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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
cba62c99-420a-4ffd-afa9-e0b633bdaeeb | 2025-06-17T13:36:03 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: MFA Bypass detected from 182.138.216.105 targeting 10.135.38.83 Unconventional IOC: ACPI table modifications | {
"geo_location": "Iran",
"device_hash": "425510c4b879356efb94f73a9e8bf19955dcddecc5dd5c0bca945431cd29b663",
"user_agent": "Opera/8.51.(X11; Linux x86_64; cs-CZ) Presto/2.9.189 Version/11.00",
"session_id": "291626c5-b73e-4e54-b342-1e07b7653ca0",
"risk_score": 44.98,
"confidence": 0.74
} | null | null | null | null | null | Unconventional IOC: ACPI table modifications | Snort Alert: MFA Bypass detected from 182.138.216.105 targeting 10.135.38.83 Unconventional IOC: ACPI table modifications | null | null | null | null | 182.138.216.105 | 10.135.38.83 | MFA Bypass | SIG-2948 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
c9d68b0a-80e8-499b-b4ed-b88138ac5aae | 2025-03-02T03:58:35 | network | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 40.253.233.59 to 54.79.153.81 No additional info | {
"geo_location": "Gambia",
"device_hash": "e10d0608560382714a8608145af56b1c20149cf65f9c5e85f772f506cb0139f3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.1)",
"session_id": "b7dd8cd6-e33d-4e50-b6a6-60ad2d6e71eb",
"risk_score": 62.68,
"confidence": 0.45
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 40.253.233.59 to 54.79.153.81 No additional info | null | null | null | null | 40.253.233.59 | 54.79.153.81 | null | null | null | null | null | null | null | null | null | null | HTTP | 74,422 | null | null | null |
0de499e7-8fa8-4722-94d6-7883a9c2d5f9 | 2025-03-19T10:08:28 | ids_alert | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=Tanium Alert: XSS detected from 133.57.99.108 targeting N/A MITRE Technique: T1059.001 | {
"geo_location": "Switzerland",
"device_hash": "3575acdf89d52feb3f85ce24d24007757a801ae54d6df0e329d01c8a36c2a487",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/57.0.885.0 Safari/536.0",
"session_id": "03363e89-556e-46b9-9269-f0bfcc905cc8",
"risk_score": 68.71,
"c... | null | null | null | null | null | MITRE Technique: T1059.001 | Tanium Alert: XSS detected from 133.57.99.108 targeting N/A MITRE Technique: T1059.001 | null | null | null | null | 133.57.99.108 | N/A | XSS | SIG-7915 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
1e99fd0a-91d2-4305-9266-223254cfcc7b | 2025-05-23T03:45:27 | firewall | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|low| desc=Firewall drop NTP traffic from 26.198.23.217:336 to 53.248.137.221:85 No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "cde5a1303b7d231a98b3e9df66ec218200bc459e219d456d31055613311fe067",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/6827-03-16 06:00:11 Firefox/5.0",
"session_id": "0d4ba781-fee8-4c28-b7e3-b3249f64f525",
"risk_score": 18.51,
"confidence"... | null | drop | null | null | null | No additional info | Firewall drop NTP traffic from 26.198.23.217:336 to 53.248.137.221:85 No additional info | null | null | null | null | 26.198.23.217 | 53.248.137.221 | null | null | null | null | null | null | null | null | 336 | 85 | NTP | 389,966 | 1,601 | null | null |
94dc1697-eda8-47ac-956e-d4b09f49f31e | 2025-04-18T04:14:45 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Azure by deborah20 MITRE Technique: T1053.005 | {
"geo_location": "Sierra Leone",
"device_hash": "c70df10f9b9bba130bdedc01cec8b3806bdb69be36a8440fcceb22b56fcbf149",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.0)",
"session_id": "0b5efbd1-dd66-4abb-a72d-e8b04ec95529",
"risk_score": 21.74,
"confidence": 0.75
} | deborah20 | crypto_mining | null | null | null | MITRE Technique: T1053.005 | Cloud crypto_mining in Azure by deborah20 MITRE Technique: T1053.005 | {
"baseline_deviation": 2.16,
"entropy": 5.69,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Azure | res-b019bd34 | null | null | null | null | null | null | null | null | null | null |
3be5508d-5906-4f63-923b-5a68e8503a1b | 2025-04-21T02:08:38 | 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: Cloud API Abuse detected from 10.188.117.122 targeting N/A No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "7ce8cec62c4c86ba856cf8ae5f48f379",
"user_agent": "Opera/9.79.(Windows NT 11.0; ayc-PE) Presto/2.9.169 Version/11.00",
"session_id": "f407ac8f-6dde-4551-9837-ca93aff03281",
"risk_score": 69.71,
"confidence": 0.93
} | null | null | null | null | null | No additional info | FireEye HX Alert: Cloud API Abuse detected from 10.188.117.122 targeting N/A No additional info | null | null | null | null | 10.188.117.122 | N/A | Cloud API Abuse | SIG-2070 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
de6f3865-f904-42c9-a846-67df927a142d | 2025-02-13T10:36:07 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for imartin via key from 10.227.78.15 Associated Threat Actor: APT37 | {
"geo_location": "Haiti",
"device_hash": "b64706167ffc93a84bcc049d1af52e23a33039ee",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/534.30.3 (KHTML, like Gecko) Version/4.1 Safari/534.30.3",
"session_id": "b812f4ae-e4b6-43b5-9d3c-78742068c7e5",
"risk_score": 57.26,
"confidence... | imartin | timeout | null | null | null | Associated Threat Actor: APT37 | Auth timeout for imartin via key from 10.227.78.15 Associated Threat Actor: APT37 | null | null | null | null | 10.227.78.15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 6a:c9:37:e5:42:77 |
fdfeac45-4806-471c-840d-3594cc557352 | 2025-02-13T06:05:38 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /throughout/including.mp4 by bentoncourtney MITRE Technique: T1547.001 noise=69746F54 | {
"geo_location": "Greece",
"device_hash": "96ea68107cdabe31e9e0262e9ff0daba",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/5.1)",
"session_id": "96c0d320-4da0-4994-81ce-7674cffe9882",
"risk_score": 38.08,
"confidence": 0.18
} | bentoncourtney | powershell_exec | /throughout/including.mp4 | 3,823 | svchost.exe | MITRE Technique: T1547.001 | Endpoint powershell_exec /throughout/including.mp4 by bentoncourtney MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c98d89c6-0fd3-467d-9e66-af0db72eb6ae | 2025-03-22T19:30:16 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec grow by sheilarodriguez MITRE Technique: T1574.002 | Unconventional IOC: Bios timestamp anomalies noise=4725AB4C | {
"geo_location": "Gambia",
"device_hash": "edd40432fa714daa322bfd69cbae5cf1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/4.0)",
"session_id": "d70786eb-0697-4d3b-becd-f5aa8db170db",
"risk_score": 70.9,
"confidence": 0.44
} | sheilarodriguez | powershell_exec | grow | 3,274 | powershell.exe | MITRE Technique: T1574.002 | Unconventional IOC: Bios timestamp anomalies | Endpoint powershell_exec grow by sheilarodriguez MITRE Technique: T1574.002 | Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
33acdb7e-0317-4914-8b91-6e193694610b | 2025-05-01T03:37:22 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in OCI by monica67 No additional info noise=weight|whom|send | {
"geo_location": "Congo",
"device_hash": "0b0299c917d5d823b8dd8f7c13b3d818085b3befca8e5edada09edb4f885814e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/15.0.831.0 Safari/534.2",
"session_id": "a0b90d14-a8b4-422e-a877-100fe856ec18",
"risk_score"... | monica67 | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in OCI by monica67 No additional info | null | null | null | null | null | null | null | null | null | OCI | res-95ab00c0 | null | null | null | null | null | null | null | null | null | null |
80e98467-c423-4865-8e62-55a901f4527a | 2025-02-09T03:51:15 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall inspect DNS traffic from 34.121.82.151:274 to 141.206.231.37:468 No additional info | {
"geo_location": "Cuba",
"device_hash": "67f06b66fda589716af4ae745e2d446bb9b28c82",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.0)",
"session_id": "d2639a77-10f8-48ce-8cec-41fd4e112d1a",
"risk_score": 65.8,
"confidence": 0.04
} | null | inspect | null | null | null | No additional info | Firewall inspect DNS traffic from 34.121.82.151:274 to 141.206.231.37:468 No additional info | null | null | null | null | 34.121.82.151 | 141.206.231.37 | null | null | null | null | null | null | null | null | 274 | 468 | DNS | 125,985 | 3,426 | null | null |
f5091a5e-6777-4aba-afa2-141f313d9765 | 2025-04-10T11:27:55 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: Living-off-the-Land detected from 197.105.141.151 targeting 185.250.235.254 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "dc4896c5cc187500cdf5df470052693d670dddff",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) CriOS/44.0.802.0 Mobile/19G540 Safari/533.1",
"session_id": "4fe690a0-38d4-419b-8f20-2ca7b4bebfd3",... | null | null | null | null | null | No additional info | Darktrace Alert: Living-off-the-Land detected from 197.105.141.151 targeting 185.250.235.254 No additional info | null | null | null | null | 197.105.141.151 | 185.250.235.254 | Living-off-the-Land | SIG-6629 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
c52e5568-e43c-4f28-8f1e-2d1c246938f6 | 2025-04-09T03:09:43 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Thermostat command_injection MITRE Technique: T1071.001 | {
"geo_location": "Timor-Leste",
"device_hash": "7eb95f1d61c0f9da0625c4f69d36a1af856a23a49d373d915c374d92413cc265",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_4 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/33.0.863.0 Mobile/43S588 Safari/531.0",
