event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
f894aeb8-f9ac-47a2-a1ba-6a3c1b31c827 | 2025-01-18T05:16:19 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: MFA Bypass detected from 18.19.88.20 targeting N/A No additional info | {
"geo_location": "Ecuador",
"device_hash": "fb0b761131cf3a14ec90b622d847c34f834a032b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.0; Trident/5.1)",
"session_id": "270ade4c-5f56-4007-af46-b7cd13c4c5f0",
"risk_score": 21.11,
"confidence": 0.14
} | 18.19.88.20 | N/A | MFA Bypass | SIG-1582 | Recon | No additional info | LogRhythm Alert: MFA Bypass detected from 18.19.88.20 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e8fcd271-2608-4c2f-88da-492960f0dde5 | 2025-03-28T05:32:47 | iot | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|info| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "New Zealand",
"device_hash": "ad822a63069056feb9a63601b5dbb8b123cd9f783239be0da26508e07063a163",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "ab0e7e35-7864-4f20-83a8-68252423dcbd",
"risk_score": 25.25,
"confidence": 0.43
} | null | null | null | null | null | No additional info | IoT device Camera battery_drain No additional info | battery_drain | null | null | null | null | null | null | {
"baseline_deviation": 2.85,
"entropy": 4.93,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Camera | iot-a92a9338 | 2.1 | null | null | null | null | null | null | null | null | null | null |
9169a7bd-de25-4992-8922-840ca3a2c7da | 2025-02-22T07:48:50 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in Azure by whernandez No additional info | {
"geo_location": "Anguilla",
"device_hash": "7d453018344e87bb268360118029d164",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.25.7 (KHTML, like Gecko) Version/5.0.2 Safari/533.25.7",
"session_id": "c3f31136-fd40-4b2e-9786-3471342897cc",
"risk_score": 0,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by whernandez No additional info | shadow_it | null | null | whernandez | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-ba7998b4 |
c4e9f529-f705-46ee-a32e-ec99df9ac1c4 | 2025-04-24T18:03:26 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow RDP traffic from 140.239.187.132:40433 to 63.59.226.251:38987 Geo anomaly: Impossible travel detected noise=E01C0F02 | {
"geo_location": "Kiribati",
"device_hash": "5e362cb10b091374d822aeb731fff2fef8e1db8d",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_2; rv:1.9.3.20) Gecko/6488-11-17 18:15:08 Firefox/3.8",
"session_id": "6a1de14e-ccc4-48b2-825f-26bab2e8fd17",
"risk_score": 31.64,
"confidence": 0.79
} | 140.239.187.132 | 63.59.226.251 | null | null | null | Geo anomaly: Impossible travel detected | Firewall allow RDP traffic from 140.239.187.132:40433 to 63.59.226.251:38987 Geo anomaly: Impossible travel detected | allow | 496,540 | RDP | null | null | null | null | null | null | null | null | 40,433 | 38,987 | 2,268 | null | null | null | null | null | null | null |
824e04de-5d5f-410f-8634-9a578aea3a48 | 2025-02-02T19:17:36 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall drop HTTPS traffic from 205.11.113.107:925 to 154.156.18.124:523 No additional info | {
"geo_location": "Georgia",
"device_hash": "002430abfb89d102d5d0344e142b5ca81a1b6c56b79cf52812d5dce4070367bd",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/21.0.814.0 Safari/535.2",
"session_id": "8844e29c-0212-486a-b378-6df6346b981b",
"risk_score": 39.65,
"confidence": 0.38
} | 205.11.113.107 | 154.156.18.124 | null | null | null | No additional info | Firewall drop HTTPS traffic from 205.11.113.107:925 to 154.156.18.124:523 No additional info | drop | 369,522 | HTTPS | null | null | null | null | null | null | null | null | 925 | 523 | 2,771 | null | null | null | null | null | null | null |
8f433915-2beb-44b1-9043-d021ed003ae5 | 2025-02-03T21:56:18 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in AWS by jamesgarrett Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Honduras",
"device_hash": "1395b0b4284df689a57def123835b1e7d4376f80",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/4.1)",
"session_id": "89a5bb9a-f9e3-4a6a-9ba2-120d5b2abf26",
"risk_score": 45.27,
"confidence": 0.56
} | null | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | Cloud storage_access in AWS by jamesgarrett Unconventional IOC: Thermal sensor anomalies | storage_access | null | null | jamesgarrett | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-29e0a2e2 |
0b54b64c-375f-4c83-8686-b56c4d0894b0 | 2025-04-10T11:29:04 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth locked for roger26 via MFA from 31.3.187.27 No additional info noise=9909EA99 | {
"geo_location": "Marshall Islands",
"device_hash": "31361d37df2b3b42488d55345f76db49ffbf44b9",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; eo-US; rv:1.9.2.20) Gecko/8833-04-11 05:08:24 Firefox/3.6.18",
"session_id": "a36828f2-5125-40cd-b673-69dd475d7587",
"risk_score": 30.23,
"confidence": 0.54
