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
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
94668a7f-d0af-4505-bbf8-e5d3ec7857da
| 2025-03-22T19:38:17 |
iot
|
Snort v2.9.20
|
critical
|
CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device Camera side_channel No additional info
|
{
"geo_location": "Benin",
"device_hash": "282b29fc56749cbb58f81e3250d4d47b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/12.3f8368.0 Mobile/71B092 Safari/536.1",
"session_id": "1a6ad511-3dd9-47d0-bb4f-ae8aa6be3bd2",
"risk_score": 33.82,
"confidence": 0.87
}
| null |
side_channel
| null | null | null |
No additional info
|
IoT device Camera side_channel No additional info
| null |
Camera
|
iot-883ff00d
|
8.4
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
41630fe4-3cd7-4649-95e1-db41f90f9188
| 2025-01-23T16:45:44 |
network
|
Wazuh v4.5.0
|
critical
|
CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 59.144.141.139 to 92.252.103.91 No additional info
|
{
"geo_location": "Armenia",
"device_hash": "925ad15738bfbaaeed6c11e2b7399b67328b1ef3",
"user_agent": "Opera/8.75.(Windows NT 6.2; kn-IN) Presto/2.9.172 Version/11.00",
"session_id": "3239bca0-44a1-4feb-8a71-6fd20da70e18",
"risk_score": 48.15,
"confidence": 0.81
}
| null |
covert_channel
| null | null | null |
No additional info
|
Network covert_channel from 59.144.141.139 to 92.252.103.91 No additional info
| null | null | null | null |
59.144.141.139
|
92.252.103.91
| null | null | null | null | null | null | null | null | null | null |
HTTPS
| 738,654 | null | null | null |
afb98de1-ff1c-4c0a-8b4d-bf11beb7e14e
| 2025-05-05T23:36:09 |
iot
|
LogRhythm v7.5.0
|
medium
|
CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC command_injection No additional info
|
{
"geo_location": "Cameroon",
"device_hash": "b84563cbadfd44c199ff2d057a789676e7ea35beea8b10a63350252e15c229f4",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; ce-RU; rv:1.9.0.20) Gecko/3194-04-20 15:05:38 Firefox/6.0",
"session_id": "0642bf35-754d-48ae-8038-a047ce793563",
"risk_score": 22.86,
"confidence": 0.56
}
| null |
command_injection
| null | null | null |
No additional info
|
IoT device HVAC command_injection No additional info
| null |
HVAC
|
iot-60f490b7
|
5.3
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
28d7e72e-d9c6-4911-98b2-789dc2cc19da
| 2025-06-20T18:57:40 |
cloud
|
AlienVault v5.7.0
|
low
|
CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in Alibaba by noah21 MITRE Technique: T1190
|
{
"geo_location": "Syrian Arab Republic",
"device_hash": "f4cd07568a292661474e0618dd256f98",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; tl-PH) AppleWebKit/534.19.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6534.19.4",
"session_id": "2e103d33-6604-4ce7-84b9-b687b02b504e",
"risk_score": 16.2,
"confidence": 0.05
}
|
noah21
|
api_abuse
| null | null | null |
MITRE Technique: T1190
|
Cloud api_abuse in Alibaba by noah21 MITRE Technique: T1190
|
{
"baseline_deviation": 0.58,
"entropy": 7.02,
"frequency_anomaly": true,
"sequence_anomaly": false
}
| null | null | null | null | null | null | null | null |
Alibaba
|
res-0aabfa5e
| null | null | null | null | null | null | null | null | null | null |
77a0fd11-2a54-4e9c-b1df-b72d1b3cd305
| 2025-03-29T07:04:46 |
endpoint
|
Snort v2.9.20
|
medium
|
CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install fish by curtis15 No additional info
|
{
"geo_location": "China",
"device_hash": "1cc06621191f9ce10c6e00eb6bdd028561ddf9b9dac388b7435bee983b2b3da5",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/38.0.858.0 Safari/531.2",
"session_id": "57d5cdd0-5a1d-41e7-bbcd-1214e5c4d1e3",
"risk_score": 82.44,
"confidence": 0.47
}
|
curtis15
|
service_install
|
fish
| 7,431 |
svchost.exe
|
No additional info
|
Endpoint service_install fish by curtis15 No additional info
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b4b1a505-997b-473e-9a73-a40f369741aa
| 2026-09-20T03:35:38 |
network
|
Microsoft Sentinel v1.0.0
|
high
|
CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 158.228.178.230 to 176.245.166.23 No additional info
|
{
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "b0aba5e4930c287624930b5f8e74a022",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; tk-TM; rv:1.9.1.20) Gecko/4116-06-21 18:46:17 Firefox/6.0",
"session_id": "c1d59b5d-2ace-4e50-b11c-f24fed1fe370",
"risk_score": 27.66,
"confidence": 0.12
}
| null |
latency_spike
| null | null | null |
No additional info
|
Network latency_spike from 158.228.178.230 to 176.245.166.23 No additional info
| null | null | null | null |
158.228.178.230
|
176.245.166.23
| null | null | null | null | null | null | null | null | null | null |
UDP
| 684,332 | null | null | null |
ab8c5c53-c7b9-4df9-8179-578e220e5131
| 2025-03-29T23:14:28 |
auth
|
AlienVault v5.7.0
|
info
|
CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth success for debra70 via passwordless from 116.215.97.253 No additional info
|
{
"geo_location": "Eritrea",
"device_hash": "c5f3f64382f7d6348016112229406866",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/2018-03-14 04:12:30 Firefox/3.8",
"session_id": "f26c5070-3561-43aa-8546-04b6225110f0",
"risk_score": 29.14,
"confidence": 0.83
}
|
debra70
|
success
| null | null | null |
No additional info
|
Auth success for debra70 via passwordless from 116.215.97.253 No additional info
|
{
"baseline_deviation": 1.52,
"entropy": 7.7,
"frequency_anomaly": true,
"sequence_anomaly": true
}
| null | null | null |
116.215.97.253
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
passwordless
|
4e:f4:5a:cf:34:86
|
b420dcf3-b1c9-416a-ab65-a718d6e8f840
| 2025-01-12T20:50:41 |
firewall
|
Microsoft Sentinel v1.0.0
|
critical
|
CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect TCP traffic from 196.157.26.57:377 to 89.104.72.247:5205 No additional info
|
{
"geo_location": "Guam",
"device_hash": "743186de3b8f3bb918d05bc10c51e03a59c6afa7",
"user_agent": "Opera/8.74.(X11; Linux i686; sc-IT) Presto/2.9.170 Version/12.00",
"session_id": "475adefa-4e8e-432e-902d-ed096c3d3fab",
"risk_score": 81.9,
"confidence": 0.43
}
| null |
inspect
| null | null | null |
No additional info
|
Firewall inspect TCP traffic from 196.157.26.57:377 to 89.104.72.247:5205 No additional info
| null | null | null | null |
196.157.26.57
|
89.104.72.247
| null | null | null | null | null | null | null | null | 377 | 5,205 |
TCP
| 602,645 | 668 | null | null |
1a5c3ffd-237c-444b-8163-8d96bf97a9dd
| 2025-04-18T19:42:02 |
iot
|
Trellix v10.7.0
|
critical
|
CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical physical_tamper Associated Threat Actor: REvil
|
{
"geo_location": "Mauritania",
"device_hash": "efa448e1b435890385b7dd63f3e9c963",
"user_agent": "Opera/9.41.(Windows NT 5.0; ps-AF) Presto/2.9.187 Version/10.00",
"session_id": "973c9d9d-8e49-40ab-82a7-0d7793c50012",
"risk_score": 51.95,
"confidence": 0.05
}
| null |
physical_tamper
| null | null | null |
Associated Threat Actor: REvil
|
IoT device Medical physical_tamper Associated Threat Actor: REvil
| null |
Medical
|
iot-a75867e4
|
10.1
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
42e6649b-fede-4823-b977-d172d0f35f8b
| 2025-05-07T19:59:37 |
ai
|
Darktrace v6.0.0
|
medium
|
CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by scottamy No additional info
|
{
"geo_location": "Malta",
"device_hash": "7335aab62806c9e49ca9c9a5b9f5eacd052d23030cdd42819be89a2494c5a3de",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; nan-TW) AppleWebKit/531.8.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.8.6",
"session_id": "6c09cc61-26d3-4454-8467-08bb9f0ba4f7",
"risk_score": 60.83,
"confidence": 0.43
}
|
scottamy
|
fine_tuning
| null | null | null |
No additional info
|
AI system fine_tuning by scottamy No additional info
| null | null | null | null | null | null | null | null | null | null | null |
model-b06b3bcb
|
a97b11f4f8c26cdbb8818f56cb67c875211dd930
|
8b687a8a2376b9c0fdb6e19c53a1e011fed97b29
| null | null | null | null | null | null | null |
32c599f6-c3d0-4c12-ac62-7c01bbf6b23a
| 2025-01-26T07:30:59 |
auth
|
LogRhythm v7.5.0
|
low
|
CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for whall via passwordless from 171.183.188.33 No additional info noise=TmlnaHQu
|
{
"geo_location": "Gambia",
"device_hash": "ec4a2100db809a291aab8ed30ed253b0f69eef64a78406d50b1b53f8de93939a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_8) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/44.0.876.0 Safari/531.0",
"session_id": "70c04726-6e2c-4553-8f1f-06a8dbcefa80",
"risk_score": 50.09,
"confidence": 0.16
}
|
whall
|
locked
| null | null | null |
No additional info
|
Auth locked for whall via passwordless from 171.183.188.33 No additional info
| null | null | null | null |
171.183.188.33
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
passwordless
|
4e:f3:ba:24:83:5a
|
35fe4840-30a5-47a4-9d20-8b81513a6271
| 2025-02-10T22:12:44 |
iot
|
Carbon Black v7.8.0
|
low
|
CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device Medical unusual_activity No additional info
|
{
"geo_location": "Bulgaria",
"device_hash": "863453c4516d0d0da2b39fcd42cc787b3b70cfd7f4141c79617e968edc0f4ef0",
"user_agent": "Mozilla/5.0 (Android 2.3.5; Mobile; rv:45.0) Gecko/45.0 Firefox/45.0",
"session_id": "042698a6-c690-418e-8cf2-adf41276877c",
"risk_score": 44.21,
"confidence": 0.96
}
| null |
unusual_activity
| null | null | null |
No additional info
|
IoT device Medical unusual_activity No additional info
| null |
Medical
|
iot-f181ac8e
|
10.8
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2cad9762-b56c-4e24-ad32-49a39ebbbe48
| 2025-05-23T09:25:00 |
auth
|
Vectra AI v5.0.0
|
medium
|
CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for bmack via passwordless from 84.180.32.142 MITRE Technique: T1543.003
|
{
"geo_location": "Belize",
"device_hash": "87b053ef91120f3819b0a47396ca8f1205f04a6e5365682b4a1823f8d621e767",
"user_agent": "Opera/9.98.(Windows NT 5.01; br-FR) Presto/2.9.184 Version/10.00",
"session_id": "69487e42-5e0d-48b3-b4df-d838c9360f78",
"risk_score": 59.6,
"confidence": 0.67
}
|
bmack
|
timeout
| null | null | null |
MITRE Technique: T1543.003
|
Auth timeout for bmack via passwordless from 84.180.32.142 MITRE Technique: T1543.003
|
{
"baseline_deviation": 1.36,
"entropy": 2.41,
"frequency_anomaly": true,