"session_id": "bcf85ba9-ff92-4123-98f8-2... | null | command_injection | null | null | null | MITRE Technique: T1071.001 | IoT device Thermostat command_injection MITRE Technique: T1071.001 | null | Thermostat | iot-623629d1 | 3.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8deaf64c-cab7-444e-bdeb-725fce7fe94e | 2025-07-07T09:39:43 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth timeout for carlsonheather via key from 124.191.117.22 No additional info | {
"geo_location": "South Africa",
"device_hash": "780608dbd49b929061dd62993933c289",
"user_agent": "Mozilla/5.0 (Android 2.3.4; Mobile; rv:41.0) Gecko/41.0 Firefox/41.0",
"session_id": "99367fd5-c8c3-4821-82df-af30f68dd2c4",
"risk_score": 45.04,
"confidence": 0.99
} | carlsonheather | timeout | null | null | null | No additional info | Auth timeout for carlsonheather via key from 124.191.117.22 No additional info | {
"baseline_deviation": 1.8,
"entropy": 6.21,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 124.191.117.22 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 15:f1:f9:76:47:1d |
2e267e73-f00b-4ae3-b082-9943bca741e4 | 2025-03-22T18:43:11 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec PM by stacy33 No additional info noise=UHJvdGVjdC4= | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "59ebd84d24ef44ed0c074b8108199150",
"user_agent": "Opera/8.66.(Windows NT 6.1; ne-NP) Presto/2.9.186 Version/11.00",
"session_id": "d778d560-221c-46a0-a51c-fe832d9f1a36",
"risk_score": 33.37,
"confidence": 0.13
} | stacy33 | powershell_exec | PM | 3,514 | svchost.exe | No additional info | Endpoint powershell_exec PM by stacy33 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
442125ba-a910-4653-909a-ef907c328a26 | 2025-04-12T10:33:04 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for charlesgardner via passwordless from 72.35.30.172 No additional info | {
"geo_location": "Serbia",
"device_hash": "a13dca9e5e9c5981dfdf1518cfb42e86e6d78595",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 10.0; Trident/3.0)",
"session_id": "d2737ada-b089-403e-af36-b8ca00cd3a62",
"risk_score": 44.38,
"confidence": 0.64
} | charlesgardner | bypass | null | null | null | No additional info | Auth bypass for charlesgardner via passwordless from 72.35.30.172 No additional info | null | null | null | null | 72.35.30.172 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | a9:ba:29:7c:51:3b |
65c6308f-25ae-4c7d-bb9e-1e60968726ef | 2025-03-30T07:09:00 | iot | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor firmware_update MITRE Technique: T1218.011 | Associated Threat Actor: REvil | {
"geo_location": "Kuwait",
"device_hash": "e54a289968ab3c4485e1909d2a657e72480122bc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; be-BY) AppleWebKit/535.33.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6535.33.3",
"session_id": "cf868869-14c9-499b-863d-534ffe9b5c5d",
"risk... | null | firmware_update | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: REvil | IoT device Sensor firmware_update MITRE Technique: T1218.011 | Associated Threat Actor: REvil | null | Sensor | iot-298018f0 | 10.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e09703c6-6646-4f47-b1e9-f25b095c2545 | 2025-03-02T12:43:10 | iot | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera sensor_spoofing No additional info | {
"geo_location": "Italy",
"device_hash": "4fc05c8249b09db9f55e9cd29f37d2b4df961459",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; cs-CZ; rv:1.9.2.20) Gecko/9820-02-16 10:43:19 Firefox/3.8",
"session_id": "de162761-455e-4098-83a4-827cf2304164",
"risk_score": 42.86,
"confidence": 0.8
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | {
"baseline_deviation": 2.77,
"entropy": 3.43,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Camera | iot-ca8380fc | 10.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2e50cc0-88b6-4812-bc29-9f9622555a15 | 2025-05-14T04:29:20 | endpoint | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism much by nsavage MITRE Technique: T1190 | {
"geo_location": "United States of America",
"device_hash": "50851bae1d540334472df4db499b3690",
"user_agent": "Opera/9.58.(X11; Linux x86_64; om-ET) Presto/2.9.162 Version/12.00",
"session_id": "a4e70259-749b-4534-ab28-7ef04d98464c",
"risk_score": 72.44,
"confidence": 0.15
} | nsavage | persistence_mechanism | much | 300 | powershell.exe | MITRE Technique: T1190 | Endpoint persistence_mechanism much by nsavage MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
272c65d0-57c8-4583-b1bd-12022e8007d5 | 2025-06-01T08:50:09 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine HTTP traffic from 74.14.15.230:220 to 104.167.180.177:425 MITRE Technique: T1204.002 | {
"geo_location": "China",
"device_hash": "b8972c224a6a27069ecc2f68516651b959a2470f1971bad6028c9ea5bea41ef7",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; fi-FI; rv:1.9.2.20) Gecko/4651-09-26 01:11:56 Firefox/9.0",
"session_id": "899bcd81-0adb-4cfc-8695-78f632862a04",
"risk_score": 89.77,
"confidence": 0.68
... | null | quarantine | null | null | null | MITRE Technique: T1204.002 | Firewall quarantine HTTP traffic from 74.14.15.230:220 to 104.167.180.177:425 MITRE Technique: T1204.002 | null | null | null | null | 74.14.15.230 | 104.167.180.177 | null | null | null | null | null | null | null | null | 220 | 425 | HTTP | 487,135 | 248 | null | null |
a2f4aed8-297d-4a83-a05f-6b0c05ddf38c | 2025-06-22T08:25:02 | cloud | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Alibaba by lauramartinez MITRE Technique: T1071.001 | {
"geo_location": "Fiji",
"device_hash": "16cc03fcd3d054689029f9a6bfc523ae54d2118b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 7_1_2 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/14.0e3967.0 Mobile/09O397 Safari/532.0",
"session_id": "0bd19b7c-b1db-4c43-9297-c6e6e2e4094e",
"risk_score": 43.75... | lauramartinez | container_escape | null | null | null | MITRE Technique: T1071.001 | Cloud container_escape in Alibaba by lauramartinez MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | Alibaba | res-908e90cc | null | null | null | null | null | null | null | null | null | null |
e7734d64-ac6d-471a-968f-58514f2955cf | 2025-02-27T10:08:57 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network beaconing from 164.144.0.113 to 10.212.43.231 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "f660dba05e5748faca1920f07025f39f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 95; Trident/5.1)",
"session_id": "f3bf61e1-e10f-44a5-965b-cef5ac915599",
"risk_score": 37.52,
"confidence": 0.33
} | null | beaconing | null | null | null | No additional info | Network beaconing from 164.144.0.113 to 10.212.43.231 No additional info | null | null | null | null | 164.144.0.113 | 10.212.43.231 | null | null | null | null | null | null | null | null | null | null | HTTPS | 583,203 | null | null | null |
2ac72eb5-408e-4e0d-b7ac-f4b2ff6122bb | 2025-03-13T05:57:12 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: DDoS detected from 63.221.4.200 targeting 166.189.154.174 Associated Threat Actor: APT41 | {
"geo_location": "Saint Helena",
"device_hash": "feec2b057f9ee706ec313e5e5451e074",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/58.0.841.0 Safari/532.2",
"session_id": "3d4af636-79bd-43c3-91fb-9da33ca453fb",
"risk_score": 43.01,
"confidence": 0.83
} | null | null | null | null | null | Associated Threat Actor: APT41 | Zeek Alert: DDoS detected from 63.221.4.200 targeting 166.189.154.174 Associated Threat Actor: APT41 | null | null | null | null | 63.221.4.200 | 166.189.154.174 | DDoS | SIG-2132 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
d174ebb9-6b19-416d-9ff9-8001d82a6b7b | 2025-01-21T04:09:33 | ids_alert | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|medium| desc=Darktrace Alert: MFA Bypass detected from 36.172.194.231 targeting N/A No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "54c3fa596034b973f5866a67b8ec24ed",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/534.47.7 (KHTML, like Gecko) Version/4.0 Safari/534.47.7",
"session_id": "9f5ad7ef-4a08-4e23-a421-b76f27c82073",
"risk_score": ... | null | null | null | null | null | No additional info | Darktrace Alert: MFA Bypass detected from 36.172.194.231 targeting N/A No additional info | null | null | null | null | 36.172.194.231 | N/A | MFA Bypass | SIG-6231 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
06203a9d-424a-4814-80fd-f863998d98a7 | 2025-01-23T14:27:49 | endpoint | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load send by nielsenjohnathan MITRE Technique: T1218.011 | {
"geo_location": "Hong Kong",
"device_hash": "bddbd3b3e165cbf031a5286d6aaef72a",
"user_agent": "Opera/9.84.(Windows CE; bs-BA) Presto/2.9.166 Version/10.00",
"session_id": "c61e118e-900b-476e-bd3b-1e1537b528fe",
"risk_score": 64.88,
"confidence": 0.17
} | nielsenjohnathan | driver_load | send | 9,394 | svchost.exe | MITRE Technique: T1218.011 | Endpoint driver_load send by nielsenjohnathan MITRE Technique: T1218.011 | {
"baseline_deviation": 1.25,
"entropy": 7.73,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f911115b-243d-4637-a794-7869bbe7ddc4 | 2025-01-16T06:33:38 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by richarddavis No additional info | {
"geo_location": "Spain",
"device_hash": "2749815736dcc5a45e4a5a85755a9ab6",
"user_agent": "Opera/9.59.(Windows NT 5.2; mag-IN) Presto/2.9.183 Version/11.00",
"session_id": "842f1d5d-60a0-4c92-a47a-6ef84c014d97",
"risk_score": 55.64,
"confidence": 0.25