} | 31.3.187.27 | null | null | null | null | No additional info | Auth locked for roger26 via MFA from 31.3.187.27 No additional info | locked | null | null | roger26 | null | null | null | null | null | null | null | null | null | null | MFA | d7:ad:72:b8:dc:c2 | null | null | null | null | null |
1c92c96d-77b7-4d33-b4b2-0affadb0a363 | 2025-07-08T10:44:25 | firewall | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow HTTP traffic from 135.99.58.48:23813 to 2.234.172.185:928 No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "6311767c053f448876c6b3e5d9cb07ca",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/33.0.886.0 Safari/535.1",
"session_id": "08355c02-1c8e-4a68-9f4f-da6c81dcbe0c",
"risk_score": 27.41,
"confidence": 0.19
} | 135.99.58.48 | 2.234.172.185 | null | null | null | No additional info | Firewall allow HTTP traffic from 135.99.58.48:23813 to 2.234.172.185:928 No additional info | allow | 854,041 | HTTP | null | null | null | null | null | null | null | null | 23,813 | 928 | 3,136 | null | null | null | null | null | null | null |
ed98442f-90b2-428c-8856-588cb5bfc92d | 2025-03-18T05:01:43 | auth | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|info| desc=Auth bypass for ngilmore via password from 9.208.19.216 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "93ce0b17131301c67698b91762319129",
"user_agent": "Opera/9.95.(X11; Linux x86_64; kw-GB) Presto/2.9.182 Version/12.00",
"session_id": "ef691924-5850-431e-8e57-fdd165eb6a11",
"risk_score": 47.63,
"confidence": 0.46
} | 9.208.19.216 | null | null | null | null | No additional info | Auth bypass for ngilmore via password from 9.208.19.216 No additional info | bypass | null | null | ngilmore | null | null | null | null | null | null | null | null | null | null | password | b5:79:d8:69:5c:36 | null | null | null | null | null |
a76ebdf2-9958-47d7-854e-43d2d7f59e9c | 2025-06-22T07:11:33 | ids_alert | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|high| desc=QRadar Alert: Cloud API Abuse detected from 6.36.22.136 targeting N/A No additional info noise=my|discover|research | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "20dcdde3a1a4bfeedc192aac410436a7321877d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/4.1)",
"session_id": "cc4369c7-ad88-4b87-a8f1-44efd6339622",
"risk_score": 22.04,
"confidence": 0.81
} | 6.36.22.136 | N/A | Cloud API Abuse | SIG-7078 | Exploit | No additional info | QRadar Alert: Cloud API Abuse detected from 6.36.22.136 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d9c05093-36c0-47a4-be62-4cca389426c7 | 2026-10-19T11:47:09 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by nmosley No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "17f5ad8314e251e3fcb21392f4dd7f62b2f4985ea7099c84a87f87558f7d57b9",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/49.0.869.0 Safari/533.0",
"session_id": "59ef9edf-3637-4ad1-a932-ecabd2dbe081",
"risk_score": 66.87,
"confidence": 0.84
} | null | null | null | null | null | No additional info | AI system fine_tuning by nmosley No additional info | fine_tuning | null | null | nmosley | null | null | null | null | null | null | null | null | null | null | null | null | model-601c5ada | aa7b9fda93827dd9803abcc539623604dd82334f6872873392ae168492d8abf8 | 25fbd408dff80adc15f90ebaea5f3756ce2d8710c89da34a3a23bc571b04bf48 | null | null |
1ed53bb2-3110-43ef-a6d9-26ca2ca5fe60 | 2025-05-15T03:06:05 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine UDP traffic from 201.232.195.30:12 to 10.24.114.198:97 Geo anomaly: Impossible travel detected | {
"geo_location": "Saint Barthelemy",
"device_hash": "c55a0750e5b9a01497bd39a6d008b794",
"user_agent": "Opera/8.51.(Windows NT 5.01; an-ES) Presto/2.9.165 Version/10.00",
"session_id": "7dea71d4-2180-41a4-86a4-06363d16c95d",
"risk_score": 34.61,
"confidence": 0.39
} | 201.232.195.30 | 10.24.114.198 | null | null | null | Geo anomaly: Impossible travel detected | Firewall quarantine UDP traffic from 201.232.195.30:12 to 10.24.114.198:97 Geo anomaly: Impossible travel detected | quarantine | 714,777 | UDP | null | null | null | null | null | null | null | null | 12 | 97 | 768 | null | null | null | null | null | null | null |
3cff2197-f208-4ad8-9f01-fe3d16a47169 | 2025-05-23T01:26:54 | iot | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|low| desc=IoT device Medical sensor_spoofing MITRE Technique: T1486 noise=main/explore/list | {
"geo_location": "Serbia",
"device_hash": "232d7e1369b6e485f42388e475e8406a59ac94f791e2897eaaed26ffff35a4cb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/4.0)",
"session_id": "81bda2d8-5c07-4018-9237-2a57f05a9961",
"risk_score": 62.47,
"confidence": 0.06
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Medical sensor_spoofing MITRE Technique: T1486 | sensor_spoofing | null | null | null | null | null | null | null | Medical | iot-b8abe8df | 10.6 | null | null | null | null | null | null | null | null | null | null |