"sequence_anomaly": true
}
| null | null | null |
84.180.32.142
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
passwordless
|
09:11:2d:67:b6:ac
|
f0354648-ebde-4e68-b6ff-deb88da9a636
| 2025-05-03T01:31:44 |
network
|
AlienVault v5.7.0
|
critical
|
CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 142.211.151.221 to 121.234.0.169 MITRE Technique: T1204.002 noise=5104CA95
|
{
"geo_location": "Cameroon",
"device_hash": "1d0d5565dbb487fd58642b1a71ace54f633f5f8c0d8b6876339b933c99addaf2",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.5) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/59.0.844.0 Safari/532.0",
"session_id": "28e001e1-1413-4d23-9d21-8519d734ff7c",
"risk_score": 55.82,
"confidence": 0.51
}
| null |
disconnection
| null | null | null |
MITRE Technique: T1204.002
|
Network disconnection from 142.211.151.221 to 121.234.0.169 MITRE Technique: T1204.002
| null | null | null | null |
142.211.151.221
|
121.234.0.169
| null | null | null | null | null | null | null | null | null | null |
TCP
| 536,574 | null | null | null |
2a11a247-5b60-4889-a167-831613654af7
| 2025-04-14T14:33:23 |
firewall
|
Suricata v6.0.10
|
medium
|
CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|medium| desc=Firewall deny ICMP traffic from 10.167.236.243:855 to 10.83.151.8:11068 No additional info
|
{
"geo_location": "Turkey",
"device_hash": "ef15c3046557a02370534d4b1450036541cf6cd4c937122f8d04441f11922236",
"user_agent": "Opera/9.83.(Windows NT 6.1; lg-UG) Presto/2.9.164 Version/12.00",
"session_id": "18516035-b26f-4ef0-9fcb-567b417ee427",
"risk_score": 74.09,
"confidence": 0.54
}
| null |
deny
| null | null | null |
No additional info
|
Firewall deny ICMP traffic from 10.167.236.243:855 to 10.83.151.8:11068 No additional info
| null | null | null | null |
10.167.236.243
|
10.83.151.8
| null | null | null | null | null | null | null | null | 855 | 11,068 |
ICMP
| 93,542 | 823 | null | null |
5d2ad89d-7d01-4754-b87a-24d1af4bfe32
| 2025-05-05T10:33:51 |
ids_alert
|
Suricata v6.0.10
|
medium
|
CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: AI Model Poisoning detected from 201.40.230.57 targeting 10.118.115.166 No additional info
|
{
"geo_location": "Cyprus",
"device_hash": "f38866a3e61ea0cd48d8b4615bdfd95151d26345dd67476e0b5e2e7658b10788",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.50.6 (KHTML, like Gecko) Version/4.1 Safari/535.50.6",
"session_id": "afa87938-3eb7-42a8-ba0b-d95998fa2be4",
"risk_score": 89.19,
"confidence": 0.24
}
| null | null | null | null | null |
No additional info
|
Suricata Alert: AI Model Poisoning detected from 201.40.230.57 targeting 10.118.115.166 No additional info
| null | null | null | null |
201.40.230.57
|
10.118.115.166
|
AI Model Poisoning
|
SIG-6775
|
Policy
| null | null | null | null | null | null | null | null | null | null | null | null |
9f95bb46-778d-42ce-8d7c-b910dbb7651c
| 2025-03-22T22:25:09 |
cloud
|
Tanium v7.4.0
|
medium
|
CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in OCI by salazarelizabeth No additional info
|
{
"geo_location": "Niue",
"device_hash": "41eeb5aff23edb6a1a41a0f5d2609552a4630d1d7e08f02c3de30484beee49d6",
"user_agent": "Opera/8.89.(Windows NT 6.0; ff-SN) Presto/2.9.164 Version/11.00",
"session_id": "8768685a-7ddb-4369-9747-1343872e7a1e",
"risk_score": 70.03,
"confidence": 0.68
}
|
salazarelizabeth
|
config_change
| null | null | null |
No additional info
|
Cloud config_change in OCI by salazarelizabeth No additional info
| null | null | null | null | null | null | null | null | null |
OCI
|
res-737f1a82
| null | null | null | null | null | null | null | null | null | null |
e81eb626-7594-495f-b6ec-916a8a6f261c
| 2025-02-18T08:01:28 |
ids_alert
|
Zeek v5.0.0
|
low
|
CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: Container Escape detected from 4.47.146.86 targeting 166.248.164.173 MITRE Technique: T1547.001 noise=economy|indicate|ten
|
{
"geo_location": "Costa Rica",
"device_hash": "f62094c64f678dcf6b85bb6518674995",
"user_agent": "Opera/9.62.(X11; Linux x86_64; kn-IN) Presto/2.9.189 Version/10.00",
"session_id": "53202c9f-bf81-4b28-93e8-252b4c3f8421",
"risk_score": 50.03,
"confidence": 0.42
}
| null | null | null | null | null |
MITRE Technique: T1547.001
|
Zeek Alert: Container Escape detected from 4.47.146.86 targeting 166.248.164.173 MITRE Technique: T1547.001
| null | null | null | null |
4.47.146.86
|
166.248.164.173
|
Container Escape
|
SIG-1008
|
Evasion
| null | null | null | null | null | null | null | null | null | null | null | null |
b6e74900-7bf4-4ee0-bb6b-3f330f14ca39
| 2025-06-04T14:02:13 |
ai
|
AlienVault v5.7.0
|
low
|
CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by christopher04 MITRE Technique: T1059.001 noise=categories/main
|
{
"geo_location": "San Marino",
"device_hash": "61b47b3f1c1c4c74a6283addd86fa9bb5ea6bf9b0c5a96a3dda4a488b066b4d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.01; Trident/3.1)",
"session_id": "5c7148bd-1d41-4d88-88de-ee3bf9d02853",
"risk_score": 41.99,
"confidence": 0.91
}
|
christopher04
|
training_data_poisoning
| null | null | null |
MITRE Technique: T1059.001
|
AI system training_data_poisoning by christopher04 MITRE Technique: T1059.001
| null | null | null | null | null | null | null | null | null | null | null |
model-528d3406
|
61989a566753115cf289c71091a85ab042349ad9
|
f8fd66989ddcb38b742777c87c264ab77b323149
| null | null | null | null | null | null | null |
0c387739-3dae-4c7e-8857-a6ee0551b96b
| 2025-04-01T18:59:02 |
ai
|
Carbon Black v7.8.0
|
low
|
CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by chanhenry No additional info
|
{
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "02935f919f5a4e31aa21b39a01601501a8aa154ff7eb34c126d29b11a3e50267",
"user_agent": "Opera/9.90.(X11; Linux x86_64; tn-ZA) Presto/2.9.178 Version/11.00",
"session_id": "d33e5e7e-7e89-4455-8a13-156992b7ed82",
"risk_score": 54.21,
"confidence": 0.85
}
|
chanhenry
|
membership_inference
| null | null | null |
No additional info
|
AI system membership_inference by chanhenry No additional info
| null | null | null | null | null | null | null | null | null | null | null |
model-fcaeb7e8
|
d6e3dc7fc749cb0fe50e073bb821a433b2483b3bf418922ce9b60e279db1d0be
|
a5c4b99bd84019497a439b713f5e8cabde8ccffd
| null | null | null | null | null | null | null |
16d4f4b7-3fdd-4221-8722-21e1040ea50d
| 2025-02-03T16:59:52 |
firewall
|
Carbon Black v7.8.0
|
medium
|
CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only DNS traffic from 93.25.71.2:421 to 89.109.127.141:51350 MITRE Technique: T1059.001
|
{
"geo_location": "Namibia",
"device_hash": "bb4f7a42dc5f00bd16407207d5b622f85b43ce47",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_4; rv:1.9.6.20) Gecko/2413-11-17 17:45:47 Firefox/3.6.1",
"session_id": "823c954f-a773-49aa-a617-03cb4801d9cc",
"risk_score": 49.82,
"confidence": 0.58
}
| null |
log-only
| null | null | null |
MITRE Technique: T1059.001
|
Firewall log-only DNS traffic from 93.25.71.2:421 to 89.109.127.141:51350 MITRE Technique: T1059.001
| null | null | null | null |
93.25.71.2
|
89.109.127.141
| null | null | null | null | null | null | null | null | 421 | 51,350 |
DNS
| 377,771 | 1,116 | null | null |
e9586f8f-0177-4bf2-9c85-07d484a2566d
| 2025-03-06T21:11:18 |
iot
|
QRadar v7.5.0
|
medium
|
CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical command_injection No additional info
|
{
"geo_location": "Sudan",
"device_hash": "1b6efcbd4e5230563cafe306f9121d82",
"user_agent": "Opera/9.70.(X11; Linux x86_64; tcy-IN) Presto/2.9.163 Version/11.00",
"session_id": "d8dc1584-3cbc-47cb-863f-81c37d83581e",
"risk_score": 41.97,
"confidence": 0.08
}
| null |
command_injection
| null | null | null |
No additional info
|
IoT device Medical command_injection No additional info
| null |
Medical
|
iot-a5b8fd87
|
6.6
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5c5b512e-692e-418c-8149-2a85fcec0b5c
| 2025-03-04T06:40:08 |
firewall
|
Zeek v5.0.0
|
medium
|
CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny SSH traffic from 47.253.161.74:10713 to 73.145.88.101:519 No additional info noise=list/main/app
|
{
"geo_location": "Iraq",
"device_hash": "8a7b45ed67210f510a8f3f091770699f537d7328",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; sk-SK) AppleWebKit/532.31.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6532.31.2",
"session_id": "513237c3-eaa4-40b8-90ab-2c7fc4d4bb48",
"risk_score": 57.64,
"confidence": 0.35
}
| null |
deny
| null | null | null |
No additional info
|
Firewall deny SSH traffic from 47.253.161.74:10713 to 73.145.88.101:519 No additional info
| null | null | null | null |
47.253.161.74
|
73.145.88.101
| null | null | null | null | null | null | null | null | 10,713 | 519 |
SSH
| 885,863 | 1,645 | null | null |
82a0cb2b-7f55-463e-8c23-887f3a9d20d3
| 2025-02-23T01:50:38 |
firewall
|
Splunk v9.0.2
|
high
|
CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|high| desc=Firewall drop HTTPS traffic from 183.23.60.109:911 to 217.251.87.237:684 No additional info
|
{
"geo_location": "San Marino",
"device_hash": "8fe72d936ccf10f2c71a8c5faa96a66aefd524293674a0d639ec0831a9380304",
"user_agent": "Opera/9.87.(X11; Linux x86_64; the-NP) Presto/2.9.170 Version/10.00",
"session_id": "c6432adc-7b09-42a3-af79-2c0c90f0b40b",
"risk_score": 69.24,
"confidence": 0.27
}
| null |
drop
| null | null | null |
No additional info
|
Firewall drop HTTPS traffic from 183.23.60.109:911 to 217.251.87.237:684 No additional info
| null | null | null | null |
183.23.60.109
|
217.251.87.237
| null | null | null | null | null | null | null | null | 911 | 684 |
HTTPS
| 211,805 | 1,811 | null | null |
ea72fe6e-03b2-45f7-8b88-b82df0246e45
| 2025-02-22T03:23:39 |
auth
|
Suricata v6.0.10
|
medium
|
CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth failed for andrewmanning via passwordless from 19.252.66.152 MITRE Technique: T1566.001
|
{
"geo_location": "France",
"device_hash": "a6d490729142fcf9f67c1336de9cd106",
"user_agent": "Mozilla/5.0 (Android 3.2.5; Mobile; rv:57.0) Gecko/57.0 Firefox/57.0",
"session_id": "ebeeba99-f297-49fc-9b69-447a0ee5a17e",
"risk_score": 21.17,
"confidence": 0.6
}
|
andrewmanning
|
failed
| null | null | null |
MITRE Technique: T1566.001
|
Auth failed for andrewmanning via passwordless from 19.252.66.152 MITRE Technique: T1566.001