} | richarddavis | storage_access | null | null | null | No additional info | Cloud storage_access in Alibaba by richarddavis No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-7f95f253 | null | null | null | null | null | null | null | null | null | null |
1f328407-208a-4e6d-8f64-5088fb6216ce | 2025-06-11T16:58:57 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task /create/yes.mp3 by ruizdeborah No additional info noise=search | {
"geo_location": "Equatorial Guinea",
"device_hash": "eafead952109cf97ab874cf46c5ad7f4ad408109",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.0)",
"session_id": "1f487840-0d67-4c71-a982-448838676f7a",
"risk_score": 69.03,
"confidence": 0.75
} | ruizdeborah | scheduled_task | /create/yes.mp3 | 380 | powershell.exe | No additional info | Endpoint scheduled_task /create/yes.mp3 by ruizdeborah No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
246ab218-21cb-402a-aa0b-eedd83a45f2e | 2025-07-08T23:59:55 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect HTTP traffic from 214.114.121.253:575 to 91.130.45.29:15794 MITRE Technique: T1053.005 | {
"geo_location": "Guam",
"device_hash": "0174a00acc1d51ef7371a83207d3123c5b71ed043c99ac0cd184ddc14a0c8514",
"user_agent": "Opera/9.96.(X11; Linux i686; bho-IN) Presto/2.9.167 Version/10.00",
"session_id": "53fa832d-152e-4aaf-a6ad-e8f410d806fc",
"risk_score": 46.9,
"confidence": 0.09
} | null | inspect | null | null | null | MITRE Technique: T1053.005 | Firewall inspect HTTP traffic from 214.114.121.253:575 to 91.130.45.29:15794 MITRE Technique: T1053.005 | null | null | null | null | 214.114.121.253 | 91.130.45.29 | null | null | null | null | null | null | null | null | 575 | 15,794 | HTTP | 392,997 | 186 | null | null |
3e7a954e-d9f1-4bb4-bef7-d2fb97a76ba8 | 2025-01-20T05:20:49 | endpoint | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install /defense/go.webm by kcooper No additional info | {
"geo_location": "China",
"device_hash": "8e6c888b5c0373b16918b8e9c4ba6acf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.0)",
"session_id": "3c8a41bd-cc6e-47e7-84a4-0d3de347891c",
"risk_score": 26.05,
"confidence": 0.94
} | kcooper | service_install | /defense/go.webm | 5,723 | explorer.exe | No additional info | Endpoint service_install /defense/go.webm by kcooper No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
79675590-de62-487c-9357-87d72b762a17 | 2025-06-02T22:30:02 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by rmontgomery No additional info | {
"geo_location": "Bangladesh",
"device_hash": "5fe4fd005ed2885c49f3b01157841c06b2435b4c",
"user_agent": "Opera/9.73.(Windows NT 5.2; ka-GE) Presto/2.9.166 Version/12.00",
"session_id": "bf5c9d07-4563-4d85-a95b-18e06b5223d2",
"risk_score": 52.84,
"confidence": 0.84
} | rmontgomery | fine_tuning | null | null | null | No additional info | AI system fine_tuning by rmontgomery No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ebed1eab | 06498a485ce7a5eb9920518faab6283e | 50e2e82b653a43322ddfe279d38415ec451a97a0 | null | null | null | null | null | null | null |
9cb4d260-4cef-48d6-bc9e-b200f18d2db6 | 2025-04-01T14:57:43 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall allow DNS traffic from 154.11.139.71:63 to 136.53.31.9:114 No additional info | {
"geo_location": "Greenland",
"device_hash": "6a5e82dd6b5325c8ce76565ddf853b731f1eb524",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/59.0.853.0 Mobile/54X734 Safari/531.0",
"session_id": "3caa8341-fce1-4e64-bd8c-84cecf8ba5d1",
"risk_score": 42... | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 154.11.139.71:63 to 136.53.31.9:114 No additional info | null | null | null | null | 154.11.139.71 | 136.53.31.9 | null | null | null | null | null | null | null | null | 63 | 114 | DNS | 537,375 | 1,114 | null | null |
8f27362e-abaa-4602-97f3-3089867c7ba6 | 2025-03-20T19:40:44 | network | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 103.226.61.76 to 191.62.44.133 MITRE Technique: T1110.003 | {
"geo_location": "Sao Tome and Principe",
"device_hash": "11b94539d2f84af08e88a0467cbda70a49c307a3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/531.50.4 (KHTML, like Gecko) Version/5.0.1 Safari/531.50.4",
"session_id": "6a3384fe-73c0-4278-8c60-2d784ca21923",
"risk_score": 29.17,
"confi... | null | protocol_anomaly | null | null | null | MITRE Technique: T1110.003 | Network protocol_anomaly from 103.226.61.76 to 191.62.44.133 MITRE Technique: T1110.003 | null | null | null | null | 103.226.61.76 | 191.62.44.133 | null | null | null | null | null | null | null | null | null | null | ICMP | 933,302 | null | null | null |
fa169fc0-0af0-46f3-bb86-8f49fe8a633f | 2025-03-29T23:28:26 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: MFA Bypass detected from 167.215.53.163 targeting 91.64.108.42 Unconventional IOC: Power consumption spikes noise=soldier|act|rest | {
"geo_location": "Brazil",
"device_hash": "6e6e7e9f2a35d83e6dd4b06b5dcd6bbf2bb60c15",
"user_agent": "Opera/9.34.(Windows NT 5.01; so-DJ) Presto/2.9.170 Version/10.00",
"session_id": "94c21cf2-ab06-4f1d-b101-9acac33dedfd",
"risk_score": 45.33,
"confidence": 0.21
} | null | null | null | null | null | Unconventional IOC: Power consumption spikes | Darktrace Alert: MFA Bypass detected from 167.215.53.163 targeting 91.64.108.42 Unconventional IOC: Power consumption spikes | null | null | null | null | 167.215.53.163 | 91.64.108.42 | MFA Bypass | SIG-4924 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
0b7552fd-7e23-42a2-9bc4-4ed16ce13524 | 2025-01-12T19:34:48 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in OCI by brooksjonathan No additional info | {
"geo_location": "Tonga",
"device_hash": "8c2f6033c1d6c9920acc69dd488770f3a3e8bdd1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/3.1)",
"session_id": "c8876e88-893e-4a62-9e06-4113585cdce1",
"risk_score": 10.12,
"confidence": 0.83
} | brooksjonathan | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by brooksjonathan No additional info | null | null | null | null | null | null | null | null | null | OCI | res-0b910359 | null | null | null | null | null | null | null | null | null | null |
9745d713-08a6-4f3a-9a54-8f5f7207b53a | 2025-07-09T21:13:57 | ids_alert | Carbon Black v7.8.0 | emergency | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|emergency| desc=Carbon Black Alert: Port Scan detected from 66.193.234.13 targeting 11.69.88.108 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "18ffb07599865593f693623eec8356f41e401ab6bba66c362f31f8698bb5361d",
"user_agent": "Opera/8.54.(X11; Linux i686; ha-NG) Presto/2.9.166 Version/10.00",
"session_id": "eb5a0c84-5203-44e3-a393-dd7e5394ecd5",
"risk_score": 9.45,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Carbon Black Alert: Port Scan detected from 66.193.234.13 targeting 11.69.88.108 No additional info | null | null | null | null | 66.193.234.13 | 11.69.88.108 | Port Scan | SIG-2736 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
7e9cb5d3-7d69-41f9-ae75-17805ec96683 | 2025-04-02T07:15:42 | ai | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by lisaalexander No additional info | {
"geo_location": "Croatia",
"device_hash": "d964b560f2ba5f1c57ed60130a82b386845c34a2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/5.1)",
"session_id": "e1dc2049-0d36-4d3e-80d2-f5e2cb166d97",
"risk_score": 41.07,
"confidence": 0.01
} | lisaalexander | adversarial_input | null | null | null | No additional info | AI system adversarial_input by lisaalexander No additional info | null | null | null | null | null | null | null | null | null | null | null | model-a05a92b9 | 6dd34011168d085a7e6849da679beab16a244038e69ebf46de07eb78954aaeb1 | 5bed4840cde88b4696f9280bc98d502b6b53bec454e9175bca174cdd66502380 | null | null | null | null | null | null | null |
8fd4ea9e-9fe7-4426-bcf1-395cc130bbc2 | 2025-05-17T21:49:56 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth bypass for patelalex via OAuth from 68.244.132.136 MITRE Technique: T1486 | {
"geo_location": "Gambia",
"device_hash": "3c863c832875e0934a01755c0f64674b94887efd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.0)",
"session_id": "98822e0c-0ffb-4d2b-98b6-8952d292efe2",
"risk_score": 13.16,
"confidence": 0.64
} | patelalex | bypass | null | null | null | MITRE Technique: T1486 | Auth bypass for patelalex via OAuth from 68.244.132.136 MITRE Technique: T1486 | {
"baseline_deviation": 1.11,
"entropy": 5.05,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 68.244.132.136 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 83:d7:58:b0:92:99 |
7f9db776-8fdd-48e5-9a40-4f0edd8a9bd2 | 2025-05-02T20:16:03 | network | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|info| desc=Network connection from 10.120.87.118 to 154.190.244.236 Associated Threat Actor: Kimsuky | {
"geo_location": "Lesotho",
"device_hash": "1f5cbab1d857ae0d669563bee95bb3e59fddee8a572144d247f1dbdcfb6ea813",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "aed39add-17f1-4feb-87ec-d5217dba6d50",
"risk_score": 60.81,
"confidence": 0.04
} | null | connection | null | null | null | Associated Threat Actor: Kimsuky | Network connection from 10.120.87.118 to 154.190.244.236 Associated Threat Actor: Kimsuky | null | null | null | null | 10.120.87.118 | 154.190.244.236 | null | null | null | null | null | null | null | null | null | null | HTTP | 644,678 | null | null | null |
f9c3e87e-b3de-4cca-9e12-b7aa7e5d905e | 2025-04-14T10:08:59 | network | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 212.218.13.119 to 183.143.85.205 MITRE Technique: T1486 | {
"geo_location": "Madagascar",