95577cd9-e0f7-4f53-ba6b-0b4688f19038 | 2025-04-27T17:31:53 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 195.194.38.82 to 62.70.20.241 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "ad1c05013bc100b187e3130b2d9b8bb8",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_3 rv:2.0; byn-ER) AppleWebKit/533.32.7 (KHTML, like Gecko) Version/4.0.3 Safari/533.32.7",
"session_id": "0f9ee197-b935-4e06-9cf5-907f65733cb3",
"risk_score": 58.22,
"confidence": 0.26
} | 195.194.38.82 | 62.70.20.241 | null | null | null | No additional info | Network bandwidth_usage from 195.194.38.82 to 62.70.20.241 No additional info | bandwidth_usage | 219,099 | ICMP | null | null | null | null | {
"baseline_deviation": 1.65,
"entropy": 5.79,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
57217476-89c2-48fc-8ede-16ac0c23ad77 | 2025-05-06T10:58:04 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network disconnection from 200.64.47.15 to 63.53.42.189 MITRE Technique: T1547.001 | Associated Threat Actor: APT41 noise=fine|particularly|her | {
"geo_location": "Hungary",
"device_hash": "2238b948f3ac26054aba157c935f4c5f",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; th-TH; rv:1.9.0.20) Gecko/5248-11-28 11:45:45 Firefox/3.8",
"session_id": "25b23c72-7d6f-435c-b87b-4903ac60423d",
"risk_score": 53.16,
"confidence": 0.16
} | 200.64.47.15 | 63.53.42.189 | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: APT41 | Network disconnection from 200.64.47.15 to 63.53.42.189 MITRE Technique: T1547.001 | Associated Threat Actor: APT41 | disconnection | 132,062 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8e5f896f-6ab9-4617-9340-eab3ba1cfbc0 | 2025-03-23T14:00:50 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network disconnection from 145.19.102.88 to 145.106.222.174 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "4244e9512f606ed70d973e0b90429fec00b6c20673e8638c27a3abce0e5040ec",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; ss-ZA) AppleWebKit/534.21.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6534.21.4",
"session_id": "33536eb9-66eb-474d-ae04-2184c3f54ab5",
"risk_score": 75.97,
"confidence": 0.55
} | 145.19.102.88 | 145.106.222.174 | null | null | null | No additional info | Network disconnection from 145.19.102.88 to 145.106.222.174 No additional info | disconnection | 648,908 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
90ef8cc1-bafb-440c-b69b-4620ad37534b | 2025-06-08T10:08:41 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 105.27.253.15 to 57.29.53.26 No additional info noise=search/wp-content | {
"geo_location": "Chad",
"device_hash": "1b4e4d3c8fa3351d0aa2cb5182fc20092fb70303",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.35.4 (KHTML, like Gecko) Version/5.0.1 Safari/531.35.4",
"session_id": "069f97c0-91e6-468d-a8a9-0fea994ecb6b",
"risk_score": 57.2,
"confidence": 0.85
} | 105.27.253.15 | 57.29.53.26 | null | null | null | No additional info | Network covert_channel from 105.27.253.15 to 57.29.53.26 No additional info | covert_channel | 403,032 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e02b853f-caf6-4fbc-a26e-dfae3dc38b3f | 2025-04-09T06:02:08 | ids_alert | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|low| desc=QRadar Alert: XSS detected from 211.121.30.215 targeting 24.37.55.109 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "15f481383f43c3d578e0ba074eaf8970b17969dc",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 8_4_1 like Mac OS X) AppleWebKit/534.0 (KHTML, like Gecko) CriOS/29.0.883.0 Mobile/62O541 Safari/534.0",
"session_id": "e0bcfbe4-ed2b-43eb-97df-5a0111ed5b8c",
"risk_score": 55.11,
"confidence": 0.8
} | 211.121.30.215 | 24.37.55.109 | XSS | SIG-9486 | Recon | No additional info | QRadar Alert: XSS detected from 211.121.30.215 targeting 24.37.55.109 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b3b10c2d-59f2-446f-b5cc-b9062a5693aa | 2025-06-18T04:56:55 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 136.115.117.86 to 17.197.176.226 No additional info | {
"geo_location": "Oman",
"device_hash": "d4cd69e661b2071ba4575dd2c381ec202a41fe53",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8151-01-25 09:46:59 Firefox/3.8",
"session_id": "0ea50395-3c42-4a8a-8922-8237db70a000",
"risk_score": 33.91,
"confidence": 0.84
} | 136.115.117.86 | 17.197.176.226 | null | null | null | No additional info | Network bandwidth_usage from 136.115.117.86 to 17.197.176.226 No additional info | bandwidth_usage | 337,873 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7123bbb-b9ff-4fad-9e99-7f5dbaa0d369 | 2025-04-16T16:55:15 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /way/bank.mp3 by katie23 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "7c01fc1bec62448540071896d194ebed34f60cf2",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/531.6.2 (KHTML, like Gecko) Version/4.0 Safari/531.6.2",
"session_id": "b20d87e2-fafe-449e-b5b8-82a7565b90e3",
"risk_score": 24.8,
"confidence": 0.78
