",
"session_id": "b68a5410-51a7-4268-869e-c1779f7f70f3",
"risk_score": 29.92,
"confidence": 0.56
} | matthewhill | locked | null | null | null | No additional info | Auth locked for matthewhill via password from 121.231.234.206 No additional info | null | null | null | null | 121.231.234.206 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | f3:b4:42:69:5b:dc |
f0ea7367-5f1c-497d-8239-33036ac53792 | 2025-03-31T19:23:36 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: Cloud API Abuse detected from 140.210.57.185 targeting N/A Associated Threat Actor: APT35 noise=prove|so|section | {
"geo_location": "Bahamas",
"device_hash": "b5c2f39f9c35baf41c9088c118d73c47cd7093cda787add2e81a6e7595d4605d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; xh-ZA) AppleWebKit/531.20.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6531.20.2",
"session_id": "196009e0-3356-462c-9a... | null | null | null | null | null | Associated Threat Actor: APT35 | QRadar Alert: Cloud API Abuse detected from 140.210.57.185 targeting N/A Associated Threat Actor: APT35 | null | null | null | null | 140.210.57.185 | N/A | Cloud API Abuse | SIG-5925 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
7f7d3304-4deb-4023-88dc-509d7c924181 | 2025-05-09T17:07:03 | auth | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|info| desc=Auth failed for maryrodriguez via MFA from 139.69.213.161 No additional info noise=QXJndWUu | {
"geo_location": "Tokelau",
"device_hash": "fb1c82d2d71445a9466f7408924f7d9c",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; hu-HU; rv:1.9.1.20) Gecko/7033-06-18 22:30:06 Firefox/3.6.12",
"session_id": "27e513bf-c367-4443-b61e-baea06a6caea",
"risk_score": 37.09,
"confidence": 0.32
} | maryrodriguez | failed | null | null | null | No additional info | Auth failed for maryrodriguez via MFA from 139.69.213.161 No additional info | null | null | null | null | 139.69.213.161 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 71:36:67:95:b5:51 |
4c0feb97-880e-4872-b79f-9f82de948592 | 2025-03-21T04:35:08 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 199.211.202.26 to 168.97.71.245 MITRE Technique: T1543.003 | {
"geo_location": "Armenia",
"device_hash": "2df23d56f55184983d896ac821329611879528939d7435c62e570c0379867112",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.5.4 (KHTML, like Gecko) Version/5.0 Safari/531.5.4",
"session_id": "81206262-255c-4de8-ac9f-4c67c1561931",
"risk_score": 14.29... | null | covert_channel | null | null | null | MITRE Technique: T1543.003 | Network covert_channel from 199.211.202.26 to 168.97.71.245 MITRE Technique: T1543.003 | null | null | null | null | 199.211.202.26 | 168.97.71.245 | null | null | null | null | null | null | null | null | null | null | HTTPS | 312,510 | null | null | null |
1c1cf521-d61b-45c8-996b-1ac513ba4f09 | 2025-02-26T03:40:34 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection general by simpsonkelli MITRE Technique: T1204.002 | Associated Threat Actor: APT29 | {
"geo_location": "Western Sahara",
"device_hash": "ce2325e59a4444a4f9141e8a87ebace363da119c46c4bd7a73d469b4a42233de",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9100-09-05 18:53:08 Firefox/3.6.3",
"session_id": "422fb86a-65a6-4ef5-ae1b-3900474a7262",
"risk_score": 89.29,
"confidence"... | simpsonkelli | memory_injection | general | 707 | svchost.exe | MITRE Technique: T1204.002 | Associated Threat Actor: APT29 | Endpoint memory_injection general by simpsonkelli MITRE Technique: T1204.002 | Associated Threat Actor: APT29 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f5bcaa5a-297c-45c1-a58c-422745cde39e | 2025-06-05T16:16:47 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth failed for laurencollins via biometric from 10.1.177.74 MITRE Technique: T1543.003 noise=E3F00BFB | {
"geo_location": "Ecuador",
"device_hash": "090963f7762f8785b7015c5ca56b070208d83ce7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; hne-IN) AppleWebKit/533.45.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6533.45.2",