"device_hash": "a03f729c89373518f090d68a2ba7f376a5685315",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3.1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/22.0.864.0 Safari/533.1",
"session_id": "c63d3765-6cca-43f5-90bd-90f324269802",
"risk_score": 14.42,
"confidence": 0.95
} | null | latency_spike | null | null | null | MITRE Technique: T1486 | Network latency_spike from 212.218.13.119 to 183.143.85.205 MITRE Technique: T1486 | {
"baseline_deviation": 1.4,
"entropy": 7.72,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 212.218.13.119 | 183.143.85.205 | null | null | null | null | null | null | null | null | null | null | HTTPS | 660,792 | null | null | null |
6f2b6aea-80c3-4f5f-9d0d-b84566f1ccfc | 2025-07-05T10:44:23 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by kathryn18 No additional info | {
"geo_location": "Yemen",
"device_hash": "c1bf771842e3ddb4fafadbd26b3adb9c929be4e3e9b5519fac5b53d629f0c392",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/12.9k9725.0 Mobile/30R070 Safari/536.1",
"session_id": "e3be9822-f759-4616-ba5a-eb4955... | kathryn18 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by kathryn18 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-824dac4c | 4ca1ea480ffc0f5fccfff0d61fcd4dc6 | 11e654438bbb9258e7120d456903c929c740fa82 | null | null | null | null | null | null | null |
1fe1cb2a-421f-4a34-b1ef-42ad5a97382c | 2025-02-04T03:06:30 | firewall | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|low| desc=Firewall allow SMB traffic from 10.64.53.97:91 to 18.139.203.86:222 No additional info noise=list | {
"geo_location": "Israel",
"device_hash": "57ef4f6e0b02dbd3d2170ca75e560c123f056b554b7a59579e64a24447afbf1c",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_4 rv:2.0; en-ZW) AppleWebKit/535.32.1 (KHTML, like Gecko) Version/5.0.3 Safari/535.32.1",
"session_id": "dba9c878-7235-4fff-ab4f-81bc9032a2d2",... | null | allow | null | null | null | No additional info | Firewall allow SMB traffic from 10.64.53.97:91 to 18.139.203.86:222 No additional info | null | null | null | null | 10.64.53.97 | 18.139.203.86 | null | null | null | null | null | null | null | null | 91 | 222 | SMB | 374,117 | 1,653 | null | null |
3b704dbf-0831-4f2c-94ce-24e1ff05168d | 2025-06-23T20:33:29 | auth | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for brettavery via key from 10.234.96.18 MITRE Technique: T1078.004 | {
"geo_location": "Finland",
"device_hash": "6f7e11fc0fa6ef8133334abb23049fd31f93f22e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7; rv:1.9.6.20) Gecko/8016-02-26 17:37:02 Firefox/3.8",
"session_id": "cf99886a-b343-4333-9dbc-d0d8f778d8fc",
"risk_score": 36.52,
"confidence": 0.5
} | brettavery | locked | null | null | null | MITRE Technique: T1078.004 | Auth locked for brettavery via key from 10.234.96.18 MITRE Technique: T1078.004 | null | null | null | null | 10.234.96.18 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 76:67:87:1d:4b:ab |
69049655-17f0-4e1b-a543-b31950c7ee68 | 2025-06-08T12:19:24 | firewall | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect NTP traffic from 10.42.102.46:982 to 10.8.123.64:314 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "4318fe42ed43a2cda5c19135ba007456d4b94508",
"user_agent": "Opera/8.79.(Windows NT 5.2; ja-JP) Presto/2.9.177 Version/10.00",
"session_id": "08cf80cf-85ae-46d5-a0b0-0d3ed75d4935",
"risk_score": 59.56,
"confidence": 0.5
} | null | inspect | null | null | null | No additional info | Firewall inspect NTP traffic from 10.42.102.46:982 to 10.8.123.64:314 No additional info | {
"baseline_deviation": 1.1,
"entropy": 7.31,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 10.42.102.46 | 10.8.123.64 | null | null | null | null | null | null | null | null | 982 | 314 | NTP | 655,031 | 1,385 | null | null |
e0b5ccf8-396a-401a-b6ae-83cd59cbc318 | 2025-02-17T09:23:59 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access us by bryce37 MITRE Technique: T1190 | Associated Threat Actor: DarkSide | {
"geo_location": "Sudan",
"device_hash": "1cfea58b1febc4075f5b3e3929b1277a59bb1b2db6962631521ecfa18172f49e",
"user_agent": "Opera/9.27.(X11; Linux i686; hi-IN) Presto/2.9.182 Version/12.00",
"session_id": "da26d35f-dd3c-462a-9ed5-ca4eb41faa23",
"risk_score": 43.1,
"confidence": 0.68
} | bryce37 | file_access | us | 4,733 | powershell.exe | MITRE Technique: T1190 | Associated Threat Actor: DarkSide | Endpoint file_access us by bryce37 MITRE Technique: T1190 | Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
05dd8456-50f6-4342-92bc-42853026e29e | 2025-03-03T12:10:41 | 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: XSS detected from 102.25.67.210 targeting 10.66.148.150 No additional info | {
"geo_location": "Zambia",
"device_hash": "310939d46902ebd95e78d05e4526b4ddb92c47aa439290e20d961be0d9b9107f",
"user_agent": "Mozilla/5.0 (Android 4.0; Mobile; rv:35.0) Gecko/35.0 Firefox/35.0",
"session_id": "ab250c2c-ef3c-4410-b0ca-99b51c135d3d",
"risk_score": 64.76,
"confidence": 0.02
} | null | null | null | null | null | No additional info | FireEye HX Alert: XSS detected from 102.25.67.210 targeting 10.66.148.150 No additional info | null | null | null | null | 102.25.67.210 | 10.66.148.150 | XSS | SIG-1221 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a60ca331-10ae-41da-bc7e-9b1def5b97f1 | 2025-03-01T10:02:38 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in OCI by hmacias No additional info | {
"geo_location": "Pitcairn Islands",
"device_hash": "b897b04c6bdc09c0aa3718ad9710a304",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3933-07-28 08:25:18 Firefox/3.8",
"session_id": "eb2718cf-bfbf-4a5d-84c8-ab1e6a4eb6da",
"risk_score": 39.19,
"confidence": 0.71
} | hmacias | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by hmacias No additional info | null | null | null | null | null | null | null | null | null | OCI | res-5e448f6b | null | null | null | null | null | null | null | null | null | null |
27f476d2-d963-4bc8-a1fe-a4ddc54a4135 | 2025-07-07T09:01:04 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 188.187.229.191 to 10.99.203.212 MITRE Technique: T1566.001 noise=UHJvamVjdC4= | {
"geo_location": "Spain",
"device_hash": "c76afbcec3084ff482424b81a4d58a3b553d0397",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/8890-11-13 04:59:01 Firefox/3.6.8",
"session_id": "f82da13b-296b-444e-bcd3-abdf28d64920",
"risk_score": 51.03,
"confidence": 0.83
} | null | covert_channel | null | null | null | MITRE Technique: T1566.001 | Network covert_channel from 188.187.229.191 to 10.99.203.212 MITRE Technique: T1566.001 | null | null | null | null | 188.187.229.191 | 10.99.203.212 | null | null | null | null | null | null | null | null | null | null | UDP | 722,276 | null | null | null |
d875de68-ba22-49c1-a4b2-6b338298653c | 2030-05-04T16:47:48 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth locked for anna65 via SAML from 21.150.188.211 Associated Threat Actor: APT35 | {
"geo_location": "Guatemala",
"device_hash": "03551a5992332099479613e15039ab55922b997d009787e082adc26c28a9602c",
"user_agent": "Mozilla/5.0 (Linux; Android 1.5) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/47.0.868.0 Safari/534.0",
"session_id": "758798dd-6f26-4212-ab66-150f6d58703d",
"risk_score": 32.5,
"... | anna65 | locked | null | null | null | Associated Threat Actor: APT35 | Auth locked for anna65 via SAML from 21.150.188.211 Associated Threat Actor: APT35 | null | null | null | null | 21.150.188.211 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | aa:26:27:08:fe:69 |
25878b64-7a96-4d43-a0ed-69151c7197b8 | 2025-02-12T04:15:49 | network | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 190.220.32.175 to 154.168.113.166 No additional info | {
"geo_location": "Iran",
"device_hash": "c52cdea1462f1bb968a4b171f944ad9a52d97f06",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/4.1)",
"session_id": "81c79f98-5201-4b35-8de8-503d6d283e13",
"risk_score": 49.37,
"confidence": 0.07
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 190.220.32.175 to 154.168.113.166 No additional info | null | null | null | null | 190.220.32.175 | 154.168.113.166 | null | null | null | null | null | null | null | null | null | null | HTTPS | 967,479 | null | null | null |
ae839ea4-874e-4df5-8558-e2dcae414463 | 2025-07-06T14:32:46 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in Azure by ryork MITRE Technique: T1204.002 | {
"geo_location": "Guam",
"device_hash": "6b6a58329596c40fe9559fa3ac55f47471c78851",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/17.0.812.0 Safari/536.1",
"session_id": "9ef771e9-dcfb-416e-b6da-bff39e88f100",
"risk_score": 44.95,
"confidence": 0.37
} | ryork | shadow_it | null | null | null | MITRE Technique: T1204.002 | Cloud shadow_it in Azure by ryork MITRE Technique: T1204.002 | null | null | null | null | null | null | null | null | null | Azure | res-055d5c72 | null | null | null | null | null | null | null | null | null | null |
51b34f95-be40-4d01-b966-78fd0e647828 | 2025-03-20T07:10:06 | endpoint | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint service_install great by john63 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "eb20ae60df5c213701d0edd926d3cfdf60622dbb",
"user_agent": "Mozilla/5.0 (Android 4.1; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "976d9169-2d3a-48b0-aba8-3062427a7f56",
"risk_score": 49.92,
"confidence": 0.41