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /way/bank.mp3 by katie23 No additional info | scheduled_task | null | null | katie23 | /way/bank.mp3 | 4,349 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d5a68760-91a1-4aed-8b1b-9b90048f623e | 2025-06-09T18:21:35 | iot | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera protocol_violation Associated Threat Actor: BlueNoroff | Unconventional IOC: GPU memory artifacts | {
"geo_location": "New Caledonia",
"device_hash": "77e3d900f829ce39a4f0c6d6fc8bd65e05879d18",
"user_agent": "Opera/8.98.(Windows NT 6.0; st-ZA) Presto/2.9.188 Version/11.00",
"session_id": "ed559aa6-710c-4179-8a82-f78182fbce1c",
"risk_score": 27.74,
"confidence": 0.7
} | null | null | null | null | null | Associated Threat Actor: BlueNoroff | Unconventional IOC: GPU memory artifacts | IoT device Camera protocol_violation Associated Threat Actor: BlueNoroff | Unconventional IOC: GPU memory artifacts | protocol_violation | null | null | null | null | null | null | null | Camera | iot-dd31c3df | 6.1 | null | null | null | null | null | null | null | null | null | null |
34764f2b-d1b2-4fbe-b150-e03aec86d5e5 | 2025-05-18T16:50:50 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth locked for hcastro via password from 41.129.81.157 No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "154b40112bdab33e33166710a9808e1a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/533.34.3 (KHTML, like Gecko) Version/5.1 Safari/533.34.3",
"session_id": "a79e43c5-ee9b-464b-bd4c-35307ce24ee5",
"risk_score": 31.06,
"confidence": 0.28
} | 41.129.81.157 | null | null | null | null | No additional info | Auth locked for hcastro via password from 41.129.81.157 No additional info | locked | null | null | hcastro | null | null | null | null | null | null | null | null | null | null | password | 80:8c:d6:89:d5:1b | null | null | null | null | null |
455d6a8b-9078-4b56-8f4a-a76571dba814 | 2025-01-24T16:40:34 | network | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|info| desc=Network beaconing from 221.194.85.225 to 75.110.117.25 No additional info | {
"geo_location": "Maldives",
"device_hash": "6a0c6716d2e21650b2e6927ebe2e64e35bb111e2",
"user_agent": "Opera/9.79.(Windows 98; Win 9x 4.90; iw-IL) Presto/2.9.179 Version/11.00",
"session_id": "b9dd8543-5c85-49a1-ae30-e83f7fb49721",
"risk_score": 71.46,
"confidence": 0.91
} | 221.194.85.225 | 75.110.117.25 | null | null | null | No additional info | Network beaconing from 221.194.85.225 to 75.110.117.25 No additional info | beaconing | 152,168 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f6d02e7f-98db-4744-ad60-f15e2fc5403f | 2030-04-11T20:15:04 | ids_alert | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|high| desc=FireEye HX Alert: Port Scan detected from 222.26.94.128 targeting 68.56.81.14 No additional info | {
"geo_location": "Bahrain",
"device_hash": "18f58a3993def6d9cb95e9bf79de554cca80428d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_6; rv:1.9.4.20) Gecko/8247-08-30 11:53:01 Firefox/10.0",
"session_id": "eeb3c765-9f56-4fa7-b0ba-5e83cdd5ac6d",
"risk_score": 15.19,
"confidence": 0.29
} | 222.26.94.128 | 68.56.81.14 | Port Scan | SIG-9708 | Malware | No additional info | FireEye HX Alert: Port Scan detected from 222.26.94.128 targeting 68.56.81.14 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
190d1783-8548-4ca0-8d80-d92db35dc42f | 2025-05-27T04:30:57 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update MITRE Technique: T1547.001 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "1c52cc0e1059c5ee333e5eb1584d27b5a961ae0b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/5.0)",
"session_id": "6e7361f9-0430-4a84-abb3-ec5f483f4cc8",
"risk_score": 49.83,
"confidence": 0.75
} | null | null | null | null | null | MITRE Technique: T1547.001 | IoT device HVAC firmware_update MITRE Technique: T1547.001 | firmware_update | null | null | null | null | null | null | null | HVAC | iot-a66a350d | 2.8 | null | null | null | null | null | null | null | null | null | null |
e9d1b3a3-fe2f-4bc5-8cdc-697d699cfb8c | 2030-01-06T16:43:02 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by david95 Associated Threat Actor: Inception Framework | {
"geo_location": "Turkey",
"device_hash": "3a72a4d0e28c6d4356af4e284d89c5b2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "4237c313-de7a-4791-879e-61d6692b6145",
"risk_score": 27.76,
"confidence": 0.26
} | null | null | null | null | null | Associated Threat Actor: Inception Framework | AI system model_inversion by david95 Associated Threat Actor: Inception Framework | model_inversion | null | null | david95 | null | null | null | null | null | null | null | null | null | null | null | null | model-6fa8bb91 | f29896625b93975688a1b763e1ba566a | b0f8d0014bbfa2537e1734337253e10a08b97e127349d194253a1b97e6f9935e | null | null |
e241d9b6-2aa7-43e6-af53-f41b679c4802 | 2025-05-16T14:21:32 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by bgarcia Associated Threat Actor: Lazarus Group noise=player|catch|cause | {