| null | null | null | null |
19.252.66.152
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
passwordless
|
8d:b4:9a:81:8f:a7
|
d488ee93-2aa9-4876-8112-8e9f268a2e0f
| 2025-06-28T23:40:08 |
network
|
CrowdStrike v6.45.0
|
medium
|
CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 191.187.208.9 to 3.192.109.20 No additional info
|
{
"geo_location": "Lithuania",
"device_hash": "88260be66f1832045d7124b8f3cb985a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; sid-ET) AppleWebKit/533.41.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6533.41.5",
"session_id": "219d2005-9327-4366-9856-5d1bcd7d9c32",
"risk_score": 47,
"confidence": 0.53
}
| null |
disconnection
| null | null | null |
No additional info
|
Network disconnection from 191.187.208.9 to 3.192.109.20 No additional info
| null | null | null | null |
191.187.208.9
|
3.192.109.20
| null | null | null | null | null | null | null | null | null | null |
HTTP
| 24,701 | null | null | null |
903c56b6-5476-4243-8619-42e69479dcda
| 2025-02-26T22:08:46 |
firewall
|
FireEye HX v4.5.0
|
high
|
CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall drop SSH traffic from 164.25.253.193:735 to 205.150.174.142:1019 No additional info
|
{
"geo_location": "Tunisia",
"device_hash": "703743fbb6ccb9224da9f864c02f4382b66f6c61c4a6bd8511c09e33bed58a29",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/3.0)",
"session_id": "203a6e15-93c9-42de-abbd-7fce85b6107e",
"risk_score": 81.95,
"confidence": 0.3
}
| null |
drop
| null | null | null |
No additional info
|
Firewall drop SSH traffic from 164.25.253.193:735 to 205.150.174.142:1019 No additional info
|
{
"baseline_deviation": 2.08,
"entropy": 3.05,
"frequency_anomaly": false,
"sequence_anomaly": true
}
| null | null | null |
164.25.253.193
|
205.150.174.142
| null | null | null | null | null | null | null | null | 735 | 1,019 |
SSH
| 917,966 | 2,821 | null | null |
4ebf5c12-30da-444a-ac57-8dc27a7ed935
| 2025-06-18T08:52:52 |
iot
|
Trellix v10.7.0
|
medium
|
CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor physical_tamper No additional info
|
{
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "f6c2c0d23639c06f8ed8487b52f150ded7f5b2c1caa0627fba4a3fdd8ba7535e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/534.33.7 (KHTML, like Gecko) Version/4.1 Safari/534.33.7",
"session_id": "fd27ac74-c84a-487a-b681-1eac56194a16",
"risk_score": 51.93,
"confidence": 0.35
}
| null |
physical_tamper
| null | null | null |
No additional info
|
IoT device Sensor physical_tamper No additional info
| null |
Sensor
|
iot-50856766
|
6.1
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ddc687b0-8c3c-4450-ab4f-3c454c378186
| 2025-06-03T02:37:08 |
auth
|
Carbon Black v7.8.0
|
medium
|
CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth failed for jameshaley via OAuth from 193.29.248.219 No additional info
|
{
"geo_location": "Italy",
"device_hash": "692115eee516943abab864f2d4c912f44746fffa3d83eb08ef7be9690c72d930",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; am-ET) AppleWebKit/534.10.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6534.10.2",
"session_id": "7a09e063-b00a-4de4-be46-3e40ea33f59a",
"risk_score": 67.47,
"confidence": 0.81
}
|
jameshaley
|
failed
| null | null | null |
No additional info
|
Auth failed for jameshaley via OAuth from 193.29.248.219 No additional info
| null | null | null | null |
193.29.248.219
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
OAuth
|
6e:a2:1c:df:d4:78
|
d499c5d8-e7a6-480a-bb4c-d9987f9389a4
| 2028-05-30T09:46:28 |
auth
|
Trellix v10.7.0
|
info
|
CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for ericmcdonald via password from 54.201.183.115 MITRE Technique: T1218.011
|
{
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "12feba13619700766f2057265bfa63e4c68ef0e719f67b250607b670ef0bcb73",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_2; rv:1.9.3.20) Gecko/4104-05-06 18:24:46 Firefox/3.6.19",
"session_id": "8d4d23a7-8e8d-45b3-a58f-0643ba45e92a",
"risk_score": 40.07,
"confidence": 0.31
}
|
ericmcdonald
|
challenge
| null | null | null |
MITRE Technique: T1218.011
|
Auth challenge for ericmcdonald via password from 54.201.183.115 MITRE Technique: T1218.011
| null | null | null | null |
54.201.183.115
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
password
|
78:86:7e:20:08:41
|
fb39d30f-7104-45d6-9068-cac5408cbb17
| 2025-05-30T16:21:11 |
ids_alert
|
Elastic SIEM v8.9.0
|
medium
|
CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|medium| desc=Elastic SIEM Alert: Port Scan detected from 152.222.75.4 targeting 110.173.121.187 Zero-day exploit pattern detected
|
{
"geo_location": "American Samoa",
"device_hash": "c5b7167420b94209caa5c3724afc41fe",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.6.6 (KHTML, like Gecko) Version/5.0.1 Safari/534.6.6",
"session_id": "576d6b6d-71bf-408f-992d-74db8c58de0a",
"risk_score": 40.07,
"confidence": 0.24
}
| null | null | null | null | null |
Zero-day exploit pattern detected
|
Elastic SIEM Alert: Port Scan detected from 152.222.75.4 targeting 110.173.121.187 Zero-day exploit pattern detected
| null | null | null | null |
152.222.75.4
|
110.173.121.187
|
Port Scan
|
SIG-2246
|
Malware
| null | null | null | null | null | null | null | null | null | null | null | null |
54871f85-53ce-4f52-82d5-0ceb09f89890
| 2025-04-03T23:12:35 |
cloud
|
Carbon Black v7.8.0
|
critical
|
CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|critical| desc=Cloud container_escape in GCP by jamesjohnny MITRE Technique: T1059.001
|
{
"geo_location": "Chad",
"device_hash": "a3c8639cd1602bece3cc47bc4ad8de8bf478d709448e26b9266a32aa8281c10f",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/14.0.805.0 Safari/533.1",
"session_id": "bb897de6-559e-4ca1-835e-d9e7b566b1e1",
"risk_score": 24.28,
"confidence": 0.8
}
|
jamesjohnny
|
container_escape
| null | null | null |
MITRE Technique: T1059.001
|
Cloud container_escape in GCP by jamesjohnny MITRE Technique: T1059.001
| null | null | null | null | null | null | null | null | null |
GCP
|
res-68e632f0
| null | null | null | null | null | null | null | null | null | null |
bc98c537-fc0f-417f-95b3-d11d39fa40bf
| 2025-03-29T13:15:23 |
cloud
|
FireEye HX v4.5.0
|
medium
|
CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in OCI by derekli No additional info
|
{
"geo_location": "Belarus",
"device_hash": "439c35d016ad59b8077802083fc072f5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_0; rv:1.9.4.20) Gecko/2691-05-31 10:23:50 Firefox/3.8",
"session_id": "3363a62b-85fd-44ed-bf32-3daa64b5aed8",
"risk_score": 40.27,
"confidence": 0.29
}
|
derekli
|
crypto_mining
| null | null | null |
No additional info
|
Cloud crypto_mining in OCI by derekli No additional info
| null | null | null | null | null | null | null | null | null |
OCI
|
res-7c163d12
| null | null | null | null | null | null | null | null | null | null |
641a7aeb-7fb6-405e-8490-dff18b2d812e
| 2025-03-25T13:38:19 |
iot
|
Snort v2.9.20
|
info
|
CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update MITRE Technique: T1110.003 | Unconventional IOC: UEFI variable tampering
|
{
"geo_location": "Greece",
"device_hash": "68258476c312ac3c59320cbd1c337ac2",
"user_agent": "Opera/8.44.(X11; Linux i686; mni-IN) Presto/2.9.176 Version/12.00",
"session_id": "5f076a76-0a55-4edb-a37b-246b22e5b7a4",
"risk_score": 63.51,
"confidence": 0.87
}
| null |
firmware_update
| null | null | null |
MITRE Technique: T1110.003 | Unconventional IOC: UEFI variable tampering
|
IoT device Camera firmware_update MITRE Technique: T1110.003 | Unconventional IOC: UEFI variable tampering
| null |
Camera
|
iot-1553d337
|
1.8
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7457a011-ba4e-43ce-9b91-a07d801eeb5b
| 2025-05-04T06:16:10 |
iot
|
FireEye HX v4.5.0
|
medium
|
CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical command_injection MITRE Technique: T1053.005
|
{
"geo_location": "North Macedonia",
"device_hash": "6fc8a8f4d9a0035a3a0ce481656578cb40c8ba8a77fc2faae3968ba9b7a54cbc",
"user_agent": "Opera/8.21.(Windows 98; Win 9x 4.90; bs-BA) Presto/2.9.176 Version/11.00",
"session_id": "ac125a70-be96-4107-a766-cd74994ced88",
"risk_score": 65.3,
"confidence": 0.6
}
| null |
command_injection
| null | null | null |
MITRE Technique: T1053.005
|
IoT device Medical command_injection MITRE Technique: T1053.005
| null |
Medical
|
iot-9d918a42
|
6.2
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
218a7d6c-2710-4d78-a6a7-930c65ec5ec7
| 2025-01-28T12:25:06 |
cloud
|
ArcSight v7.4.0
|
high
|
CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Azure by ashleyhines No additional info
|
{
"geo_location": "Montenegro",
"device_hash": "7424efea7d69006ddf7a07943772ab8073b4e7625f8aac615a88b21937ddf78e",
"user_agent": "Opera/8.43.(Windows 95; vi-VN) Presto/2.9.179 Version/10.00",
"session_id": "c2ec020d-a131-4ea7-b51e-a808ba2163ab",
"risk_score": 42.73,
"confidence": 0.97
}
|
ashleyhines
|
container_escape
| null | null | null |
No additional info
|
Cloud container_escape in Azure by ashleyhines No additional info
| null | null | null | null | null | null | null | null | null |
Azure
|
res-a000906b
| null | null | null | null | null | null | null | null | null | null |
b142b899-2787-41ba-ad35-95b1cc3a353c
| 2025-06-17T22:03:24 |
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: DDoS detected from 13.118.151.106 targeting N/A No additional info
|
{
"geo_location": "Rwanda",
"device_hash": "812aacc4b5e22d92bdea5c653070d4ff47ed1e2ada0567c13f26eb9fdf454ee2",
"user_agent": "Opera/9.12.(X11; Linux i686; xh-ZA) Presto/2.9.164 Version/10.00",
"session_id": "3a1bcede-0a3e-4b2c-8072-e915d19a6aff",
"risk_score": 50.82,
"confidence": 0.66
}
| null | null | null | null | null |
No additional info
|
Vectra AI Alert: DDoS detected from 13.118.151.106 targeting N/A No additional info
| null | null | null | null |
13.118.151.106
|
N/A
|
DDoS
|
SIG-9964
|
Exploit
| null | null | null | null | null | null | null | null | null | null | null | null |
d822a2ff-5ee9-441e-bc08-1cd47ddfbab0
| 2025-02-21T23:03:04 |
cloud
|
Trellix v10.7.0
|
low
|
CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in AWS by langantonio Associated Threat Actor: APT35
|
{
"geo_location": "Morocco",
"device_hash": "96eed61bb3d2ae1f05be170d12a33a3d7f1040ea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/5.0)",