} | john63 | service_install | great | 2,343 | explorer.exe | Unconventional IOC: GPU memory artifacts | Endpoint service_install great by john63 Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7e8bee53-499e-4947-ac96-248c3d9a48dc | 2025-02-07T04:24:59 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 134.99.109.184 to 10.31.140.206 MITRE Technique: T1486 noise=category/category/main | {
"geo_location": "Norfolk Island",
"device_hash": "cf6c6b66ca7da3c3d7a75a9c3b5ecb21b0c8e02d",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/18.0.849.0 Safari/533.2",
"session_id": "57610b17-8b09-434e-acc0-50e746e475a8",
"risk_score": 45.3,
"confidence": 0.53
} | null | covert_channel | null | null | null | MITRE Technique: T1486 | Network covert_channel from 134.99.109.184 to 10.31.140.206 MITRE Technique: T1486 | null | null | null | null | 134.99.109.184 | 10.31.140.206 | null | null | null | null | null | null | null | null | null | null | HTTP | 113,471 | null | null | null |
392c97e1-8e9e-4d48-989a-e350afc66b0a | 2025-04-19T01:57:08 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network connection from 98.77.73.53 to 120.46.253.54 MITRE Technique: T1574.002 | {
"geo_location": "Swaziland",
"device_hash": "224bf656b47af34b6482c93b82c9525f890ba07c5b3f3f1e5559367b4c3c0641",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/20.0.824.0 Safari/534.2",
"session_id": "2c5e808e-496c-449d-9743-23212f13a2f1",
"risk_score": 36.98,
"confide... | null | connection | null | null | null | MITRE Technique: T1574.002 | Network connection from 98.77.73.53 to 120.46.253.54 MITRE Technique: T1574.002 | null | null | null | null | 98.77.73.53 | 120.46.253.54 | null | null | null | null | null | null | null | null | null | null | HTTP | 921,887 | null | null | null |
2bc523e1-e054-4923-afbc-8ee999878654 | 2025-05-11T06:54:32 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: Domain Fronting detected from 90.83.210.4 targeting 23.135.31.12 MITRE Technique: T1204.002 noise=posts/wp-content | {
"geo_location": "Lithuania",
"device_hash": "5c593122c80a42c4589fb6cf0c3767ffd6477e57c0b5c986f2ac07b4fafdd7d1",
"user_agent": "Opera/9.84.(Windows 98; mk-MK) Presto/2.9.182 Version/11.00",
"session_id": "d6dfaa55-fe65-46af-80f3-8f537ed8d546",
"risk_score": 67.06,
"confidence": 0.25
} | null | null | null | null | null | MITRE Technique: T1204.002 | OSSEC Alert: Domain Fronting detected from 90.83.210.4 targeting 23.135.31.12 MITRE Technique: T1204.002 | null | null | null | null | 90.83.210.4 | 23.135.31.12 | Domain Fronting | SIG-3998 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
eb6e2ffe-0f80-4238-ba3f-b905ba9c3fe1 | 2025-03-09T02:19:20 | endpoint | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_stop /service/spend.wav by robertskathy No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "72b9775e3dc71313bba2cd7f34ac6370634f8d1dda5252f26e4345ab43aabdc4",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_4 rv:4.0; nb-NO) AppleWebKit/534.3.6 (KHTML, like Gecko) Version/5.0.1 Safari/534.3.6",
"session_id": "adeb2c95-533d-4ce... | robertskathy | process_stop | /service/spend.wav | 1,917 | explorer.exe | No additional info | Endpoint process_stop /service/spend.wav by robertskathy No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fc5b356d-ab61-422f-b87a-4c60f24636ae | 2025-05-03T04:31:46 | ids_alert | QRadar v7.5.0 | emergency | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|emergency| desc=QRadar Alert: XSS detected from 5.82.214.249 targeting 205.146.187.54 MITRE Technique: T1078.004 | {
"geo_location": "Brunei Darussalam",
"device_hash": "f2492ff6a5e5785f728fa57de2ccbb4ddc41b058ac657bef19890c8c66aecddb",
"user_agent": "Opera/8.43.(Windows NT 5.01; cs-CZ) Presto/2.9.174 Version/12.00",
"session_id": "767018ce-2a64-4034-b861-81cdc91c4b3d",
"risk_score": 43.69,
"confidence": 0.9
} | null | null | null | null | null | MITRE Technique: T1078.004 | QRadar Alert: XSS detected from 5.82.214.249 targeting 205.146.187.54 MITRE Technique: T1078.004 | null | null | null | null | 5.82.214.249 | 205.146.187.54 | XSS | SIG-7092 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
956fc928-ef05-4d66-be14-dae494a30e12 | 2025-05-07T20:55:25 | cloud | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Azure by dgonzalez MITRE Technique: T1218.011 noise=explore/categories/categories | {
"geo_location": "North Korea",
"device_hash": "8aac054ca8903a106e658a8645fc3f42198a399c05947e9e37e0d0f8c2b5226d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.1)",
"session_id": "2789a9de-b2bf-4cc0-91f3-9e2d85f15e85",
"risk_score": 60.56,
"confidence": 0.37
} | dgonzalez | instance_creation | null | null | null | MITRE Technique: T1218.011 | Cloud instance_creation in Azure by dgonzalez MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Azure | res-14287bcf | null | null | null | null | null | null | null | null | null | null |
c20738a1-1fa2-418a-ab3b-07c4dfea15b1 | 2025-06-12T08:10:13 | cloud | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in GCP by christopherlowe No additional info noise=categories/wp-content/categories | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "1499b72868f874e9c06714a9968ae2b23881febcd9e233c831228700b3dac261",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/4.1)",
"session_id": "e33b4efd-017a-418f-b2c3-bdc469e4912e",
"risk_score": 58.6,
"confidence": 0.27
} | christopherlowe | config_change | null | null | null | No additional info | Cloud config_change in GCP by christopherlowe No additional info | null | null | null | null | null | null | null | null | null | GCP | res-a78885a3 | null | null | null | null | null | null | null | null | null | null |
71b1bd43-2f03-496e-b24b-d863bb426d18 | 2025-05-19T16:44:40 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: Supply Chain Compromise detected from 10.247.34.91 targeting 157.191.132.199 No additional info | {
"geo_location": "Myanmar",
"device_hash": "2f3f07f28f856d0a1a4abf7e93396b4b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/4079-08-14 15:28:45 Firefox/3.8",
"session_id": "c2673bb9-8fc3-454a-90c0-337119cf8480",
"risk_score": 65.56,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Vectra AI Alert: Supply Chain Compromise detected from 10.247.34.91 targeting 157.191.132.199 No additional info | null | null | null | null | 10.247.34.91 | 157.191.132.199 | Supply Chain Compromise | SIG-7228 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
c34913c9-ca76-4aea-b827-fffd77b2e96e | 2025-03-13T21:58:51 | firewall | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|critical| desc=Firewall drop TCP traffic from 10.254.24.48:386 to 158.180.39.153:56355 No additional info | {
"geo_location": "Grenada",
"device_hash": "6bb0ab7e4eb6ece887d6618d781771d6c6a42a35",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.46.2 (KHTML, like Gecko) Version/5.0.5 Safari/532.46.2",
"session_id": "d6743c2a-db2b-4f44-b1b3-62636a1bf378",
"risk_score": 27.14,
"confidence": 0.... | null | drop | null | null | null | No additional info | Firewall drop TCP traffic from 10.254.24.48:386 to 158.180.39.153:56355 No additional info | null | null | null | null | 10.254.24.48 | 158.180.39.153 | null | null | null | null | null | null | null | null | 386 | 56,355 | TCP | 482,127 | 2,486 | null | null |
1ae55105-d121-487b-b974-f4e7f967eba6 | 2025-03-27T12:27:23 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: Brute Force detected from 63.224.103.181 targeting 66.246.33.166 Unconventional IOC: TPM attestation failures | {
"geo_location": "Mauritius",
"device_hash": "ff76971276b569ba3236571ed78de9d70766fd98",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_1 rv:3.0; doi-IN) AppleWebKit/534.48.6 (KHTML, like Gecko) Version/4.1 Safari/534.48.6",
"session_id": "fbe5756e-6aa1-4680-9386-238826d7fe55",
"risk_score": 33.24... | null | null | null | null | null | Unconventional IOC: TPM attestation failures | Zeek Alert: Brute Force detected from 63.224.103.181 targeting 66.246.33.166 Unconventional IOC: TPM attestation failures | null | null | null | null | 63.224.103.181 | 66.246.33.166 | Brute Force | SIG-6673 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
506654d0-bb01-4894-8f40-84fdb485a698 | 2025-01-30T07:57:52 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by steeledonald No additional info | {
"geo_location": "Kuwait",
"device_hash": "e5b93a79cfac4c8fe68ff8c5af3bfa01c3ce8eaa",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_1) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/17.0.890.0 Safari/536.0",
"session_id": "450d66e8-74e6-4167-bf21-eafb7df01917",
"risk_score": 55.29,
"confidence": 0... | steeledonald | api_abuse | null | null | null | No additional info | AI system api_abuse by steeledonald No additional info | {
"baseline_deviation": 1.27,
"entropy": 6.14,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-2b4fb839 | e2503f8b370757a3e0e79f75cfb43aa4 | 5d68f99bdb6ac5f14e6560e1e00007fe | null | null | null | null | null | null | null |
d8835512-5387-4c0b-8149-c9205abda9a6 | 2025-05-11T22:33:37 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for sandy87 via password from 56.253.45.23 MITRE Technique: T1059.001 | {
"geo_location": "North Korea",
"device_hash": "9f31c2d8019185993555413250fd1680",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.01; Trident/5.1)",
"session_id": "0c402bf2-2550-4283-8dd1-4291b67349d8",
"risk_score": 77.19,
"confidence": 0.51
} | sandy87 | bypass | null | null | null | MITRE Technique: T1059.001 | Auth bypass for sandy87 via password from 56.253.45.23 MITRE Technique: T1059.001 | null | null | null | null | 56.253.45.23 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | cc:67:48:a1:45:df |