"geo_location": "Northern Mariana Islands",
"device_hash": "f288e31c002e98bf036a69f75100bc3d7544dbbd",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/6669-08-04 22:08:19 Firefox/3.6.2",
"session_id": "9807c756-bc29-4942-9d57-7e7c243f371d",
"risk_score": 38.67,
"confidence": 0.11
} | null | null | null | null | null | Associated Threat Actor: Lazarus Group | AI system model_inversion by bgarcia Associated Threat Actor: Lazarus Group | model_inversion | null | null | bgarcia | null | null | null | null | null | null | null | null | null | null | null | null | model-47e3495b | db427e566d7b09374b4d41cd4231d0d7 | c694a3becc3455135200139450d44506 | null | null |
35cbc2bf-640e-4619-8826-2accea3a3c13 | 2025-06-30T09:04:28 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for moorebrian via SAML from 89.18.142.5 No additional info | {
"geo_location": "Cyprus",
"device_hash": "865e264fa2774ddaec13b4b9415412d8b63160e88a861a07daee3e2d53854899",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/23.0.808.0 Safari/534.0",
"session_id": "3c03153a-8512-44cc-8404-773546241614",
"risk_score": 23.32,
"confidence": 0.19
} | 89.18.142.5 | null | null | null | null | No additional info | Auth failed for moorebrian via SAML from 89.18.142.5 No additional info | failed | null | null | moorebrian | null | null | null | null | null | null | null | null | null | null | SAML | 4e:e3:d0:a6:54:ca | null | null | null | null | null |
a3c89912-f3f3-4bce-84ce-e65792ef28db | 2025-02-27T22:30:23 | endpoint | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task /be/why.tiff by richardfernandez MITRE Technique: T1218.011 | {
"geo_location": "Palestinian Territory",
"device_hash": "5a253d208251267a56f086af76c7a63764c455f88953abff1312169275ddb24a",
"user_agent": "Opera/9.55.(X11; Linux x86_64; sd-IN) Presto/2.9.186 Version/12.00",
"session_id": "a12de15c-6c48-4530-94af-c08a72a18034",
"risk_score": 37.12,
"confidence": 0.58
} | null | null | null | null | null | MITRE Technique: T1218.011 | Endpoint scheduled_task /be/why.tiff by richardfernandez MITRE Technique: T1218.011 | scheduled_task | null | null | richardfernandez | /be/why.tiff | 9,757 | explorer.exe | {
"baseline_deviation": 1.6,
"entropy": 5.51,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
35e3c48e-ef5b-4716-a3a7-fc3028d34db3 | 2025-04-09T15:52:50 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC sensor_spoofing No additional info noise=QWx3YXlzLg== | {
"geo_location": "Senegal",
"device_hash": "27eab3dd48e6e096a3dc94a76e78076a",
"user_agent": "Opera/8.80.(X11; Linux x86_64; te-IN) Presto/2.9.160 Version/12.00",
"session_id": "fd54b391-765c-4ba4-aae8-7ecf4749fad3",
"risk_score": 24.97,
"confidence": 0.42
} | null | null | null | null | null | No additional info | IoT device HVAC sensor_spoofing No additional info | sensor_spoofing | null | null | null | null | null | null | null | HVAC | iot-2c5a46b4 | 7.3 | null | null | null | null | null | null | null | null | null | null |
eb9a354a-476d-44ad-98cb-cd852f22d347 | 2025-03-11T08:55:05 | ai | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by david63 MITRE Technique: T1078.004 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Aruba",
"device_hash": "b5cb1b80a05ee266bb7567f1b0f97e28563b931413da77d85ebb66650849a83d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/532.20.6 (KHTML, like Gecko) Version/4.1 Safari/532.20.6",
"session_id": "56d1e40a-82ff-42ce-8a3b-f9016fa8ca48",
"risk_score": 65.37,
"confidence": 0.18
} | null | null | null | null | null | MITRE Technique: T1078.004 | Associated Threat Actor: Wizard Spider | AI system adversarial_input by david63 MITRE Technique: T1078.004 | Associated Threat Actor: Wizard Spider | adversarial_input | null | null | david63 | null | null | null | null | null | null | null | null | null | null | null | null | model-984f036b | 617f297e422e4983a502a9886ba1c98c0dadc4a9912f6c65adfa7d5a0022759f | 24aa03e4d1d83fc1b0043e8fbdce4542c00027fe | null | null |
3d34f155-4775-4769-9893-ee0332b65bc9 | 2025-05-26T07:57:21 | firewall | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine HTTP traffic from 13.255.113.187:966 to 192.7.229.189:141 No additional info noise=TmVhcmx5Lg== | {
"geo_location": "South Africa",
"device_hash": "6bda2735d4cb3bbc5ea7e9812b9c9c4f0fbd2e0e9cf7d17cb3177275f21e111a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/3.0)",
"session_id": "b3119738-f204-4516-9a63-2c990abad8cd",
"risk_score": 72.15,
"confidence": 0.48
} | 13.255.113.187 | 192.7.229.189 | null | null | null | No additional info | Firewall quarantine HTTP traffic from 13.255.113.187:966 to 192.7.229.189:141 No additional info | quarantine | 108,644 | HTTP | null | null | null | null | {
"baseline_deviation": 1.5,
"entropy": 7.81,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 966 | 141 | 2,103 | null | null | null | null | null | null | null |
aeb6f66f-02b1-449e-8874-cf16929d0a2b | 2025-04-01T23:12:01 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow RDP traffic from 66.146.95.200:220 to 205.95.251.246:65 No additional info | {