"session_id": "61927893-95f6-4913-b149-f2536285d7da",
"ri... | laurencollins | failed | null | null | null | MITRE Technique: T1543.003 | Auth failed for laurencollins via biometric from 10.1.177.74 MITRE Technique: T1543.003 | null | null | null | null | 10.1.177.74 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 14:36:04:cb:d5:72 |
3eb466a1-45f6-43bb-914a-db34b30043be | 2025-05-07T11:13:50 | ids_alert | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=ArcSight Alert: Credential Stuffing detected from 139.206.74.162 targeting 59.175.200.87 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "45576eb9ceda9e031ecd348d105c951f63e77638",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.0)",
"session_id": "541bbe61-d31f-4b38-acad-8582444e068b",
"risk_score": 92.57,
"confidence": 0.1
} | null | null | null | null | null | No additional info | ArcSight Alert: Credential Stuffing detected from 139.206.74.162 targeting 59.175.200.87 No additional info | null | null | null | null | 139.206.74.162 | 59.175.200.87 | Credential Stuffing | SIG-2226 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
f13436f3-a29e-49de-b16b-571f60ccd270 | 2025-03-06T08:40:44 | ai | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by mitchellalexandra No additional info | {
"geo_location": "Fiji",
"device_hash": "85a3210cbe4594ef807cc3d4105f1acd2be07efb44c67aedf5c3a5309ce8c59e",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/19.0.899.0 Safari/534.0",
"session_id": "02fba6a1-cc80-41e8-87cb-91808ca5410a",
"risk_score": 14.23,
"confiden... | mitchellalexandra | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by mitchellalexandra No additional info | {
"baseline_deviation": 2.22,
"entropy": 4.66,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-bbcfdf68 | 9d76f52fba80386a37c6d92a2d01f2c686b8cd9a | 78616b61c090c3c105c6582f5552258c | null | null | null | null | null | null | null |
071abb98-4e52-4e9e-822f-d724fd28d813 | 2025-05-20T14:56:28 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by veronicaford MITRE Technique: T1204.002 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "0949785401623078aa33a9c4f811458a",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/51.0.840.0 Safari/534.2",
"session_id": "c31e9316-caba-465c-a2da-ca7ad75117fb",
"risk_score": 55.67,
"confidenc... | veronicaford | training_data_poisoning | null | null | null | MITRE Technique: T1204.002 | AI system training_data_poisoning by veronicaford MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | null | null | model-17f90ad9 | 00fdfcd77b8a446f0d1dce9a4186e725 | 2b5c4d88eac17a1df1aaee6d05cc6695cf3aabb8351f68ca1efcd8f93e6d3041 | null | null | null | null | null | null | null |
1fb035f7-2ff8-497e-985c-cc69e514c75d | 2025-05-12T00:37:28 | ids_alert | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|critical| desc=OSSEC Alert: Port Scan detected from 163.250.213.135 targeting 223.188.176.46 No additional info | {
"geo_location": "Hungary",
"device_hash": "e78126e8abaaf85f952cffdc30f6460f5534d714",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; he-IL) AppleWebKit/535.18.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6535.18.4",
"session_id": "505e6a7f-adac-464e-9278-fa8eb469bad9",
"ris... | null | null | null | null | null | No additional info | OSSEC Alert: Port Scan detected from 163.250.213.135 targeting 223.188.176.46 No additional info | null | null | null | null | 163.250.213.135 | 223.188.176.46 | Port Scan | SIG-5427 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
b3caa805-de3e-4337-b537-c875570437e0 | 2025-04-15T02:57:23 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Medical firmware_update Unconventional IOC: UEFI variable tampering | {
"geo_location": "Congo",
"device_hash": "1da725f1c314ea5b6d4dc7aa798d74b5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_6) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/14.0.876.0 Safari/536.1",