6072991c-02a2-40f1-8674-73bf708ece90 | 2025-02-03T11:07:43 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Montenegro",
"device_hash": "45cbce872b746ad641bafab7c544d47d24b6cc62",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.2) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/18.0.838.0 Safari/536.2",
"session_id": "480b5f6d-7e41-44f9-96ee-8508aad167ca",
"risk_score": 53.44,
"confidence": 0.99
} | null | side_channel | null | null | null | No additional info | IoT device Medical side_channel No additional info | null | Medical | iot-ea441f03 | 7.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
326e21d2-0f20-4a0c-ac11-1aff0b099a61 | 2025-03-19T22:34:47 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system model_access by nicole81 MITRE Technique: T1574.002 | {
"geo_location": "Venezuela",
"device_hash": "febb348c0a05837c49e20dafeb2c0e5c594ecd9e",
"user_agent": "Opera/8.84.(X11; Linux i686; el-CY) Presto/2.9.169 Version/11.00",
"session_id": "ea760d8f-bbbd-48d3-b310-1721031c9d6c",
"risk_score": 36.28,
"confidence": 0.33
} | nicole81 | model_access | null | null | null | MITRE Technique: T1574.002 | AI system model_access by nicole81 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-44c2d950 | ecb17df02ce7c76b1454ee2a0e6ffc9107ee29ebf2811238d501e43e664ae39e | e51450b34fcda243e5efaa551b868e5b0a73d436a669d93235df173352d02af1 | null | null | null | null | null | null | null |
7a824dd5-5c48-496c-805b-a6365b6bb360 | 2025-01-24T02:29:14 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /down/economic.csv by wardtiffany MITRE Technique: T1059.001 | {
"geo_location": "Pakistan",
"device_hash": "0c13e85de0a386dc0681a951274b729b",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; da-DK) AppleWebKit/532.4.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6532.4.1",
"session_id": "e63834c1-7f9d-4661-84a4-d6e1dec0e811",
"risk_score":... | wardtiffany | memory_injection | /down/economic.csv | 6,796 | svchost.exe | MITRE Technique: T1059.001 | Endpoint memory_injection /down/economic.csv by wardtiffany 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 |
981ace8e-2236-46d3-8740-3a1038830683 | 2025-04-13T00:02:25 | firewall | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|high| desc=Firewall allow SSH traffic from 5.27.1.200:769 to 43.8.197.232:40005 No additional info | {
"geo_location": "Andorra",
"device_hash": "f85574527174238e3ee1745f49ac2ea1bee7cee8c195da94c608aefde84d4291",
"user_agent": "Opera/8.14.(X11; Linux x86_64; ro-RO) Presto/2.9.186 Version/12.00",
"session_id": "688cfe64-a357-4b42-a72c-df4a505e01a7",
"risk_score": 63.69,
"confidence": 0.79
} | null | allow | null | null | null | No additional info | Firewall allow SSH traffic from 5.27.1.200:769 to 43.8.197.232:40005 No additional info | null | null | null | null | 5.27.1.200 | 43.8.197.232 | null | null | null | null | null | null | null | null | 769 | 40,005 | SSH | 989,404 | 963 | null | null |
7bee1003-4ca2-4582-ade2-674856c667ee | 2025-03-10T05:43:23 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Credential Stuffing detected from 89.238.85.49 targeting 220.48.82.94 MITRE Technique: T1574.002 | {
"geo_location": "North Korea",
"device_hash": "6f61d104674362348f9dbb2c241ba4acfed23a97728c8dd639245085715b555e",
"user_agent": "Opera/9.42.(X11; Linux i686; hy-AM) Presto/2.9.186 Version/12.00",
"session_id": "df75b610-fc0f-46fd-bd50-d115d631d539",
"risk_score": 46.84,
"confidence": 0.37
} | null | null | null | null | null | MITRE Technique: T1574.002 | Palo Alto Cortex Alert: Credential Stuffing detected from 89.238.85.49 targeting 220.48.82.94 MITRE Technique: T1574.002 | {
"baseline_deviation": 0.83,
"entropy": 5.03,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 89.238.85.49 | 220.48.82.94 | Credential Stuffing | SIG-2329 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c6fe12ce-3069-487a-aaac-c180e53f8e46 | 2025-02-27T16:43:49 | firewall | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|high| desc=Firewall drop HTTPS traffic from 83.108.110.194:21470 to 59.45.166.83:833 No additional info | {
"geo_location": "Sierra Leone",
"device_hash": "2669a41940901f821e3f4779115f4053",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_8 rv:2.0; ckb-IQ) AppleWebKit/534.10.2 (KHTML, like Gecko) Version/4.0.3 Safari/534.10.2",
"session_id": "10633539-70eb-4aa1-97f6-41ab10395376",
"risk_score": 62.64,... | null | drop | null | null | null | No additional info | Firewall drop HTTPS traffic from 83.108.110.194:21470 to 59.45.166.83:833 No additional info | {
"baseline_deviation": 1.71,
"entropy": 5.79,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 83.108.110.194 | 59.45.166.83 | null | null | null | null | null | null | null | null | 21,470 | 833 | HTTPS | 788,692 | 58 | null | null |
b3475c67-1155-4ff1-b4ea-e58340fe8745 | 2025-05-11T05:22:12 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Camera sensor_spoofing No additional info noise=tag/blog/blog | {
"geo_location": "Togo",
"device_hash": "5894f095bf05a1437e788dae75be9690ac3048d54ab31e5a04d1577bec23472a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.1)",
"session_id": "1538e0d8-cb2b-4a3f-a103-e19789d7f3c5",
"risk_score": 43.56,
"confidence": 0.89
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Camera sensor_spoofing No additional info | null | Camera | iot-d312acd0 | 8.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3bbc206a-1147-4005-b593-869d1a9cd195 | 2025-04-12T13:19:32 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in GCP by melaniejacobson No additional info | {
"geo_location": "Malawi",
"device_hash": "06fc16f4dcf3bb076a6a27f46739cb1b1832dd4722036224b2daceb2ac4423c7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/51.0.856.0 Safari/532.2",
"session_id": "c56424d5-a60a-40a5-8206-3aa18436e497",
"risk_score": 18.53,
"con... | melaniejacobson | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in GCP by melaniejacobson No additional info | null | null | null | null | null | null | null | null | null | GCP | res-e0bc335a | null | null | null | null | null | null | null | null | null | null |
1bcd0a70-ca92-42ba-af8f-d39800b62601 | 2025-07-10T15:23:29 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: Brute Force detected from 76.24.204.119 targeting N/A No additional info | {
"geo_location": "Hong Kong",
"device_hash": "2f95b44380747b08aa1163a1ceba6aeff76b9d65c764ff288ccd03af5f33fc55",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; crh-UA) AppleWebKit/535.49.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6535.49.3",
"session_id": "c9183cd4-5ca7-4153... | null | null | null | null | null | No additional info | Vectra AI Alert: Brute Force detected from 76.24.204.119 targeting N/A No additional info | null | null | null | null | 76.24.204.119 | N/A | Brute Force | SIG-6242 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
693a45e8-4b80-4cde-9e30-2452bb757d47 | 2025-04-18T22:53:00 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for john05 via passwordless from 151.98.10.171 No additional info noise=posts | {
"geo_location": "Saint Helena",
"device_hash": "76ec96f896017b042d2f7847d0089998b4b6582b81bc1495abe6b32a7b1fe987",
"user_agent": "Opera/9.24.(Windows NT 10.0; sa-IN) Presto/2.9.168 Version/11.00",
"session_id": "8c3b385a-86f6-452b-a01e-94ae20f1d65b",
"risk_score": 84.72,
"confidence": 0.26
} | john05 | challenge | null | null | null | No additional info | Auth challenge for john05 via passwordless from 151.98.10.171 No additional info | null | null | null | null | 151.98.10.171 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 36:03:06:77:29:fb |
2ca99118-0171-423d-9a1d-54f71a6e326b | 2025-02-06T17:07:49 | cloud | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in OCI by vjones No additional info noise=her|push|difference | {
"geo_location": "New Zealand",
"device_hash": "b177031d2ebbf846386e3279521f34e345ea2b05",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_9; rv:1.9.3.20) Gecko/9651-03-07 17:22:16 Firefox/3.6.13",
"session_id": "725d2e05-7900-4a9f-85d0-8a546ab6ce4d",
"risk_score": 25.69,
"confidence": 0.67
} | vjones | instance_creation | null | null | null | No additional info | Cloud instance_creation in OCI by vjones No additional info | null | null | null | null | null | null | null | null | null | OCI | res-b18118d2 | null | null | null | null | null | null | null | null | null | null |
f7444a55-c5a1-4494-b821-b3a7b75022ba | 2025-05-29T17:28:28 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 10.146.107.21 to 200.48.131.51 MITRE Technique: T1071.001 | {
"geo_location": "Oman",
"device_hash": "eb4579e204571fb38f8ecccc5fed2501",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_0 rv:5.0; eu-ES) AppleWebKit/535.42.4 (KHTML, like Gecko) Version/4.0.4 Safari/535.42.4",
"session_id": "2b12fc1f-f27a-4851-a872-176a98d9ca81",
"risk_score": 31.86,
"confide... | null | data_exfiltration | null | null | null | MITRE Technique: T1071.001 | Network data_exfiltration from 10.146.107.21 to 200.48.131.51 MITRE Technique: T1071.001 | null | null | null | null | 10.146.107.21 | 200.48.131.51 | null | null | null | null | null | null | null | null | null | null | HTTP | 935,952 | null | null | null |
1a85f3d7-b54b-4c80-9725-c90015e6dded | 2025-05-07T18:14:22 | ai | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by xvega MITRE Technique: T1566.001 | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "72d5c657289bf412b9bee048865aa29bf776995d6866b6f1738c0fa79cfa65c8",
"user_agent": "Opera/8.45.(Windows NT 10.0; crh-UA) Presto/2.9.189 Version/11.00",