"geo_location": "Samoa",
"device_hash": "a4dfe4bd2d0b46e9506fbf72a4c309f1ef3b38d3c935ff44d70128354cefbe9e",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/61.0.875.0 Safari/534.0",
"session_id": "0bbb1e00-ef61-4328-8e2f-d6dc694375bc",
"risk_score": 69.21,
"confidence": 0.18
} | 66.146.95.200 | 205.95.251.246 | null | null | null | No additional info | Firewall allow RDP traffic from 66.146.95.200:220 to 205.95.251.246:65 No additional info | allow | 196,045 | RDP | null | null | null | null | null | null | null | null | 220 | 65 | 3,088 | null | null | null | null | null | null | null |
c6cefe69-ff85-4708-b58d-613aa98f1604 | 2025-03-14T07:13:00 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: Container Escape detected from 84.94.0.124 targeting 115.217.26.152 No additional info | {
"geo_location": "Kuwait",
"device_hash": "21727c74219b6f1460b1cbe63127b9a14523d9f30523d37f3b1fe428bf2fe8bc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_6) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/15.0.836.0 Safari/535.0",
"session_id": "0ae0fa9a-29c6-4378-b35f-3d24ea68bc96",
"risk_score": 62.32,
"confidence": 0.11
} | 84.94.0.124 | 115.217.26.152 | Container Escape | SIG-8880 | Policy | No additional info | Snort Alert: Container Escape detected from 84.94.0.124 targeting 115.217.26.152 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4493eaf9-3ef6-4b28-92d3-07d611449d04 | 2025-03-05T21:03:19 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "29e620115342d233d4050719c794de3e175ccbdc",
"user_agent": "Opera/8.92.(X11; Linux x86_64; nb-NO) Presto/2.9.166 Version/10.00",
"session_id": "d02fdf14-8e8f-4811-a9bf-56e9887534c8",
"risk_score": 18.71,
"confidence": 0.03
} | null | null | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | command_injection | null | null | null | null | null | null | null | Thermostat | iot-99ec707c | 9.3 | null | null | null | null | null | null | null | null | null | null |
46828345-8b7b-41d7-bf66-2458ff38518b | 2025-04-06T14:33:13 | ai | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|low| desc=AI system membership_inference by browningkathleen MITRE Technique: T1110.003 | {
"geo_location": "Australia",
"device_hash": "645bed53ba51194c76f9fde7df005ca9a600b4d6",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_7; rv:1.9.2.20) Gecko/7748-07-30 11:52:59 Firefox/8.0",
"session_id": "c58e1d55-40aa-40c4-9edc-9581a6c5c938",
"risk_score": 44.28,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system membership_inference by browningkathleen MITRE Technique: T1110.003 | membership_inference | null | null | browningkathleen | null | null | null | null | null | null | null | null | null | null | null | null | model-fed96227 | 3f6b6d984625e4e623e28e0fa215f313 | e37997224ee0c32880db8b85fc70c010dba1c1b33f3474e88a005a07539027ab | null | null |
c06e5e75-e58b-48af-98da-d45c8ca1ce2b | 2025-03-30T04:01:08 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: Credential Stuffing detected from 210.222.80.75 targeting N/A MITRE Technique: T1486 | Zero-day exploit pattern detected | {
"geo_location": "Comoros",
"device_hash": "a7b3d85591ed8da49e58f5af64f14991a455997c",
"user_agent": "Opera/9.81.(X11; Linux i686; el-GR) Presto/2.9.184 Version/10.00",
"session_id": "4d46cae7-efe5-47c2-a5d4-8d3f1644b974",
"risk_score": 81.22,
"confidence": 0.81
} | 210.222.80.75 | N/A | Credential Stuffing | SIG-7497 | Recon | MITRE Technique: T1486 | Zero-day exploit pattern detected | AlienVault Alert: Credential Stuffing detected from 210.222.80.75 targeting N/A MITRE Technique: T1486 | Zero-day exploit pattern detected | null | null | null | null | null | null | null | {
"baseline_deviation": 1.21,
"entropy": 6.65,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
af0cb700-07b6-44cd-9afd-b22afe1dfc17 | 2025-01-16T17:49:30 | firewall | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only NTP traffic from 10.134.34.52:420 to 131.223.86.142:928 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "85665e1642757433edc680b043e578933ad36b6dd017af42e589bae9ef4a5fc2",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 12_5_7 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) CriOS/60.0.836.0 Mobile/52P312 Safari/535.1",
"session_id": "bf507d15-fa6a-4b32-b7b8-7495a8d78984",
"risk_score": 38.82,
"confidence": 0.44
} | 10.134.34.52 | 131.223.86.142 | null | null | null | No additional info | Firewall log-only NTP traffic from 10.134.34.52:420 to 131.223.86.142:928 No additional info | log-only | 7,234 | NTP | null | null | null | null | null | null | null | null | 420 | 928 | 1,323 | null | null | null | null | null | null | null |
b4899dc1-a24b-4a2f-b483-e1c0b10dc1be | 2025-03-26T11:44:34 | firewall | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|high| desc=Firewall allow ICMP traffic from 52.126.244.172:27 to 155.94.39.160:33 Geo anomaly: Impossible travel detected | {