"session_id": "36dcf27a-bab2-46e3-bac8-169f77c625b6",
"risk_score": 81.19,
"confidence": 0.33
... | null | firmware_update | null | null | null | Unconventional IOC: UEFI variable tampering | IoT device Medical firmware_update Unconventional IOC: UEFI variable tampering | null | Medical | iot-4eb71c2e | 5.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fbad5a48-6840-49e5-b245-8f17dadfffde | 2025-01-12T20:44:14 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec good by seanjohnson No additional info | {
"geo_location": "Iran",
"device_hash": "659979326d9cdaa6c4bb2e5518a0ce60",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.28.7 (KHTML, like Gecko) Version/5.0.2 Safari/535.28.7",
"session_id": "4b164fde-7cf4-42de-ae4e-91981f6008ce",
"risk_score": 59.39,
"confidence": 0.58
} | seanjohnson | powershell_exec | good | 8,499 | explorer.exe | No additional info | Endpoint powershell_exec good by seanjohnson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9e88ff28-10a3-436b-9449-5eb082d42a47 | 2025-05-01T03:17:59 | network | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 219.105.249.204 to 10.255.168.211 No additional info noise=main/wp-content/tags | {
"geo_location": "Ecuador",
"device_hash": "aa6376a54fe2117beac19b08db22d703",
"user_agent": "Opera/8.82.(Windows NT 5.2; id-ID) Presto/2.9.182 Version/11.00",
"session_id": "ebe5a61b-56fa-40ef-a1a9-c3ce0d0855ab",
"risk_score": 13.71,
"confidence": 0.41
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 219.105.249.204 to 10.255.168.211 No additional info | null | null | null | null | 219.105.249.204 | 10.255.168.211 | null | null | null | null | null | null | null | null | null | null | UDP | 595,968 | null | null | null |
db86e851-8fca-410f-8980-102cb8fff11a | 2025-06-29T14:35:33 | firewall | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SMB traffic from 209.141.37.62:127 to 87.23.17.101:1484 MITRE Technique: T1190 | {
"geo_location": "Canada",
"device_hash": "28737efe9ce40cf31b1a5a8310fc38d09797fd5f85472fd70de65d056c74865e",
"user_agent": "Opera/8.61.(Windows NT 11.0; mn-MN) Presto/2.9.190 Version/10.00",
"session_id": "21a713e8-b1e9-4813-a2b7-4aa18beac5cd",
"risk_score": 31.57,
"confidence": 0.16
} | null | deny | null | null | null | MITRE Technique: T1190 | Firewall deny SMB traffic from 209.141.37.62:127 to 87.23.17.101:1484 MITRE Technique: T1190 | null | null | null | null | 209.141.37.62 | 87.23.17.101 | null | null | null | null | null | null | null | null | 127 | 1,484 | SMB | 102,512 | 1,286 | null | null |
edcae560-ef91-4a97-82bc-3341ba71e417 | 2025-02-07T12:41:20 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Credential Stuffing detected from 210.1.99.200 targeting 61.169.131.127 No additional info | {
"geo_location": "Yemen",
"device_hash": "ac87d66a47895c51ac94f5bc51137a01c6c825fb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/59.0.860.0 Mobile/19R553 Safari/534.0",
"session_id": "4864bdd1-4b8c-4b18-9093-444bff3c2dad",
"risk_score": 50.7... | null | null | null | null | null | No additional info | Snort Alert: Credential Stuffing detected from 210.1.99.200 targeting 61.169.131.127 No additional info | null | null | null | null | 210.1.99.200 | 61.169.131.127 | Credential Stuffing | SIG-2852 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
b65382a7-f339-4b13-a857-f5e1088be11e | 2025-02-20T00:52:18 | endpoint | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access believe by gabrielle99 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "8373075a80628de2d98ad1f84cbaf51dee4b4d5d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_4; rv:1.9.4.20) Gecko/5333-10-19 03:30:43 Firefox/3.8",
"session_id": "f136c71d-1d4b-42cc-9238-a1268f2977c1",
"risk_score": 67.84,
"confidence": 0.08