"session_id": "115764cc-7795-43aa-a52c-9083cd96739d",
"risk_score": 45.15,
"confidence": 0.68
}
|
langantonio
|
config_change
| null | null | null |
Associated Threat Actor: APT35
|
Cloud config_change in AWS by langantonio Associated Threat Actor: APT35
| null | null | null | null | null | null | null | null | null |
AWS
|
res-cd87e32e
| null | null | null | null | null | null | null | null | null | null |
6d39d0bd-fabb-4623-a9f6-0449f0076123
| 2025-06-24T09:14:07 |
endpoint
|
OSSEC v3.7.0
|
critical
|
CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /group/why.avi by imorrison No additional info
|
{
"geo_location": "Guinea",
"device_hash": "7a45c568cb5dc2e8ec210789064057b4",
"user_agent": "Mozilla/5.0 (Android 2.2.1; Mobile; rv:19.0) Gecko/19.0 Firefox/19.0",
"session_id": "c7c9739b-9860-451f-9bcb-339f19e59301",
"risk_score": 49.45,
"confidence": 0.7
}
|
imorrison
|
powershell_exec
|
/group/why.avi
| 3,790 |
explorer.exe
|
No additional info
|
Endpoint powershell_exec /group/why.avi by imorrison No additional info
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ca38c3d1-3388-4bf6-a8f7-065eae09bda7
| 2028-01-27T06:37:19 |
cloud
|
Vectra AI v5.0.0
|
high
|
CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in OCI by xmorgan No additional info
|
{
"geo_location": "Niue",
"device_hash": "2b317fca94222837531dcb09bb790680",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_3; rv:1.9.5.20) Gecko/3217-01-21 07:18:24 Firefox/8.0",
"session_id": "582c7e63-0f4f-468b-a680-88ea233fffdd",
"risk_score": 75.61,
"confidence": 0.54
}
|
xmorgan
|
shadow_it
| null | null | null |
No additional info
|
Cloud shadow_it in OCI by xmorgan No additional info
| null | null | null | null | null | null | null | null | null |
OCI
|
res-ad8f4e62
| null | null | null | null | null | null | null | null | null | null |
bbbaf2e6-3bbf-4a9b-9b2f-abe38a8fd9c4
| 2025-05-07T15:12:19 |
network
|
Wazuh v4.5.0
|
critical
|
CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 178.233.252.117 to 68.197.235.12 No additional info
|
{
"geo_location": "North Macedonia",
"device_hash": "40e7b3596582cc4f9cbd45a5fe2feff7",
"user_agent": "Opera/9.88.(X11; Linux i686; brx-IN) Presto/2.9.164 Version/11.00",
"session_id": "c08bbdfc-bfef-4414-8ce2-db8017857fa2",
"risk_score": 42.54,
"confidence": 0.42
}
| null |
latency_spike
| null | null | null |
No additional info
|
Network latency_spike from 178.233.252.117 to 68.197.235.12 No additional info
| null | null | null | null |
178.233.252.117
|
68.197.235.12
| null | null | null | null | null | null | null | null | null | null |
ICMP
| 658,611 | null | null | null |
b8e0f33b-4215-475c-823c-dcdb9701a02f
| 2025-06-23T11:59:43 |
endpoint
|
AlienVault v5.7.0
|
info
|
CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint powershell_exec /possible/beyond.mp3 by irivera No additional info
|
{
"geo_location": "Korea",
"device_hash": "5f9611027acc6eaea76c87b74f415196a8d93630",
"user_agent": "Mozilla/5.0 (Android 2.3.5; Mobile; rv:18.0) Gecko/18.0 Firefox/18.0",
"session_id": "2a83d8b4-6889-4f26-b724-e39f2827768f",
"risk_score": 75.9,
"confidence": 0.64
}
|
irivera
|
powershell_exec
|
/possible/beyond.mp3
| 9,737 |
svchost.exe
|
No additional info
|
Endpoint powershell_exec /possible/beyond.mp3 by irivera No additional info
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
116aa420-f25c-47b2-89c1-621c0da5edf4
| 2025-04-15T10:41:52 |
iot
|
Microsoft Sentinel v1.0.0
|
low
|
CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat firmware_update No additional info
|
{
"geo_location": "Christmas Island",
"device_hash": "f1010a6b77e24155a07201b5eb9b11c750a29af7",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_7 rv:3.0; hy-AM) AppleWebKit/535.14.7 (KHTML, like Gecko) Version/5.0.3 Safari/535.14.7",
"session_id": "13d5dea1-d179-4d4d-ad01-b0a3f652a172",
"risk_score": 80.24,
"confidence": 0.21
}
| null |
firmware_update
| null | null | null |
No additional info
|
IoT device Thermostat firmware_update No additional info
| null |
Thermostat
|
iot-384315d2
|
2.3
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
35e427fd-8e1d-4138-a2e0-365f1300c311
| 2025-05-16T18:48:47 |
cloud
|
OSSEC v3.7.0
|
high
|
CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in OCI by dereksimmons No additional info
|
{
"geo_location": "Saint Lucia",
"device_hash": "e0f592b01d64d438659495d5f621245c01983f5b76c40ffcec1c4d52a6084aa1",
"user_agent": "Opera/9.61.(X11; Linux i686; li-NL) Presto/2.9.166 Version/12.00",
"session_id": "a4f67818-320d-4a84-972f-85dfd97b2b09",
"risk_score": 44.97,
"confidence": 0.07
}
|
dereksimmons
|
lambda_execution
| null | null | null |
No additional info
|
Cloud lambda_execution in OCI by dereksimmons No additional info
| null | null | null | null | null | null | null | null | null |
OCI
|
res-c91d898e
| null | null | null | null | null | null | null | null | null | null |
1bf8b1b5-fb56-4783-b39c-24ab234f9aec
| 2025-06-23T11:53:25 |
network
|
Trellix v10.7.0
|
critical
|
CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 10.218.254.102 to 108.8.157.241 No additional info noise=Mrs|garden|easy
|
{
"geo_location": "Saudi Arabia",
"device_hash": "d0f13a61aae24bcb80e9efd47b12b5c2",
"user_agent": "Opera/9.74.(Windows NT 5.2; sw-TZ) Presto/2.9.162 Version/12.00",
"session_id": "626a8c6c-1434-46b4-9bf3-38998e1af48b",
"risk_score": 43.89,
"confidence": 0.46
}
| null |
latency_spike
| null | null | null |
No additional info
|
Network latency_spike from 10.218.254.102 to 108.8.157.241 No additional info
| null | null | null | null |
10.218.254.102
|
108.8.157.241
| null | null | null | null | null | null | null | null | null | null |
UDP
| 41,049 | null | null | null |
002ef1db-70ce-4218-bd61-af8eea5f93ae
| 2025-03-29T23:37:37 |
iot
|
FireEye HX v4.5.0
|
low
|
CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel No additional info
|
{
"geo_location": "Georgia",
"device_hash": "625087efc12e06aaf29905e897d63151",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0.1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/33.0.808.0 Safari/532.1",
"session_id": "c192d266-6d86-4ab7-b835-592d59b755ef",
"risk_score": 38.45,
"confidence": 0.27
}
| null |
side_channel
| null | null | null |
No additional info
|
IoT device Camera side_channel No additional info
| null |
Camera
|
iot-1bcbca01
|
1.7
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
afb4295a-6ac3-474f-90e2-33e158379335
| 2025-04-05T05:17:55 |
firewall
|
Zeek v5.0.0
|
medium
|
CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny ICMP traffic from 126.11.193.56:634 to 110.89.137.74:105 MITRE Technique: T1059.001
|
{
"geo_location": "Anguilla",
"device_hash": "28c409fa3bb57108f3909489e82178ae",
"user_agent": "Mozilla/5.0 (Android 3.2.6; Mobile; rv:44.0) Gecko/44.0 Firefox/44.0",
"session_id": "985383aa-d1ba-408a-95eb-c9fdc596d1a7",
"risk_score": 61.2,
"confidence": 0.72
}
| null |
deny
| null | null | null |
MITRE Technique: T1059.001
|
Firewall deny ICMP traffic from 126.11.193.56:634 to 110.89.137.74:105 MITRE Technique: T1059.001
| null | null | null | null |
126.11.193.56
|
110.89.137.74
| null | null | null | null | null | null | null | null | 634 | 105 |
ICMP
| 759,252 | 697 | null | null |
41965a00-3b55-4fe1-91c3-1b131a5a4525
| 2025-06-02T11:09:32 |
iot
|
Suricata v6.0.10
|
medium
|
CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat sensor_spoofing MITRE Technique: T1218.011
|
{
"geo_location": "Singapore",
"device_hash": "b3f6aca06665d6fe7e339f74cb6f965867bb11305df73c8dd5a1e74275958a14",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; bhb-IN) AppleWebKit/533.5.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6533.5.7",
"session_id": "96a04467-e468-47cb-9c5a-bb803bf041b4",
"risk_score": 50.82,
"confidence": 0.9
}
| null |
sensor_spoofing
| null | null | null |
MITRE Technique: T1218.011
|
IoT device Thermostat sensor_spoofing MITRE Technique: T1218.011
| null |
Thermostat
|
iot-4a1183f8
|
6.4
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0504add1-f2fa-4a47-a425-08655ba7cbcb
| 2025-01-13T23:37:15 |
auth
|
Microsoft Sentinel v1.0.0
|
medium
|
CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for roberthamilton via biometric from 104.164.78.1 No additional info
|
{
"geo_location": "United Arab Emirates",
"device_hash": "f02d5d2352b589812616df1eb00e9700",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; ln-CD) AppleWebKit/534.10.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6534.10.3",
"session_id": "6a712a62-f459-45f6-99ca-fc89d0f20acf",
"risk_score": 56.01,
"confidence": 0.27
}
|
roberthamilton
|
challenge
| null | null | null |
No additional info
|
Auth challenge for roberthamilton via biometric from 104.164.78.1 No additional info
| null | null | null | null |
104.164.78.1
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
biometric
|
71:6d:0a:0c:be:9b
|
ff75a7da-1f3a-4f7b-81b9-28277a02e0c6
| 2025-03-10T10:05:07 |
cloud
|
Splunk v9.0.2
|
medium
|
CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in GCP by sellersconnor MITRE Technique: T1059.005
|
{
"geo_location": "French Southern Territories",
"device_hash": "2771ef7efe1c26c4fb5317989f036e6b2f13492e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.49.1 (KHTML, like Gecko) Version/4.0.4 Safari/532.49.1",
"session_id": "f6f8092d-f022-4192-bedc-7400ad51b7d8",
"risk_score": 33.99,
"confidence": 0.68
}
|
sellersconnor
|
shadow_it
| null | null | null |
MITRE Technique: T1059.005
|
Cloud shadow_it in GCP by sellersconnor MITRE Technique: T1059.005
| null | null | null | null | null | null | null | null | null |
GCP
|
res-c6440ba7
| null | null | null | null | null | null | null | null | null | null |
7c033775-7dd8-4c2f-89c4-97244abb5028
| 2025-04-06T00:15:08 |
auth
|
Carbon Black v7.8.0
|
high
|
CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|high| desc=Auth bypass for erin92 via password from 10.67.211.109 No additional info
|
{
"geo_location": "Mauritius",
"device_hash": "dfe6349e3275856fa56fa198e86a96d15e6f2c43ea1a38af7d5368eb562e0a10",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_8_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/15.0.882.0 Mobile/50I674 Safari/533.0",
"session_id": "ca7b3c51-156f-4b16-bfb1-eedcbdb24aa4",
"risk_score": 36.16,
"confidence": 0.26
}