"geo_location": "Palestinian Territory",
"device_hash": "0e3856ac4884690c4aab54441b5fa7af31114eda",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/37.0.897.0 Safari/535.2",
"session_id": "98362c60-7590-4e53-9ee3-4ddcc2deda35",
"risk_score": 45.22,
"confidence": 0.55
} | 52.126.244.172 | 155.94.39.160 | null | null | null | Geo anomaly: Impossible travel detected | Firewall allow ICMP traffic from 52.126.244.172:27 to 155.94.39.160:33 Geo anomaly: Impossible travel detected | allow | 242,318 | ICMP | null | null | null | null | null | null | null | null | 27 | 33 | 1,299 | null | null | null | null | null | null | null |
be1ee74a-a798-46f0-9c29-31b2e4affa56 | 2025-04-25T00:48:22 | cloud | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in Azure by thomasgardner Associated Threat Actor: FIN7 | {
"geo_location": "Australia",
"device_hash": "89529b4312ac8461491ab8d77492bccb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ku-TR) AppleWebKit/531.36.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6531.36.7",
"session_id": "75cc5f79-9b8c-4639-a2d4-be583dcb54c8",
"risk_score": 46.99,
"confidence": 0.77
} | null | null | null | null | null | Associated Threat Actor: FIN7 | Cloud lambda_execution in Azure by thomasgardner Associated Threat Actor: FIN7 | lambda_execution | null | null | thomasgardner | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-dce6569e |
a8d655f6-51f2-486e-948b-88d4c3eb0faa | 2025-05-25T05:08:35 | iot | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "d8bdb83fd95a170325669dd366bc1c9a1fa16308083ac378539e3ebe6f03ed25",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/3.1)",
"session_id": "41f27b30-3531-43fe-8161-9cf109576242",
"risk_score": 25.6,
"confidence": 0.51
} | null | null | null | null | null | No additional info | IoT device Camera battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | Camera | iot-265e6161 | 9.0 | null | null | null | null | null | null | null | null | null | null |
ffeaf191-a4a4-4474-b050-2f6dbf67b0c5 | 2025-05-27T00:54:09 | cloud | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in GCP by kelleyadrian MITRE Technique: T1110.003 | {
"geo_location": "Tanzania",
"device_hash": "2e34eba58031e935eb00f3ba438ffa928fbad3f94a4cd95aa35488a169567f5a",
"user_agent": "Opera/9.25.(Windows 98; hu-HU) Presto/2.9.189 Version/10.00",
"session_id": "5b52c80b-dc9d-49d7-8330-0d04e8443379",
"risk_score": 69.55,
"confidence": 0.67
} | null | null | null | null | null | MITRE Technique: T1110.003 | Cloud api_abuse in GCP by kelleyadrian MITRE Technique: T1110.003 | api_abuse | null | null | kelleyadrian | null | null | null | {
"baseline_deviation": 0.55,
"entropy": 6.83,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-937be9ce |
29e1d140-7369-4af0-9f97-8b7a8481d0cd | 2025-01-26T18:59:16 | network | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 221.14.238.221 to 168.217.182.37 No additional info | {
"geo_location": "Togo",
"device_hash": "c06b9647eba3210cdb9b9b96c8d27119f0ee391c",
"user_agent": "Opera/8.58.(Windows NT 6.2; yi-US) Presto/2.9.184 Version/12.00",
"session_id": "0e15743b-697c-4000-8684-561e9fd41f36",
"risk_score": 0,
"confidence": 0.7
} | 221.14.238.221 | 168.217.182.37 | null | null | null | No additional info | Network covert_channel from 221.14.238.221 to 168.217.182.37 No additional info | covert_channel | 112,966 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4eb31095-bd34-4cf6-95ca-48ea6f218298 | 2025-03-19T21:39:56 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Azure by craig29 No additional info | {
"geo_location": "Yemen",
"device_hash": "e04a84cfd6967d1434decaf4e00534dded9ccc0080a62026eccf16da8bbc3785",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/3.0)",
"session_id": "79dc895c-e276-41f2-836c-7f8eea399462",
"risk_score": 28.1,
"confidence": 0.9
} | null | null | null | null | null | No additional info | Cloud container_escape in Azure by craig29 No additional info | container_escape | null | null | craig29 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-7ee0a04b |
80f67931-ba7e-4259-a59a-531a8086482b | 2025-01-27T08:30:31 | ids_alert | CrowdStrike v6.45.0 | emergency | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|emergency| desc=CrowdStrike Alert: Domain Fronting detected from 10.215.99.88 targeting 41.160.55.231 No additional info | {
"geo_location": "Estonia",
"device_hash": "acaa356e38733743e6d32cf391eaa647",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.1)",
"session_id": "3a595dbc-d581-46cb-a6cc-1fe4abf15ac8",
"risk_score": 50.91,
"confidence": 0.24
} | 10.215.99.88 | 41.160.55.231 | Domain Fronting | SIG-8658 | Exploit | No additional info | CrowdStrike Alert: Domain Fronting detected from 10.215.99.88 targeting 41.160.55.231 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
766cf56a-4c37-4615-bc8d-b5ad00d398fa | 2025-05-22T05:08:51 | ai | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by sandrapeterson MITRE Technique: T1078.004 noise=app | {
"geo_location": "Faroe Islands",