} | gabrielle99 | file_access | believe | 5,775 | powershell.exe | No additional info | Endpoint file_access believe by gabrielle99 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0003e063-46e0-4f8a-a4d5-de48d1e064d0 | 2025-03-07T05:26:50 | network | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 10.101.79.32 to 218.108.200.100 MITRE Technique: T1059.001 | {
"geo_location": "Argentina",
"device_hash": "8de73fc23acec34bd06ae67a96e0728b",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; te-IN; rv:1.9.1.20) Gecko/7518-09-11 03:46:59 Firefox/14.0",
"session_id": "99208eda-0973-4371-ba95-df5dab0015fd",
"risk_score": 46.58,
"confidence": 0.95
} | null | beaconing | null | null | null | MITRE Technique: T1059.001 | Network beaconing from 10.101.79.32 to 218.108.200.100 MITRE Technique: T1059.001 | null | null | null | null | 10.101.79.32 | 218.108.200.100 | null | null | null | null | null | null | null | null | null | null | ICMP | 873,834 | null | null | null |
17e2669d-e942-460a-b778-c2b326b345ac | 2025-04-07T05:03:12 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth timeout for wrighthayley via password from 10.197.154.61 No additional info | {
"geo_location": "North Macedonia",
"device_hash": "124ec2e19dea9e5a8940dc15021cb9d365270a74",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_0; rv:1.9.5.20) Gecko/7695-05-15 12:30:29 Firefox/3.6.17",
"session_id": "a833ba12-1130-42a7-8169-5c7b6a4b91be",
"risk_score": 0,
"confidence": 0.14
} | wrighthayley | timeout | null | null | null | No additional info | Auth timeout for wrighthayley via password from 10.197.154.61 No additional info | null | null | null | null | 10.197.154.61 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | de:f8:d9:49:f0:69 |
96a83ed6-071a-442f-a0ab-225023afbc5d | 2025-03-14T08:48:16 | iot | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|high| desc=IoT device Camera protocol_violation Associated Threat Actor: APT34 | {
"geo_location": "Congo",
"device_hash": "bc609e073ca686cca38b67f7d3af4f2aec71cf3a",
"user_agent": "Mozilla/5.0 (Android 2.3.5; Mobile; rv:55.0) Gecko/55.0 Firefox/55.0",
"session_id": "ec5b7ee8-25cf-476e-9bc9-344417c53b46",
"risk_score": 69.16,
"confidence": 0.11
} | null | protocol_violation | null | null | null | Associated Threat Actor: APT34 | IoT device Camera protocol_violation Associated Threat Actor: APT34 | null | Camera | iot-b6dc1639 | 6.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
330054fa-ee4d-42e2-8115-c72edd2327a1 | 2025-03-04T08:55:50 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only NTP traffic from 174.39.53.37:893 to 90.93.73.148:882 MITRE Technique: T1574.002 | Associated Threat Actor: DarkSide | {
"geo_location": "Guernsey",
"device_hash": "f86399379b25b0660430df65ab9f7eaac9b18757a6b50495427c0f23f1f4994d",
"user_agent": "Opera/9.57.(X11; Linux x86_64; fr-CA) Presto/2.9.167 Version/12.00",
"session_id": "4d1601cc-6aa0-4763-8c18-4116f85102b8",
"risk_score": 87.49,
"confidence": 0.42
} | null | log-only | null | null | null | MITRE Technique: T1574.002 | Associated Threat Actor: DarkSide | Firewall log-only NTP traffic from 174.39.53.37:893 to 90.93.73.148:882 MITRE Technique: T1574.002 | Associated Threat Actor: DarkSide | null | null | null | null | 174.39.53.37 | 90.93.73.148 | null | null | null | null | null | null | null | null | 893 | 882 | NTP | 649,858 | 1,570 | null | null |
4cdac853-be06-4dec-bb33-c5ace4c49bcc | 2025-06-08T18:05:26 | firewall | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only DNS traffic from 203.249.23.238:373 to 62.166.124.164:190 No additional info noise=ECD06BA4 | {
"geo_location": "Uzbekistan",
"device_hash": "3e16a8825b0fbf9af6f5dc4eaca9b248aed91b1e85d711ff5e7f0c6251da710f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/42.0.851.0 Safari/534.2",
"session_id": "d49ab612-d3ed-4eb4-981f-73a6128d3a23",
"risk_sc... | null | log-only | null | null | null | No additional info | Firewall log-only DNS traffic from 203.249.23.238:373 to 62.166.124.164:190 No additional info | null | null | null | null | 203.249.23.238 | 62.166.124.164 | null | null | null | null | null | null | null | null | 373 | 190 | DNS | 487,059 | 1,419 | null | null |