|
erin92
|
bypass
| null | null | null |
No additional info
|
Auth bypass for erin92 via password from 10.67.211.109 No additional info
| null | null | null | null |
10.67.211.109
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
password
|
40:0c:a0:c8:ea:a8
|
26ca7560-fa27-45ca-8a6a-60d43599bcf5
| 2025-04-12T07:58:30 |
ids_alert
|
ArcSight v7.4.0
|
critical
|
CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|critical| desc=ArcSight Alert: XSS detected from 42.75.61.163 targeting 19.152.25.139 MITRE Technique: T1218.011
|
{
"geo_location": "Brazil",
"device_hash": "4dd68df9d744b2802059eac5295f766a",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/16.0.869.0 Safari/533.2",
"session_id": "f4712ffd-61c8-434a-919c-dfb20bd1417d",
"risk_score": 58.35,
"confidence": 0.41
}
| null | null | null | null | null |
MITRE Technique: T1218.011
|
ArcSight Alert: XSS detected from 42.75.61.163 targeting 19.152.25.139 MITRE Technique: T1218.011
| null | null | null | null |
42.75.61.163
|
19.152.25.139
|
XSS
|
SIG-2860
|
Exploit
| null | null | null | null | null | null | null | null | null | null | null | null |
d056579a-bb8e-4e42-a0d7-007f614a93b6
| 2025-04-06T04:48:45 |
endpoint
|
Elastic SIEM v8.9.0
|
medium
|
CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection after by tschwartz No additional info noise=important|finish|best
|
{
"geo_location": "Botswana",
"device_hash": "d83325688e03fb9f26768be0a864d50ab834ee8b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/62.0.824.0 Safari/531.2",
"session_id": "d8351b6c-8254-4ca6-a4c0-031fa59f01e4",
"risk_score": 68.9,
"confidence": 0.2
}
|
tschwartz
|
memory_injection
|
after
| 2,324 |
explorer.exe
|
No additional info
|
Endpoint memory_injection after by tschwartz No additional info
|
{
"baseline_deviation": 2.85,
"entropy": 7.84,
"frequency_anomaly": false,
"sequence_anomaly": true
}
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f2bf3339-464a-4a08-8ea1-5621017a05fa
| 2025-03-22T13:13:18 |
cloud
|
Carbon Black v7.8.0
|
high
|
CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in AWS by karenwilliams No additional info
|
{
"geo_location": "Jamaica",
"device_hash": "abf21eddce27b2bed8a04b4c7171e5c6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/535.22.7 (KHTML, like Gecko) Version/4.0.2 Safari/535.22.7",
"session_id": "5b9f72ef-2cc8-44ee-9041-9c5d47065d53",
"risk_score": 34.05,
"confidence": 0.24
}
|
karenwilliams
|
config_change
| null | null | null |
No additional info
|
Cloud config_change in AWS by karenwilliams No additional info
| null | null | null | null | null | null | null | null | null |
AWS
|
res-f8dc50d7
| null | null | null | null | null | null | null | null | null | null |
04706d89-8f20-4af8-8264-afd00973cb50
| 2025-05-18T07:01:20 |
auth
|
FireEye HX v4.5.0
|
medium
|
CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for ggriffin via key from 46.75.123.215 Associated Threat Actor: APT41
|
{
"geo_location": "Iceland",
"device_hash": "fab1eaf8d8cac8c4ac48bb04d27e0a7d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_4 rv:3.0; fy-DE) AppleWebKit/531.47.3 (KHTML, like Gecko) Version/5.1 Safari/531.47.3",
"session_id": "4946b9bc-15ba-445a-88c2-f975b26362b4",
"risk_score": 58.47,
"confidence": 0.26
}
|
ggriffin
|
locked
| null | null | null |
Associated Threat Actor: APT41
|
Auth locked for ggriffin via key from 46.75.123.215 Associated Threat Actor: APT41
| null | null | null | null |
46.75.123.215
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
key
|
20:cf:3e:93:54:99
|
932ee8f3-3d69-463a-b835-a6a3bca86325
| 2025-02-05T22:08:42 |
ids_alert
|
Zeek v5.0.0
|
medium
|
CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Credential Stuffing detected from 28.136.160.214 targeting N/A No additional info noise=5FC5E4E3
|
{
"geo_location": "Oman",
"device_hash": "11cb353c679bed11188d0e8858106f8d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/21.0.836.0 Mobile/26F851 Safari/534.1",
"session_id": "447f63c0-3a2e-44e4-b851-fdf514befc93",
"risk_score": 40.36,
"confidence": 0.25
}
| null | null | null | null | null |
No additional info
|
Zeek Alert: Credential Stuffing detected from 28.136.160.214 targeting N/A No additional info
| null | null | null | null |
28.136.160.214
|
N/A
|
Credential Stuffing
|
SIG-7732
|
Evasion
| null | null | null | null | null | null | null | null | null | null | null | null |
5ad9ab0f-7dc8-49a1-9e29-dced5a6c153b
| 2025-02-18T21:29:34 |
firewall
|
CrowdStrike v6.45.0
|
medium
|
CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only ICMP traffic from 221.168.20.54:651 to 10.222.92.76:1018 No additional info
|
{
"geo_location": "Samoa",
"device_hash": "6621ca763702a9bf1e1d070a47731686f4aadfd1521f52de353f9aa0961f87b5",
"user_agent": "Opera/8.26.(X11; Linux x86_64; oc-FR) Presto/2.9.186 Version/10.00",
"session_id": "6407cd2e-412f-41b1-9449-a5c92b7ac185",
"risk_score": 33.88,
"confidence": 0.95
}
| null |
log-only
| null | null | null |
No additional info
|
Firewall log-only ICMP traffic from 221.168.20.54:651 to 10.222.92.76:1018 No additional info
| null | null | null | null |
221.168.20.54
|
10.222.92.76
| null | null | null | null | null | null | null | null | 651 | 1,018 |
ICMP
| 775,875 | 2,682 | null | null |
c8c40811-33e3-423e-b2b0-323d7a387b96
| 2025-03-29T19:40:32 |
iot
|
Zeek v5.0.0
|
low
|
CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor firmware_update MITRE Technique: T1574.002
|
{
"geo_location": "Russia",
"device_hash": "47fd3609c57ce931cfa6011bb5ac52c1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/47.0.843.0 Safari/533.1",
"session_id": "f35d8a82-8b8c-4f9c-9e5c-1a7009c91401",
"risk_score": 81.81,
"confidence": 0.46
}
| null |
firmware_update
| null | null | null |
MITRE Technique: T1574.002
|
IoT device Sensor firmware_update MITRE Technique: T1574.002
| null |
Sensor
|
iot-07eb82ce
|
3.6
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0621e39c-f2d3-48d0-896a-f899271480e0
| 2025-05-24T19:54:48 |
ids_alert
|
FireEye HX v4.5.0
|
critical
|
CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=FireEye HX Alert: Supply Chain Compromise detected from 7.112.154.134 targeting N/A No additional info
|
{
"geo_location": "Kyrgyz Republic",
"device_hash": "c180eba9f9ad355f9187766fd8dda5fd1bb1c4dc76a2b000af0ecf3f34f35dd5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_6; rv:1.9.5.20) Gecko/2246-12-01 10:18:02 Firefox/3.6.8",
"session_id": "13f7ff9f-a460-42e0-942a-e03f56ae845f",
"risk_score": 28.47,
"confidence": 0.22
}
| null | null | null | null | null |
No additional info
|
FireEye HX Alert: Supply Chain Compromise detected from 7.112.154.134 targeting N/A No additional info
| null | null | null | null |
7.112.154.134
|
N/A
|
Supply Chain Compromise
|
SIG-8501
|
Evasion
| null | null | null | null | null | null | null | null | null | null | null | null |
5cb24f57-c14e-4304-9f81-10b6061bc48f
| 2025-03-19T06:49:39 |
ai
|
Palo Alto Cortex v3.0.0
|
medium
|
CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by hbenjamin No additional info
|
{
"geo_location": "El Salvador",
"device_hash": "ddff01264d0ea703717d10d49f9dfc65d5bfebe6",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/17.0.892.0 Safari/535.0",
"session_id": "71d2f252-1364-42cf-bfce-5ce660aed134",
"risk_score": 67.75,
"confidence": 0.74
}
|
hbenjamin
|
api_abuse
| null | null | null |
No additional info
|
AI system api_abuse by hbenjamin No additional info
| null | null | null | null | null | null | null | null | null | null | null |
model-384507f0
|
3a74d63e89412aee8c8d7c18356f7f36
|
2dd82e309ed88f7eb48e4d1454ad4ef027c34694
| null | null | null | null | null | null | null |
930c500e-7a70-47a1-8950-57938fb82056
| 2025-06-16T08:39:53 |
auth
|
Zeek v5.0.0
|
high
|
CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for amberbates via biometric from 198.207.24.241 No additional info noise=wp-content/blog
|
{
"geo_location": "Morocco",
"device_hash": "83cbe3c5e8b48e24d23f8d0952d46465c0fbf8bfd5a215796516ed2091b61d27",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/6503-09-13 02:29:45 Firefox/4.0",
"session_id": "b94c3e24-252b-4aea-bc6c-d1ce2c56a62f",
"risk_score": 34.87,
"confidence": 0.54
}
|
amberbates
|
failed
| null | null | null |
No additional info
|
Auth failed for amberbates via biometric from 198.207.24.241 No additional info
|
{
"baseline_deviation": 1.6,
"entropy": 5.72,
"frequency_anomaly": false,
"sequence_anomaly": false
}
| null | null | null |
198.207.24.241
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
biometric
|
a7:42:61:5a:e8:aa
|
2396a58c-33e9-47fc-a972-85ac99a87e9f
| 2025-07-07T21:11:32 |
endpoint
|
Suricata v6.0.10
|
high
|
CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism /son/evidence.webm by shelly67 MITRE Technique: T1059.005 noise=reflect|state|heart
|
{
"geo_location": "Guadeloupe",
"device_hash": "3adb87fd34b7266ca62fd256419dc33a5a8f71f4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/534.9.3 (KHTML, like Gecko) Version/5.1 Safari/534.9.3",
"session_id": "d8dc3128-a534-4299-a905-0bec461ef00e",
"risk_score": 42.31,
"confidence": 0.21
}
|
shelly67
|
persistence_mechanism
|
/son/evidence.webm
| 4,855 |
cmd.exe
|
MITRE Technique: T1059.005
|
Endpoint persistence_mechanism /son/evidence.webm by shelly67 MITRE Technique: T1059.005
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b63cb952-9129-45c5-969f-d4b4a49707a6
| 2025-03-01T08:23:02 |
ids_alert
|
Trellix v10.7.0
|
medium
|
CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: Cloud API Abuse detected from 15.153.223.211 targeting 71.254.30.113 No additional info
|
{
"geo_location": "Sri Lanka",
"device_hash": "510e8f77b76531165b29c4eb46374785c4de84453d19ea15d5c9aee24600a188",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8017-12-27 02:53:50 Firefox/3.8",
"session_id": "8713662f-7ba7-45f4-aaa3-9a66156383d0",
"risk_score": 36.01,
"confidence": 0.02
}
| null | null | null | null | null |
No additional info
|
Trellix Alert: Cloud API Abuse detected from 15.153.223.211 targeting 71.254.30.113 No additional info
| null | null | null | null |
15.153.223.211
|
71.254.30.113
|
Cloud API Abuse
|
SIG-4755
|
Policy
| null | null | null | null | null | null | null | null | null | null | null | null |
6e4d32ba-f506-4cb4-af7a-eaa7d10059ca
| 2025-01-28T10:50:19 |
ids_alert
|
OSSEC v3.7.0
|
high
|
CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|high| desc=OSSEC Alert: Zero-Day Exploit detected from 95.174.154.129 targeting 44.59.188.19 No additional info noise=8F90CA01
|
{
"geo_location": "Lithuania",
"device_hash": "9d2827143c959b708eed4cd7c099ede6365fd8d5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; shs-CA) AppleWebKit/532.9.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.9.2",
"session_id": "3bea1f5e-9f86-4f48-a692-392d632ae850",
"risk_score": 67.71,
"confidence": 0.95
}
| null | null | null | null | null |
No additional info
|
OSSEC Alert: Zero-Day Exploit detected from 95.174.154.129 targeting 44.59.188.19 No additional info
| null | null | null | null |
95.174.154.129
|
44.59.188.19
|
Zero-Day Exploit
|
SIG-2812
|
Malware
| null | null | null | null | null | null | null | null | null | null | null | null |
68cf5123-b46f-454b-8461-287411e17764
| 2025-03-06T05:06:10 |
endpoint
|
Splunk v9.0.2
|
medium
|
CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change cultural by dgarcia Associated Threat Actor: Wizard Spider
|
{
"geo_location": "Iraq",
"device_hash": "8fd2bd12218ce53c1ec202fa50e0c6d4",
"user_agent": "Opera/8.64.(Windows NT 10.0; gu-IN) Presto/2.9.163 Version/10.00",
"session_id": "57b95338-372d-4f7c-8fe3-e47ad89c8548",
"risk_score": 33.21,
"confidence": 0.17
}
|
dgarcia
|
registry_change
|
cultural
| 6,573 |
explorer.exe
|
Associated Threat Actor: Wizard Spider
|
Endpoint registry_change cultural by dgarcia Associated Threat Actor: Wizard Spider
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0dcd9286-64d0-4d04-a3ce-ce08babe9111
| 2025-07-06T16:48:13 |
network
|
Vectra AI v5.0.0
|
high
|
CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 102.115.166.74 to 47.1.225.127 No additional info
|
{
"geo_location": "Montserrat",
"device_hash": "ad45f0829d31cc5fad64f9942bdface0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; szl-PL) AppleWebKit/533.21.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6533.21.4",
"session_id": "3201ff4c-5d17-46b6-88eb-f3729f20cc7c",
"risk_score": 39.32,
"confidence": 0.53
}
| null |
data_exfiltration
| null | null | null |
No additional info
|
Network data_exfiltration from 102.115.166.74 to 47.1.225.127 No additional info
| null | null | null | null |
102.115.166.74
|
47.1.225.127
| null | null | null | null | null | null | null | null | null | null |
ICMP
| 524,922 | null | null | null |
1dbf8d79-2246-4764-a37f-93d8a70e5bf0
| 2025-05-27T00:14:46 |
ai
|
AlienVault v5.7.0
|
high
|
CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by michael48 No additional info
|
{
"geo_location": "Monaco",
"device_hash": "da5cae09fa89b6e20b4070f8b7ded547c10c0251",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.1)",
"session_id": "24e9ca56-5c73-4585-ad2d-81a47661e446",
"risk_score": 42.02,
"confidence": 0.18
}
|
michael48
|
model_inversion
| null | null | null |
No additional info
|
AI system model_inversion by michael48 No additional info
| null | null | null | null | null | null | null | null | null | null | null |
model-cf9d0b65
|
660eec2d3aef8093e3eeb1018a67574b
|
d20a45fad8d7e70195374407567d5a8cde701a51
| null | null | null | null | null | null | null |
e7f0d6b3-7f0f-47a6-a54c-1630124ea1c6
| 2025-06-18T15:49:23 |
cloud
|
Carbon Black v7.8.0
|
medium
|
CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in AWS by mmoore No additional info
|
{
"geo_location": "Costa Rica",
"device_hash": "318d22042f7f843e26d9ce3da0ee876b32b45770",
"user_agent": "Mozilla/5.0 (Android 7.1.2; Mobile; rv:9.0) Gecko/9.0 Firefox/9.0",
"session_id": "86a5aef5-140a-4468-9bc5-573d9f18cef7",
"risk_score": 30.48,
"confidence": 0.4
}
|
mmoore
|
storage_access
| null | null | null |
No additional info
|
Cloud storage_access in AWS by mmoore No additional info
|
{
"baseline_deviation": 1.84,
"entropy": 2.31,
"frequency_anomaly": false,
"sequence_anomaly": false
}
| null | null | null | null | null | null | null | null |
AWS
|
res-1ca717f0
| null | null | null | null | null | null | null | null | null | null |
d57b472e-9c65-482d-833d-8febb7517bde
| 2025-05-19T13:39:10 |
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 10.236.104.192 targeting 163.27.75.111 No additional info
|
{
"geo_location": "Germany",
"device_hash": "8a8245d9106f635e314d29ab901e0e2f",
"user_agent": "Opera/8.40.(X11; Linux x86_64; ka-GE) Presto/2.9.161 Version/10.00",
"session_id": "b5635085-7c36-4f95-bad7-bb7d91492456",
"risk_score": 34.36,
"confidence": 0.92
}
| null | null | null | null | null |
No additional info
|
AlienVault Alert: Zero-Day Exploit detected from 10.236.104.192 targeting 163.27.75.111 No additional info
| null | null | null | null |
10.236.104.192
|
163.27.75.111
|
Zero-Day Exploit
|
SIG-6401
|
Malware
| null | null | null | null | null | null | null | null | null | null | null | null |
9c1c0c2d-ad8e-4935-826a-24c2207b6633
| 2025-02-25T00:47:39 |
network
|
Suricata v6.0.10
|
medium
|
CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|medium| desc=Network covert_channel from 163.206.2.180 to 223.42.182.122 MITRE Technique: T1218.011
|
{
"geo_location": "North Korea",
"device_hash": "59397d94fa9ea9ccba5daa9a6d23c2c3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/39.0.804.0 Safari/536.1",
"session_id": "4523b235-ee69-4c1c-9f22-9d12d14f2385",
"risk_score": 45.1,
"confidence": 0.67
}
| null |
covert_channel
| null | null | null |
MITRE Technique: T1218.011
|
Network covert_channel from 163.206.2.180 to 223.42.182.122 MITRE Technique: T1218.011
| null | null | null | null |
163.206.2.180
|
223.42.182.122
| null | null | null | null | null | null | null | null | null | null |
HTTPS
| 160,829 | null | null | null |
033b01df-d6ce-4a58-9a54-7b9cb186f8fd
| 2025-01-15T16:40:17 |
cloud
|
OSSEC v3.7.0
|
high
|
CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in OCI by vasquezsamuel MITRE Technique: T1547.001
|
{
"geo_location": "Estonia",
"device_hash": "055c4a05579d042f86c675c1b465fb54bd275f549bc8795be74072790fe85f2a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.12.6 (KHTML, like Gecko) Version/5.0 Safari/535.12.6",
"session_id": "0a5faad9-5c82-4395-9293-7b476b8206e7",
"risk_score": 60,
"confidence": 0.44
}
|
vasquezsamuel
|
crypto_mining
| null | null | null |
MITRE Technique: T1547.001
|
Cloud crypto_mining in OCI by vasquezsamuel MITRE Technique: T1547.001
| null | null | null | null | null | null | null | null | null |
OCI
|
res-b0f6bab3
| null | null | null | null | null | null | null | null | null | null |
51683a54-188e-4ecb-b7d5-4561b84232da
| 2025-04-02T05:30:04 |
network
|
Snort v2.9.20
|
info
|
CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network beaconing from 193.69.47.209 to 10.121.66.67 No additional info noise=QXQgc3RvcC4=
|
{
"geo_location": "United Arab Emirates",
"device_hash": "40e0e5e8774c1e9f071d9e77a262b7f1112364423d975b5124388705b03e14aa",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.7.1 (KHTML, like Gecko) Version/4.1 Safari/534.7.1",
"session_id": "fa139b82-6b56-4fa5-95c0-28e5fd5e4e50",
"risk_score": 73.9,
"confidence": 0.49
}
| null |
beaconing
| null | null | null |
No additional info
|
Network beaconing from 193.69.47.209 to 10.121.66.67 No additional info
| null | null | null | null |
193.69.47.209
|
10.121.66.67
| null | null | null | null | null | null | null | null | null | null |
HTTP
| 198,813 | null | null | null |
c9dcf52c-8ab8-4a13-a3a5-57d85b602d88
| 2025-01-31T17:25:04 |
iot
|
Tanium v7.4.0
|
medium
|
CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat protocol_violation No additional info noise=teacher|heavy|red
|
{
"geo_location": "Bangladesh",
"device_hash": "46748e5ca6edb3ea43eaf8ff59b6dfee",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.7.5 (KHTML, like Gecko) Version/5.0 Safari/532.7.5",
"session_id": "3f68c5e0-c8ce-448c-b970-244bbf8b9580",
"risk_score": 49.58,
"confidence": 0.68
}
| null |
protocol_violation
| null | null | null |
No additional info
|
IoT device Thermostat protocol_violation No additional info
| null |
Thermostat
|
iot-60940e93
|
4.8
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
949575c6-f822-486a-aa00-66dd5e598f80
| 2025-05-08T22:00:20 |
iot
|
Snort v2.9.20
|
critical
|
CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|critical| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1071.001
|
{
"geo_location": "Ireland",
"device_hash": "3f8569faa0581189d7aad6234be79822361d9331a565f7f5e7d04d1c72daef1a",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_0; rv:1.9.4.20) Gecko/6399-06-15 21:02:31 Firefox/7.0",
"session_id": "196ca21b-797f-4e29-b216-4e5318564965",
"risk_score": 15.34,
"confidence": 0.05
}
| null |
sensor_spoofing
| null | null | null |
MITRE Technique: T1071.001
|
IoT device HVAC sensor_spoofing MITRE Technique: T1071.001
| null |
HVAC
|
iot-d1d79ad6
|
6.7
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
85a750c1-7412-40c7-a874-d21557453d97
| 2025-04-07T15:31:36 |
ai
|
Palo Alto Cortex v3.0.0
|
low
|
CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by kanderson No additional info
|
{
"geo_location": "Israel",
"device_hash": "199512f6ce5790d1ce2575b7aead42b6",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_4 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/18.4u0236.0 Mobile/10S972 Safari/534.2",
"session_id": "81d0e302-501d-491b-a539-06580abda00d",
"risk_score": 48.9,
"confidence": 0.8
}
|
kanderson
|
training_data_poisoning
| null | null | null |
No additional info
|
AI system training_data_poisoning by kanderson No additional info
| null | null | null | null | null | null | null | null | null | null | null |
model-48ce31e7
|
b8d4a3bddcfcf887214b03847b796e14f1f26e61
|
5803fb6724fb0c3ec48fad75473cdb70
| null | null | null | null | null | null | null |
c660bc9d-a361-4d75-88d5-0ea375c51370
| 2023-03-21T16:45:02 |
ai
|
Wazuh v4.5.0
|
high
|
CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by ggood MITRE Technique: T1566.001
|
{
"geo_location": "Montserrat",
"device_hash": "f4b19b4a9433c54cec081701b8702263",
"user_agent": "Opera/8.62.(Windows NT 11.0; af-ZA) Presto/2.9.185 Version/12.00",
"session_id": "5e339e8c-b5fe-4a5e-a1b6-28b0d9d8ae4e",
"risk_score": 48.68,
"confidence": 0.32
}
|
ggood
|
training_data_poisoning
| null | null | null |
MITRE Technique: T1566.001
|
AI system training_data_poisoning by ggood MITRE Technique: T1566.001