"session_id": "67a02beb-cf81-48be-8cff-187c8a091c9c",
"risk_score": 24.64,
"confidence": 0.83
} | xvega | training_data_poisoning | null | null | null | MITRE Technique: T1566.001 | AI system training_data_poisoning by xvega MITRE Technique: T1566.001 | null | null | null | null | null | null | null | null | null | null | null | model-f49f54d5 | 880b5675aa9174332f98dcbcf3b791b8f0a70e00 | 815d3ffc8c5a21090726571c37ed07666b996eb3 | null | null | null | null | null | null | null |
4bc8a280-273a-40ba-b68c-77c886d78a60 | 2025-06-14T15:48:39 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Medical sensor_spoofing Unconventional IOC: Thermal sensor anomalies noise=QWxsIGhhbmQu | {
"geo_location": "United Kingdom",
"device_hash": "d684327d29d5ccd92fcee11f218d59a73d4aff4b270c0d75a01d4af94f49e603",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/37.0.840.0 Safari/532.0",
"session_id": "88d8284e-f40c-4b18-a58b-bb54c8ac743f",
"risk_score": 26.74,
... | null | sensor_spoofing | null | null | null | Unconventional IOC: Thermal sensor anomalies | IoT device Medical sensor_spoofing Unconventional IOC: Thermal sensor anomalies | null | Medical | iot-5b9fc485 | 1.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f212cef-7ee8-4958-b781-da8fea54391f | 2025-01-30T05:41:03 | firewall | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only NTP traffic from 119.109.227.237:1017 to 170.149.184.66:38918 No additional info | {
"geo_location": "Slovenia",
"device_hash": "9104a1b24f24ef0676113d49bb66c35d9721ebc5b97ef725514137ba6deb760f",
"user_agent": "Mozilla/5.0 (Linux; Android 4.3.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/42.0.830.0 Safari/536.2",
"session_id": "3b46a73c-3fc2-414b-bb62-1ca0514c57fb",
"risk_score": 41.3,
... | null | log-only | null | null | null | No additional info | Firewall log-only NTP traffic from 119.109.227.237:1017 to 170.149.184.66:38918 No additional info | null | null | null | null | 119.109.227.237 | 170.149.184.66 | null | null | null | null | null | null | null | null | 1,017 | 38,918 | NTP | 209,159 | 2,196 | null | null |
49ec18e2-5296-43fb-af80-658f25d308f4 | 2025-06-08T21:36:06 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth success for susanburns via OAuth from 104.149.246.98 Unconventional IOC: GPU memory artifacts | Credential stuffing pattern detected | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "a6407885a2502bafd1f92c0ae6dfe9f07dfb8405c6f50320eb0bc754c2a19f88",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/35.0.836.0 Safari/531.2",
"session_id": "12ea6b36-7933-46af-8a4c-e6903d84b42f",
"risk_sco... | susanburns | success | null | null | null | Unconventional IOC: GPU memory artifacts | Credential stuffing pattern detected | Auth success for susanburns via OAuth from 104.149.246.98 Unconventional IOC: GPU memory artifacts | Credential stuffing pattern detected | null | null | null | null | 104.149.246.98 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 6f:b5:fb:47:63:ca |
9081e5bf-aa21-425a-bd22-2ac30eb7f010 | 2025-01-20T12:03:04 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /month/early.flac by jenniferedwards No additional info | {
"geo_location": "Finland",
"device_hash": "254cfea5d79e31f605444bb16b7e093a6cfd176b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.33.4 (KHTML, like Gecko) Version/4.0.3 Safari/531.33.4",
"session_id": "dfb9c694-b4fa-4b61-8f20-f6c5e4c5d5f7",
"risk_score": 76.06,
"confidence": 0.25
} | jenniferedwards | wmi_exec | /month/early.flac | 5,943 | svchost.exe | No additional info | Endpoint wmi_exec /month/early.flac by jenniferedwards No additional info | {
"baseline_deviation": 0.65,
"entropy": 2.72,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
95581e52-c840-44e3-b9e8-25b3f5f239ef | 2025-06-29T21:58:37 | iot | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|info| desc=IoT device Medical unusual_activity No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "036162fd04475496d25ac0bc5b72f3c33caf526e",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:38.0) Gecko/38.0 Firefox/38.0",
"session_id": "65e4a9ae-d93c-4deb-af52-79b6a77c2a55",
"risk_score": 56.01,
"confidence": 0.4
} | null | unusual_activity | null | null | null | No additional info | IoT device Medical unusual_activity No additional info | null | Medical | iot-1f170741 | 5.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ea372990-e50d-455f-aebe-d835d123ff64 | 2025-02-14T21:54:35 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine TCP traffic from 94.139.172.176:19062 to 186.164.204.250:860 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "165a0a9423ddb4479aaefa0754a8273dfd6225b9",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/6913-12-15 23:31:48 Firefox/4.0",
"session_id": "ba4ca73a-8a61-4615-8c9c-cb2af46f8de6",
"risk_score": 58.93,
"confidence": 0.99
} | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 94.139.172.176:19062 to 186.164.204.250:860 No additional info | null | null | null | null | 94.139.172.176 | 186.164.204.250 | null | null | null | null | null | null | null | null | 19,062 | 860 | TCP | 995,973 | 929 | null | null |
79227d20-6da7-4b47-a1e8-71b9c8d869ee | 2025-06-18T01:54:44 | endpoint | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /education/according.mov by hmiddleton Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Guadeloupe",
"device_hash": "5adca47f664953d0f07022581722492c",
"user_agent": "Opera/8.28.(X11; Linux i686; sq-AL) Presto/2.9.176 Version/11.00",
"session_id": "18273320-5c8b-4013-819f-c7a65f12451c",
"risk_score": 37.65,
"confidence": 0.88
} | hmiddleton | memory_injection | /education/according.mov | 5,758 | powershell.exe | Unconventional IOC: Bios timestamp anomalies | Endpoint memory_injection /education/according.mov by hmiddleton Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4bc4ffeb-6fb8-4664-8ee2-9f5d2817151d | 2025-02-01T19:24:01 | auth | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|high| desc=Auth challenge for ydiaz via biometric from 73.144.92.139 Unconventional IOC: Bios timestamp anomalies noise=man|see|fear | {
"geo_location": "Fiji",
"device_hash": "042249869e4e2a6ffbb6381ab038a5ed",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/4.0)",
"session_id": "1f7f0e4b-db06-4ee0-9473-ac5a77e1668a",
"risk_score": 50.21,
"confidence": 0.96
} | ydiaz | challenge | null | null | null | Unconventional IOC: Bios timestamp anomalies | Auth challenge for ydiaz via biometric from 73.144.92.139 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 73.144.92.139 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 31:6a:8c:52:85:d6 |
90bd9edd-7187-45fe-a339-e2ace6ba5e2c | 2025-04-29T23:35:00 | firewall | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine HTTPS traffic from 42.130.108.22:404 to 24.122.212.64:383 No additional info | {
"geo_location": "United States of America",
"device_hash": "bb4b75bb5b5b7e9af63d5bcae7744b4e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/5286-09-14 21:04:36 Firefox/3.8",
"session_id": "d5211750-719e-43a3-a26b-c59edc4d515a",
"risk_score": 56.38,
"confidence": 0.83
} | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 42.130.108.22:404 to 24.122.212.64:383 No additional info | {
"baseline_deviation": 0.58,
"entropy": 3.52,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 42.130.108.22 | 24.122.212.64 | null | null | null | null | null | null | null | null | 404 | 383 | HTTPS | 278,605 | 2,802 | null | null |
9f2eaa92-58b6-4c4a-9e80-24b3c18dc9d4 | 2025-02-23T20:18:02 | ai | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by lynn61 MITRE Technique: T1574.002 | {
"geo_location": "South Africa",
"device_hash": "99662c2bb853c6f7a94f504b248b160d0a16e0b9708546ea5d4baff4d8cf7415",
"user_agent": "Opera/8.37.(Windows NT 5.01; dv-MV) Presto/2.9.164 Version/10.00",
"session_id": "72e99305-349a-48ef-906a-d37d89d075d6",
"risk_score": 37.18,
"confidence": 0.64
} | lynn61 | membership_inference | null | null | null | MITRE Technique: T1574.002 | AI system membership_inference by lynn61 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | model-ca109a28 | 4d138b6cb2286104ab694d80ef959bae05bed3e9291130c86ec6dbbbd1a73227 | bdada152f3df844f43151d56a3118f644449bb70588591e1bd2d6320ef7e33c3 | null | null | null | null | null | null | null |
15d7d403-a5c4-45cf-9d41-7775570fddff | 2025-02-17T12:30:00 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth timeout for davisrichard via passwordless from 34.32.153.238 No additional info | {
"geo_location": "Lesotho",
"device_hash": "97807cfb538d1bed3acb5776d0f8b52b743b3667",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/4.0)",
"session_id": "30e341ac-bc9b-497e-be19-0248823cdde9",
"risk_score": 41.13,
"confidence": 0.57
} | davisrichard | timeout | null | null | null | No additional info | Auth timeout for davisrichard via passwordless from 34.32.153.238 No additional info | null | null | null | null | 34.32.153.238 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | aa:06:95:3d:29:c3 |
ce8152b6-2bca-4990-a683-4a99da52ab22 | 2025-03-10T15:06:53 | firewall | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny SSH traffic from 5.31.43.37:287 to 203.153.49.97:281 No additional info noise=bill|grow|window | {
"geo_location": "Taiwan",
"device_hash": "cca4496e7de0c6a644488fad7b54e22257e69442",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; sv-FI) AppleWebKit/531.9.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6531.9.3",
"session_id": "b710c3af-107f-4c6f-80d3-5359aaf8010c",