14761355-027c-42d6-9a71-a59659ece4c9 | 2025-03-06T23:10:47 | ids_alert | Darktrace v6.0.0 | emergency | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Darktrace Alert: Brute Force detected from 75.236.158.245 targeting N/A No additional info | {
"geo_location": "Tajikistan",
"device_hash": "db2cdfd7247962b6e09614c312255e09478a2c43e248e88f6ce4f6b1f1a621e1",
"user_agent": "Opera/9.40.(Windows NT 5.1; iu-CA) Presto/2.9.178 Version/10.00",
"session_id": "0500b27a-18e9-4c07-8b93-845c9327a1fd",
"risk_score": 23.41,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Darktrace Alert: Brute Force detected from 75.236.158.245 targeting N/A No additional info | null | null | null | null | 75.236.158.245 | N/A | Brute Force | SIG-6137 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
7790d22c-5c60-433b-a66c-38eb96d95e5c | 2025-06-06T05:32:24 | endpoint | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection night by cgamble No additional info noise=WW91Lg== | {
"geo_location": "Belarus",
"device_hash": "5613cbfcf27e440bf21251c8bda2314a8fe1cab7",
"user_agent": "Opera/8.37.(X11; Linux x86_64; dz-BT) Presto/2.9.176 Version/12.00",
"session_id": "8115be79-4eb9-4200-a9e0-9b6f08636263",
"risk_score": 66.04,
"confidence": 0.32
} | cgamble | memory_injection | night | 2,979 | explorer.exe | No additional info | Endpoint memory_injection night by cgamble No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9ce427d8-e4ba-4521-92b2-5c83b041ebf4 | 2025-01-18T23:57:18 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by castrokaren No additional info | {
"geo_location": "Ireland",
"device_hash": "325b5954203d5d0fcf8aace7561b4fa2",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_0; rv:1.9.2.20) Gecko/9827-09-01 16:36:04 Firefox/3.8",
"session_id": "000542c2-c613-4782-b686-2578f25f9506",
"risk_score": 59.46,
"confidence": 0.52
} | castrokaren | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by castrokaren No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1f62fa91 | 341315a1385f43b91a316560d424777d53e74152e85ffa80e504db6ca1433215 | 5c0b0fb9321bce166b13a565bf2446d1 | null | null | null | null | null | null | null |
41c80713-e394-43f3-8214-bb2aea521d61 | 2025-02-27T20:13:20 | 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: Port Scan detected from 27.24.18.41 targeting 94.92.47.88 No additional info noise=UHJldmVudC4= | {
"geo_location": "El Salvador",
"device_hash": "7ae1938bdb67e91019768f63ec4ad14f82e0d17f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_2 rv:5.0; wal-ET) AppleWebKit/532.3.2 (KHTML, like Gecko) Version/4.0 Safari/532.3.2",
"session_id": "5ff346ed-b711-46f0-b0fb-28239821cb38",
"risk_score": ... | null | null | null | null | null | No additional info | Vectra AI Alert: Port Scan detected from 27.24.18.41 targeting 94.92.47.88 No additional info | null | null | null | null | 27.24.18.41 | 94.92.47.88 | Port Scan | SIG-4642 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
3f6e90ea-b132-4be0-a3b7-6dcc27e09573 | 2025-02-19T12:04:13 | cloud | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Azure by jalexander MITRE Technique: T1071.001 | Associated Threat Actor: Scattered Spider | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "5c49f0830892b54bb72085c4b78df7f2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/43.0.853.0 Mobile/02X336 Safari/531.2",
"session_id": "e77267fb-450a-42b6-b642-5649d2e2eae3"... | jalexander | lambda_execution | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: Scattered Spider | Cloud lambda_execution in Azure by jalexander MITRE Technique: T1071.001 | Associated Threat Actor: Scattered Spider | null | null | null | null | null | null | null | null | null | Azure | res-79af8cf0 | null | null | null | null | null | null | null | null | null | null |
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