| null | null | null | null | null | null | null | null | null | null | null |
model-59348e5a
|
3ba13e422aabd7d734be5a730dac78c5
|
f0b3611734ee4bb70c92a71dea0edfde5e541649
| null | null | null | null | null | null | null |
0495583b-34c0-48eb-9f97-c44bd3b6d108
| 2025-03-03T20:57:36 |
iot
|
Microsoft Sentinel v1.0.0
|
medium
|
CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor command_injection MITRE Technique: T1078.004
|
{
"geo_location": "Kiribati",
"device_hash": "3f7ef6acf3d494692d81b22a694704c888659fb3ba219ba0a7a46bd4232006a7",
"user_agent": "Opera/8.23.(Windows NT 5.01; bo-CN) Presto/2.9.166 Version/12.00",
"session_id": "c056c4a4-1734-49bd-b52e-eea48c092369",
"risk_score": 44.45,
"confidence": 0.15
}
| null |
command_injection
| null | null | null |
MITRE Technique: T1078.004
|
IoT device Sensor command_injection MITRE Technique: T1078.004
| null |
Sensor
|
iot-ff3ca055
|
3.8
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
88da2665-f217-470b-97c7-f40f28c38b01
| 2025-04-12T18:37:33 |
ids_alert
|
Suricata v6.0.10
|
low
|
CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: Domain Fronting detected from 69.227.20.239 targeting 120.192.105.246 Obfuscated payload detected
|
{
"geo_location": "North Korea",
"device_hash": "2117977f53751808f650c6263b47e97a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/33.0.881.0 Mobile/43W695 Safari/536.0",
"session_id": "d690f2fd-5266-4f7c-acc4-f7028a41308c",
"risk_score": 47.88,
"confidence": 0.19
}
| null | null | null | null | null |
Obfuscated payload detected
|
Suricata Alert: Domain Fronting detected from 69.227.20.239 targeting 120.192.105.246 Obfuscated payload detected
|
{
"baseline_deviation": 2.7,
"entropy": 2.3,
"frequency_anomaly": false,
"sequence_anomaly": false
}
| null | null | null |
69.227.20.239
|
120.192.105.246
|
Domain Fronting
|
SIG-1559
|
Policy
| null | null | null | null | null | null | null | null | null | null | null | null |
34347f40-30e9-446e-8cd1-4a67dbb891a4
| 2025-03-28T23:40:01 |
iot
|
LogRhythm v7.5.0
|
info
|
CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat protocol_violation MITRE Technique: T1134.001
|
{
"geo_location": "Bosnia and Herzegovina",
"device_hash": "4e682b4b96eff8715f36a3baa1b3ba3f",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_2 rv:4.0; ru-UA) AppleWebKit/535.44.3 (KHTML, like Gecko) Version/5.0.1 Safari/535.44.3",
"session_id": "5012cad3-6c9f-4a80-b5ac-3666310d3be7",
"risk_score": 57.34,
"confidence": 0.33
}
| null |
protocol_violation
| null | null | null |
MITRE Technique: T1134.001
|
IoT device Thermostat protocol_violation MITRE Technique: T1134.001
| null |
Thermostat
|
iot-41ae42f8
|
3.0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a06c6d0f-b745-4059-96a4-c08cf2b8941d
| 2025-02-28T00:35:21 |
auth
|
Zeek v5.0.0
|
high
|
CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for michaelhoward via SAML from 196.84.148.183 No additional info
|
{
"geo_location": "Bosnia and Herzegovina",
"device_hash": "dcf98a8eed1acf11eba2cb4d53e817f7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/533.15.2 (KHTML, like Gecko) Version/4.0 Safari/533.15.2",
"session_id": "64148d01-160a-40ae-b527-0aa2d419ec5e",
"risk_score": 36.84,
"confidence": 0.4
}
|
michaelhoward
|
failed
| null | null | null |
No additional info
|
Auth failed for michaelhoward via SAML from 196.84.148.183 No additional info
| null | null | null | null |
196.84.148.183
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
SAML
|
b8:64:95:f8:1f:0c
|
a1f6fcc6-229a-4bf3-a167-fbb1a0420b4c
| 2025-07-05T05:41:58 |
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 brownshannon No additional info
|
{
"geo_location": "Mauritius",
"device_hash": "14d6f2206516fd64d521a4a86c548b90295e5323",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/42.0.840.0 Safari/531.0",
"session_id": "79a135d6-a24d-4f74-9102-cb247b73c419",
"risk_score": 64.62,
"confidence": 0.86
}
|
brownshannon
|
training_data_poisoning
| null | null | null |
No additional info
|
AI system training_data_poisoning by brownshannon No additional info
|
{
"baseline_deviation": 2.37,
"entropy": 6.85,
"frequency_anomaly": true,
"sequence_anomaly": false
}
| null | null | null | null | null | null | null | null | null | null |
model-165a3148
|
ec9cea7a24b012c3f3dea5793b69dfa2b14b39c4804622c92e6c89f16250c3e3
|
2d7363ab2ced04a67329d538d000faa58c886ce46f20db9df5502e0082e69672
| null | null | null | null | null | null | null |
d0fbe737-b7a1-40b3-8999-784558ba1388
| 2025-03-31T17:28:20 |
ai
|
Microsoft Sentinel v1.0.0
|
info
|
CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by mccartyjessica MITRE Technique: T1543.003
|
{
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "1de4d5e45470f6ed73c69f78c4e5256d0566f076a437a352085552547f0a103e",
"user_agent": "Opera/8.41.(Windows NT 5.0; zh-HK) Presto/2.9.174 Version/12.00",
"session_id": "410ca01a-72e0-4520-b354-8d85076022b2",
"risk_score": 58.95,
"confidence": 0.24
}
|
mccartyjessica
|
membership_inference
| null | null | null |
MITRE Technique: T1543.003
|
AI system membership_inference by mccartyjessica MITRE Technique: T1543.003
| null | null | null | null | null | null | null | null | null | null | null |
model-e7cb506e
|
569e4a8b834deac0335b8984b4297183
|
7f13c55a64ea8adb0fd24dbb4f72f1be83f8c366
| null | null | null | null | null | null | null |
c8344fdb-1f1e-4a95-a8e5-163eb1380b1c
| 2025-02-06T08:03:14 |
firewall
|
Wazuh v4.5.0
|
low
|
CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall inspect SMB traffic from 10.9.215.252:815 to 27.67.240.69:719 Associated Threat Actor: Wizard Spider
|
{
"geo_location": "Cambodia",
"device_hash": "b3437a11d6a8b04e1f76a451abe6df3cb60c717f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; the-NP) AppleWebKit/534.36.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6534.36.4",
"session_id": "748b456b-7a32-4528-9e1d-f7e490a222b3",
"risk_score": 67.5,
"confidence": 0.73
}
| null |
inspect
| null | null | null |
Associated Threat Actor: Wizard Spider
|
Firewall inspect SMB traffic from 10.9.215.252:815 to 27.67.240.69:719 Associated Threat Actor: Wizard Spider
| null | null | null | null |
10.9.215.252
|
27.67.240.69
| null | null | null | null | null | null | null | null | 815 | 719 |
SMB
| 336,519 | 3,469 | null | null |
3ff6ea63-9549-4a79-a3d5-04b4722c3b95
| 2025-02-19T07:52:39 |
ai
|
Vectra AI v5.0.0
|
high
|
CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by adrian73 MITRE Technique: T1071.001
|
{
"geo_location": "Korea",
"device_hash": "9b769a527dc8f71b8537747ed019cafaad15ecbb4ab828b9c3f27241096906e1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.40.6 (KHTML, like Gecko) Version/5.0.3 Safari/535.40.6",
"session_id": "a65d5ab1-9418-4e5b-94e4-1f47e99f0a60",
"risk_score": 42.39,
"confidence": 0.42
}
|
adrian73
|
api_abuse
| null | null | null |
MITRE Technique: T1071.001
|
AI system api_abuse by adrian73 MITRE Technique: T1071.001
| null | null | null | null | null | null | null | null | null | null | null |
model-45251a38
|
771df2f33810c126353594d4bf93b072
|
bee8e54ab282ef10434e75997e9b73244a46735c3ffd156308d3bad02270a070
| null | null | null | null | null | null | null |
3a11d275-b90e-4263-bf5b-25772be1f477
| 2025-02-19T21:10:40 |
network
|
Trellix v10.7.0
|
critical
|
CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 202.203.107.211 to 200.175.225.104 MITRE Technique: T1059.005
|
{
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "b53242671b8a573715b30008a281136e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.0)",
"session_id": "5ba54929-c478-48d1-b8c6-1c5af4dceb9e",
"risk_score": 45.7,
"confidence": 0.72
}
| null |
covert_channel
| null | null | null |
MITRE Technique: T1059.005
|
Network covert_channel from 202.203.107.211 to 200.175.225.104 MITRE Technique: T1059.005
| null | null | null | null |
202.203.107.211
|
200.175.225.104
| null | null | null | null | null | null | null | null | null | null |
TCP
| 972,496 | null | null | null |
6eb88148-b04a-460c-8700-57b79489d862
| 2025-02-19T03:06:02 |
ai
|
Darktrace v6.0.0
|
info
|
CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by maria67 MITRE Technique: T1190
|
{
"geo_location": "Papua New Guinea",
"device_hash": "37811dbde187a7b0dadfd722327972a901247644901d4154346027eed8a3b62f",
"user_agent": "Opera/9.36.(X11; Linux i686; ss-ZA) Presto/2.9.161 Version/12.00",
"session_id": "5b36a378-3fdd-42f2-9228-fd261b0181cd",
"risk_score": 67.05,
"confidence": 0.03
}
|
maria67
|
fine_tuning
| null | null | null |
MITRE Technique: T1190
|
AI system fine_tuning by maria67 MITRE Technique: T1190
|
{
"baseline_deviation": 1.17,
"entropy": 6.85,
"frequency_anomaly": false,
"sequence_anomaly": true
}
| null | null | null | null | null | null | null | null | null | null |
model-04666a6d
|
2d94137231f7552f128f37fc9925a59e
|
ab5e40469d48a026e657df902d62f10fcd95b3d4343cee729c89648dce0452d0
| null | null | null | null | null | null | null |
8d988d1a-a639-4bba-8742-1118c836f729
| 2025-05-23T04:17:09 |
cloud
|
Tanium v7.4.0
|
info
|
CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in Alibaba by ajohnson MITRE Technique: T1547.001
|
{
"geo_location": "Mongolia",
"device_hash": "2030ff2a7faf7a8b41e1962eadc84b12",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_3) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/52.0.895.0 Safari/535.2",
"session_id": "5dd7f3df-58f1-43cd-8eee-59d575074601",
"risk_score": 50.04,
"confidence": 0.7
}
|
ajohnson
|
permission_escalation
| null | null | null |
MITRE Technique: T1547.001
|
Cloud permission_escalation in Alibaba by ajohnson MITRE Technique: T1547.001
| null | null | null | null | null | null | null | null | null |
Alibaba
|
res-d81ac2c8
| null | null | null | null | null | null | null | null | null | null |
80fa7360-2a85-4769-8a9a-9cfdaac771d8
| 2025-05-29T23:08:42 |
endpoint
|
Suricata v6.0.10
|
high
|
CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection /least/individual.jpeg by williamslinda Living-off-the-land technique detected
|
{
"geo_location": "French Southern Territories",
"device_hash": "e3cac42b33e26c026507ded3553935647c8207847bcda52ab130ade5c1e91d84",
"user_agent": "Opera/8.62.(X11; Linux i686; ayc-PE) Presto/2.9.163 Version/12.00",
"session_id": "e55fb79e-dd0d-4201-8153-cd2097331293",
"risk_score": 39.89,