"risk_s... | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 5.31.43.37:287 to 203.153.49.97:281 No additional info | null | null | null | null | 5.31.43.37 | 203.153.49.97 | null | null | null | null | null | null | null | null | 287 | 281 | SSH | 28,335 | 2,661 | null | null |
e433592f-d1e9-46db-8465-af41d29fc4a8 | 2025-03-04T09:19:38 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat side_channel MITRE Technique: T1059.001 | {
"geo_location": "Congo",
"device_hash": "2a41293b1c9d4e3ee98900ab38400f2ffb5f65b9",
"user_agent": "Opera/9.86.(Windows NT 6.1; bg-BG) Presto/2.9.172 Version/12.00",
"session_id": "093163f9-5ebd-485b-81c7-ad027ecc3579",
"risk_score": 56.22,
"confidence": 0.94
} | null | side_channel | null | null | null | MITRE Technique: T1059.001 | IoT device Thermostat side_channel MITRE Technique: T1059.001 | null | Thermostat | iot-f67ec27f | 8.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
96ceb629-f724-43bc-abc3-78a601ce891c | 2025-02-19T13:34:09 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow TCP traffic from 10.0.145.62:21 to 202.140.51.114:256 MITRE Technique: T1053.005 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "ed8350c4bc7a977e3ba751f58be9b601e79a18b16fc7969d7aed60b7feb15758",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_0) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/57.0.812.0 Safari/535.0",
"session_id": "17327082-a4be-4928-a5e5-8fe0a311575f",
"ris... | null | allow | null | null | null | MITRE Technique: T1053.005 | Firewall allow TCP traffic from 10.0.145.62:21 to 202.140.51.114:256 MITRE Technique: T1053.005 | null | null | null | null | 10.0.145.62 | 202.140.51.114 | null | null | null | null | null | null | null | null | 21 | 256 | TCP | 289,246 | 748 | null | null |
d63d52f6-74ac-4752-b840-1c073f680de6 | 2025-03-14T20:40:55 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel No additional info noise=economy|surface|picture | {
"geo_location": "Senegal",
"device_hash": "6f289a42645812a617619624a8765a8d22fcc0bb",
"user_agent": "Mozilla/5.0 (Android 5.0; Mobile; rv:37.0) Gecko/37.0 Firefox/37.0",
"session_id": "40cbf1ac-e87a-44cd-8260-5a4b1ed203f4",
"risk_score": 28.36,
"confidence": 0.69
} | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-1f7c77d5 | 4.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d48c4dc-0abf-4187-b015-2061af82cccb | 2025-05-12T18:18:51 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by perezwilliam Associated Threat Actor: Leafminer | {
"geo_location": "Nauru",
"device_hash": "5f2ad1dbab0820c244adfb638dde098a7b00226d8c0acc7d8e4fb98179f0c571",
"user_agent": "Mozilla/5.0 (Linux; Android 1.5) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/27.0.875.0 Safari/535.2",
"session_id": "c7e579eb-f55e-4290-9d52-c5feab771368",
"risk_score": 91.77,
"con... | perezwilliam | adversarial_input | null | null | null | Associated Threat Actor: Leafminer | AI system adversarial_input by perezwilliam Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | null | null | model-9c1e67e4 | b21e49e4d8b3131d216f5423e0cedf2e11e76c19f050018f815012173d8d8fa5 | f3cd26bf8d784109c92b62ca97eb413a | null | null | null | null | null | null | null |
11e52f2a-17f9-455e-bf81-05dd6e5b6b93 | 2025-03-11T02:51:39 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: Zero-Day Exploit detected from 170.124.104.81 targeting N/A No additional info noise=argue|safe|product | {
"geo_location": "Puerto Rico",
"device_hash": "e8796fa8d5e20e8ea050e6858b7021178e0ffd2b",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_6; rv:1.9.5.20) Gecko/9140-07-22 09:53:03 Firefox/7.0",
"session_id": "f1c4b02f-6fdb-4a71-b543-834642eb8af5",
"risk_score": 44.33,
"confidence": 0.04
} | null | null | null | null | null | No additional info | AlienVault Alert: Zero-Day Exploit detected from 170.124.104.81 targeting N/A No additional info | {
"baseline_deviation": 2.99,
"entropy": 6.66,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 170.124.104.81 | N/A | Zero-Day Exploit | SIG-1871 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
fb85b814-9313-4f57-91f3-fc1bbba8a24c | 2025-02-13T22:36:17 | endpoint | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec beyond by usanders No additional info noise=7A86E119 | {
"geo_location": "Indonesia",
"device_hash": "85dd4088f6cf30b4884781b2af90ff305a1c221b739c1a96e96670e7d550aa3b",
"user_agent": "Opera/9.91.(Windows CE; ar-TD) Presto/2.9.164 Version/11.00",
"session_id": "d5fdeb1e-f007-459e-8760-c3be294be9bd",
"risk_score": 52.29,
"confidence": 0.67
} | usanders | powershell_exec | beyond | 9,664 | explorer.exe | No additional info | Endpoint powershell_exec beyond by usanders No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a4a20108-767e-4d21-ba9a-1c82d075fa6d | 2025-02-12T17:55:04 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect UDP traffic from 10.224.127.85:16 to 61.107.5.244:470 No additional info noise=brother|economy|professor | {
"geo_location": "Gibraltar",
"device_hash": "11a96d18e19aadab17dded26804d0f16fe063914",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_4; rv:1.9.3.20) Gecko/9749-08-22 05:20:11 Firefox/3.8",
"session_id": "6d45d532-fb83-4ba4-9498-172489cb14fa",
"risk_score": 39.49,
"confidence": 0.57
} | null | inspect | null | null | null | No additional info | Firewall inspect UDP traffic from 10.224.127.85:16 to 61.107.5.244:470 No additional info | null | null | null | null | 10.224.127.85 | 61.107.5.244 | null | null | null | null | null | null | null | null | 16 | 470 | UDP | 948,858 | 1,268 | null | null |
9809f5fe-e8ed-4b62-9086-242c668d2c8c | 2025-07-08T03:28:30 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by mercadochristopher Unconventional IOC: UEFI variable tampering | {
"geo_location": "Singapore",
"device_hash": "bc1cd15a183554723d9b3f3ea3fbf234",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/31.0.870.0 Safari/532.1",
"session_id": "dfd26af8-9e7b-44af-b63f-67f3c53e1b56",
"risk_score": 23.33,
"confidence": 0.99
} | mercadochristopher | storage_access | null | null | null | Unconventional IOC: UEFI variable tampering | Cloud storage_access in Alibaba by mercadochristopher Unconventional IOC: UEFI variable tampering | null | null | null | null | null | null | null | null | null | Alibaba | res-ac35318f | null | null | null | null | null | null | null | null | null | null |
cea53daf-43d8-488b-8b24-8f0f81252614 | 2025-05-19T04:45:46 | network | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 10.222.7.57 to 209.118.77.84 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "895ddd9eb164469de088d45fb806f2dac068e19ace8ef5a73ecff7ebcddd5480",
"user_agent": "Opera/9.50.(Windows NT 6.2; mhr-RU) Presto/2.9.181 Version/12.00",
"session_id": "13f95dc4-037b-4c8c-8afa-e67d1446b054",
"risk_score": 66.43,
"confidence": 0.23
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 10.222.7.57 to 209.118.77.84 No additional info | null | null | null | null | 10.222.7.57 | 209.118.77.84 | null | null | null | null | null | null | null | null | null | null | UDP | 584,935 | null | null | null |
4e8295ec-9319-4251-aada-909c49c661f9 | 2025-05-01T20:12:52 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network connection from 10.212.214.76 to 199.212.2.16 Associated Threat Actor: BlueNoroff | {
"geo_location": "Christmas Island",
"device_hash": "cb7bf1cc563c0b260f3c2eda42a2323cff43f29471a0a5da327b4c09667afaf8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "9bcf40c4-7405-4334-b6cf-63014c4c0a5b",
"risk_score": 40.97,
"confidence": 0.02
} | null | connection | null | null | null | Associated Threat Actor: BlueNoroff | Network connection from 10.212.214.76 to 199.212.2.16 Associated Threat Actor: BlueNoroff | null | null | null | null | 10.212.214.76 | 199.212.2.16 | null | null | null | null | null | null | null | null | null | null | TCP | 100,193 | null | null | null |
ea324eab-4b7a-4577-9ee0-2118781ea6cf | 2025-05-07T11:47:01 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: Cloud API Abuse detected from 191.88.183.18 targeting 144.35.115.21 No additional info noise=8C14A0BE | {
"geo_location": "Sri Lanka",
"device_hash": "745bc6b21cda1c1c7cea75275c0c129453a9565c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mhr-RU) AppleWebKit/534.23.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6534.23.5",
"session_id": "a4c020a5-bc6d-46dc-bbad-188b030a78c1",
"... | null | null | null | null | null | No additional info | Tanium Alert: Cloud API Abuse detected from 191.88.183.18 targeting 144.35.115.21 No additional info | {
"baseline_deviation": 1.81,
"entropy": 3.56,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 191.88.183.18 | 144.35.115.21 | Cloud API Abuse | SIG-8469 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
bfc29825-c15f-4d9c-a6b1-e810247500bf | 2025-03-12T16:29:05 | network | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 59.240.169.174 to 37.202.136.77 No additional info noise=customer|score|manage | {
"geo_location": "Myanmar",
"device_hash": "ac4fb0f8c8abd7c95cd7d850784476ba",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_5; rv:1.9.3.20) Gecko/3029-08-27 03:18:23 Firefox/13.0",
"session_id": "b848175f-57d9-4e49-a349-590e236e939e",
"risk_score": 69.82,
"confidence": 0.15
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 59.240.169.174 to 37.202.136.77 No additional info | null | null | null | null | 59.240.169.174 | 37.202.136.77 | null | null | null | null | null | null | null | null | null | null | TCP | 721,079 | null | null | null |
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