"confidence": 0.22
}
|
williamslinda
|
memory_injection
|
/least/individual.jpeg
| 2,909 |
powershell.exe
|
Living-off-the-land technique detected
|
Endpoint memory_injection /least/individual.jpeg by williamslinda Living-off-the-land technique detected
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3e39360b-f68c-4d90-9cc6-bc9187a703a8
| 2025-03-25T16:00:16 |
endpoint
|
Zeek v5.0.0
|
low
|
CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /state/family.txt by matthewellis No additional info noise=SSBwYXNzLg==
|
{
"geo_location": "Cambodia",
"device_hash": "1dda6c1ed69b3016fac81714004470374b693a4afbd4df678eea37cd501270dc",
"user_agent": "Mozilla/5.0 (Linux; Android 4.1.1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/17.0.810.0 Safari/535.1",
"session_id": "3f509e67-677e-4017-87b6-217196cca636",
"risk_score": 31.38,
"confidence": 0.32
}
|
matthewellis
|
file_access
|
/state/family.txt
| 9,348 |
explorer.exe
|
No additional info
|
Endpoint file_access /state/family.txt by matthewellis No additional info
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c6d02524-f993-4f0b-856c-a1b8ab5c7944
| 2025-04-05T09:19:54 |
firewall
|
LogRhythm v7.5.0
|
critical
|
CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect SMB traffic from 9.197.18.37:971 to 88.47.111.67:63 No additional info
|
{
"geo_location": "Solomon Islands",
"device_hash": "ab659c48085ebc2b328e7849e133e10d4f6aae09ac121f30286678ffda4086de",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_7 rv:2.0; af-ZA) AppleWebKit/533.35.3 (KHTML, like Gecko) Version/5.0 Safari/533.35.3",
"session_id": "1c14e07f-3f81-4b42-97f5-08ffc8339486",
"risk_score": 55.66,
"confidence": 0.15
}
| null |
inspect
| null | null | null |
No additional info
|
Firewall inspect SMB traffic from 9.197.18.37:971 to 88.47.111.67:63 No additional info
| null | null | null | null |
9.197.18.37
|
88.47.111.67
| null | null | null | null | null | null | null | null | 971 | 63 |
SMB
| 954,776 | 1,136 | null | null |
11f750a3-5dc1-42e9-a3db-03f7f5a14e7e
| 2025-02-08T00:57:29 |
auth
|
Trellix v10.7.0
|
high
|
CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|high| desc=Auth failed for crogers via SAML from 65.89.191.42 MITRE Technique: T1059.001
|
{
"geo_location": "Canada",
"device_hash": "3b87281c0bb52ed739c2793b4146fe88b4c0c5f8fc92f55b9f8d944277117a68",
"user_agent": "Mozilla/5.0 (Windows 98; mt-MT; rv:1.9.1.20) Gecko/4857-09-08 07:51:50 Firefox/3.8",
"session_id": "d4c5bb9c-4494-4616-b991-2a80cfe98370",
"risk_score": 63.54,
"confidence": 0.12
}
|
crogers
|
failed
| null | null | null |
MITRE Technique: T1059.001
|
Auth failed for crogers via SAML from 65.89.191.42 MITRE Technique: T1059.001
| null | null | null | null |
65.89.191.42
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
SAML
|
70:a2:95:3d:57:bc
|
511c0512-a710-4834-8010-adfc6f5c6b1d
| 2025-04-03T14:19:32 |
ai
|
ArcSight v7.4.0
|
critical
|
CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by alex73 MITRE Technique: T1566.001
|
{
"geo_location": "Comoros",
"device_hash": "5a93a9267e49b004fad5ad9b9e49379d4720058c63cdb88b003162c42f483d4a",
"user_agent": "Opera/8.68.(Windows NT 11.0; kk-KZ) Presto/2.9.161 Version/12.00",
"session_id": "251eff2a-557e-4950-9d54-d3b2f260f2a6",
"risk_score": 46.46,
"confidence": 0.96
}
|
alex73
|
model_inversion
| null | null | null |
MITRE Technique: T1566.001
|
AI system model_inversion by alex73 MITRE Technique: T1566.001
| null | null | null | null | null | null | null | null | null | null | null |
model-fe31440a
|
9ca1f8304787a9deed0803c88448c97c30b3b9148bdde802f006e28b6d1a4575
|
f028dbaef317a2072195fe1c3464dce8
| null | null | null | null | null | null | null |
901336e1-d8c0-420b-8ac7-39cc0e8699e2
| 2025-04-17T13:59:35 |
endpoint
|
Elastic SIEM v8.9.0
|
high
|
CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install senior by jgutierrez No additional info
|
{
"geo_location": "China",
"device_hash": "932bf1aa202b209d5e4d95131b786855595b1d27",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.1)",
"session_id": "fac8a425-a92e-414b-88d9-f559667c00bb",
"risk_score": 39.4,
"confidence": 0.08
}
|
jgutierrez
|
service_install
|
senior
| 9,422 |
svchost.exe
|
No additional info
|
Endpoint service_install senior by jgutierrez No additional info
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f679fb9c-31af-4afd-a7d9-9dd8245ecf39
| 2025-05-09T07:26:29 |
auth
|
CrowdStrike v6.45.0
|
low
|
CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth success for jobrien via MFA from 158.178.70.165 No additional info
|
{
"geo_location": "Austria",
"device_hash": "ee1d23076e20788c27bb56692a9b1bf26527609e6309dbac72c7ebed00fc76d1",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; brx-IN) AppleWebKit/532.1.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6532.1.4",
"session_id": "42c877cd-9b77-4e42-b82d-8f90b91395e2",
"risk_score": 33.96,
"confidence": 0.44
}
|
jobrien
|
success
| null | null | null |
No additional info
|
Auth success for jobrien via MFA from 158.178.70.165 No additional info
| null | null | null | null |
158.178.70.165
| null | null | null | null | null | null | null | null | null | null | null | null | null | null |
MFA
|
48:37:e6:e4:d9:d0
|
11952c84-526c-48df-bae6-b1b7a7b90070
| 2025-04-11T13:18:03 |
ai
|
Snort v2.9.20
|
high
|
CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|high| desc=AI system training_data_poisoning by nicholas15 MITRE Technique: T1053.005
|
{
"geo_location": "Portugal",
"device_hash": "6a0f516e3c890e3d9d6c54bfef3a558b2da5cfe9",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_2 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/28.0.845.0 Mobile/17A376 Safari/536.1",
"session_id": "58615f12-2ed7-4848-9987-dcb443f7c851",
"risk_score": 65.59,
"confidence": 0.33
}
|
nicholas15
|
training_data_poisoning
| null | null | null |
MITRE Technique: T1053.005
|
AI system training_data_poisoning by nicholas15 MITRE Technique: T1053.005
| null | null | null | null | null | null | null | null | null | null | null |
model-a1c44494
|
21b7536b0ee881c1b4186eac25447442c01384db
|
0dc0ccd416899ba6a3afc304ed2cb10c
| null | null | null | null | null | null | null |
27a3db4c-dfdc-4898-aa52-95cf0b60eda1
| 2025-01-27T07:23:14 |
iot
|
OSSEC v3.7.0
|
medium
|
CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor unusual_activity No additional info
|
{
"geo_location": "Bosnia and Herzegovina",
"device_hash": "479c4773c193b4e460dd44497ae2519f609f4179",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/24.0.850.0 Safari/536.2",
"session_id": "a7fa703e-d33a-4eb7-9910-7e92972e6baf",
"risk_score": 56.68,
"confidence": 0.3
}
| null |
unusual_activity
| null | null | null |
No additional info
|
IoT device Sensor unusual_activity No additional info
| null |
Sensor
|
iot-766a85af
|
10.7
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f667151-3e62-45eb-8d99-91d4a8a893e1
| 2025-04-23T13:36:01 |
network
|
CrowdStrike v6.45.0
|
high
|
CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 76.50.189.197 to 95.78.110.183 Unconventional IOC: Power consumption spikes noise=tags/posts/app
|
{
"geo_location": "Liechtenstein",
"device_hash": "90518b06ae56ae76136d29b40eac1d5f85349c73833b233f37b92bbc71026cc7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.0)",
"session_id": "38d65cc0-7901-451b-aa80-84896fa34925",
"risk_score": 58.41,
"confidence": 0.7
}
| null |
latency_spike
| null | null | null |
Unconventional IOC: Power consumption spikes
|
Network latency_spike from 76.50.189.197 to 95.78.110.183 Unconventional IOC: Power consumption spikes
| null | null | null | null |
76.50.189.197
|
95.78.110.183
| null | null | null | null | null | null | null | null | null | null |
TCP
| 929,395 | null | null | null |
775151d4-1ef9-4f9c-8817-204e14ee629e
| 2024-01-14T18:03:31 |
ids_alert
|
Tanium v7.4.0
|
high
|
CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|high| desc=Tanium Alert: ICS Attack detected from 214.24.129.164 targeting N/A Unconventional IOC: Bios timestamp anomalies
|
{
"geo_location": "Pakistan",
"device_hash": "a81ad5e36f78076c0606b26e630b0e0497013a2dd85aef7d2fbc6b1b0ab11684",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_8) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/17.0.855.0 Safari/536.0",
"session_id": "2c3bab93-df5a-4723-8d3c-3cdf265dc852",
"risk_score": 43.04,
"confidence": 0.6
}
| null | null | null | null | null |
Unconventional IOC: Bios timestamp anomalies
|
Tanium Alert: ICS Attack detected from 214.24.129.164 targeting N/A Unconventional IOC: Bios timestamp anomalies
| null | null | null | null |
214.24.129.164
|
N/A
|
ICS Attack
|
SIG-7611
|
Evasion
| null | null | null | null | null | null | null | null | null | null | null | null |
f1906ad9-75d8-48b6-b41e-654ea40ae323
| 2025-05-16T21:38:23 |
cloud
|
OSSEC v3.7.0
|
high
|
CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|high| desc=Cloud storage_access in Azure by matthewgraham MITRE Technique: T1574.002 noise=VGhvdWdoLg==
|
{
"geo_location": "United States Virgin Islands",
"device_hash": "95fd7b95988503ce084199af0676fd76",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_9; rv:1.9.2.20) Gecko/3615-04-05 09:58:39 Firefox/3.8",
"session_id": "d52fc9a2-1010-4ecb-92eb-4c9069c20d47",
"risk_score": 55.37,
"confidence": 0.79
}
|
matthewgraham
|
storage_access
| null | null | null |
MITRE Technique: T1574.002
|
Cloud storage_access in Azure by matthewgraham MITRE Technique: T1574.002
| null | null | null | null | null | null | null | null | null |
Azure
|
res-6c73e65a
| null | null | null | null | null | null | null | null | null | null |
fd86c88d-da1b-461c-879e-ffdefd4834c5
| 2025-05-23T18:48:04 |
iot
|
OSSEC v3.7.0
|
critical
|
CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Medical battery_drain MITRE Technique: T1543.003
|
{
"geo_location": "Macao",
"device_hash": "88c7551fc3e2298bde7c7e0c525a820df0d57175aed9433679c0637c26917204",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/40.0.891.0 Safari/533.0",
"session_id": "9c5e817e-e7ba-4a0b-bede-be2ae9fc5d56",
"risk_score": 41.54,
"confidence": 0.16
}
| null |
battery_drain
| null | null | null |
MITRE Technique: T1543.003
|
IoT device Medical battery_drain MITRE Technique: T1543.003
| null |
Medical
|
iot-feeb33cb
|
3.6
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.