"device_hash": "148cde8569ce31d3e14331780cd629912b98dcbe",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_3 rv:6.0; fo-FO) AppleWebKit/531.23.4 (KHTML, like Gecko) Version/5.0.3 Safari/531.23.4",
"session_id": "9d19726a-6971-4a2f-b1aa-3c2163f941db",
"risk_score": 14.68,
"confidence": 0.47
} | null | null | null | null | null | MITRE Technique: T1078.004 | AI system fine_tuning by sandrapeterson MITRE Technique: T1078.004 | fine_tuning | null | null | sandrapeterson | null | null | null | null | null | null | null | null | null | null | null | null | model-570f3523 | e437731d6520f9bff9039236f7116aca6c053544 | 9aefc42f556771866cb75264ecfaa3cb26632556 | null | null |
665c05ad-edd1-4d34-8c13-1c29010e40ea | 2025-03-23T05:08:17 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec bit by stevenvargas No additional info | {
"geo_location": "Costa Rica",
"device_hash": "d19c45df3880260d9c76c9debfdf4249",
"user_agent": "Mozilla/5.0 (Android 4.2.2; Mobile; rv:43.0) Gecko/43.0 Firefox/43.0",
"session_id": "6e83be2f-6cb4-44b2-8e85-860be692514a",
"risk_score": 66.8,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Endpoint powershell_exec bit by stevenvargas No additional info | powershell_exec | null | null | stevenvargas | bit | 1,819 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
029183c5-2830-4b74-92c4-50ce2db66547 | 2025-05-24T01:13:18 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for muellerclayton via key from 56.145.98.93 No additional info | {
"geo_location": "Malawi",
"device_hash": "d3fd9820e3cbda28c084dd7e9ba4ed8c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/4.1)",
"session_id": "147ab279-06a9-496d-a2b2-d8d9623c1daa",
"risk_score": 37.7,
"confidence": 0.21
} | 56.145.98.93 | null | null | null | null | No additional info | Auth challenge for muellerclayton via key from 56.145.98.93 No additional info | challenge | null | null | muellerclayton | null | null | null | null | null | null | null | null | null | null | key | 44:6f:41:2c:1f:6c | null | null | null | null | null |
f99c439e-04b9-4038-8076-4d78b8e334e1 | 2025-05-13T05:03:32 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in GCP by donnahoward No additional info | {
"geo_location": "Lebanon",
"device_hash": "e3098ababa520e7914a8139d25932586e09e22b0",
"user_agent": "Opera/9.24.(Windows NT 6.1; pt-BR) Presto/2.9.185 Version/11.00",
"session_id": "2be0aec9-5e8f-410c-9f02-4d06aed7d2ca",
"risk_score": 32.87,
"confidence": 0.06
} | null | null | null | null | null | No additional info | Cloud lambda_execution in GCP by donnahoward No additional info | lambda_execution | null | null | donnahoward | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-a2a5e201 |
616f061f-3bc4-4673-9a8f-4a2a59775f5a | 2025-07-01T10:45:22 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by caitlinware MITRE Technique: T1059.005 noise=explore | {
"geo_location": "Belize",
"device_hash": "aa9f0cc00837c09a72a2c3176292b8b452eed23ad898bcaa690102536367689c",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_7; rv:1.9.4.20) Gecko/5316-06-18 22:52:54 Firefox/11.0",
"session_id": "d56abb58-2e51-4d4a-90f4-50e74e4b864b",
"risk_score": 56.96,
"confidence": 0.25
} | null | null | null | null | null | MITRE Technique: T1059.005 | AI system fine_tuning by caitlinware MITRE Technique: T1059.005 | fine_tuning | null | null | caitlinware | null | null | null | null | null | null | null | null | null | null | null | null | model-7ec22964 | 425b1b9ab2ebc267a6b7a4a9e943ca7a088639d9001ac8697efc2f40c1f3fec5 | 174ff096a5a924abe63893be28023c897277f567 | null | null |
27c51b80-9dcc-4a4b-884b-1dda63b1b41d | 2025-05-31T13:18:52 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 154.221.196.90 to 96.192.174.84 No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "5124d8d2bd9453e5b5424903ac1f761d4323a30b315b54eb3007225d78a3a9cb",
"user_agent": "Opera/8.87.(Windows NT 5.1; am-ET) Presto/2.9.164 Version/12.00",
"session_id": "f41a1323-ecf1-49e7-ba1c-884cea193d89",
"risk_score": 45.52,
"confidence": 0.84
} | 154.221.196.90 | 96.192.174.84 | null | null | null | No additional info | Network beaconing from 154.221.196.90 to 96.192.174.84 No additional info | beaconing | 135,350 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
56a94235-9e64-412f-9736-6425717bd1e0 | 2025-05-28T10:35:33 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall drop SSH traffic from 85.103.56.160:335 to 136.19.194.41:20666 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "40de994459a5303b4dba1ede2e375f6930e906ad",
"user_agent": "Opera/8.73.(X11; Linux x86_64; li-NL) Presto/2.9.187 Version/11.00",
"session_id": "cc96593d-07c5-4dff-87f5-be2b018e26a3",
"risk_score": 29.86,
"confidence": 0.37
} | 85.103.56.160 | 136.19.194.41 | null | null | null | No additional info | Firewall drop SSH traffic from 85.103.56.160:335 to 136.19.194.41:20666 No additional info | drop | 945,617 | SSH | null | null | null | null | null | null | null | null | 335 | 20,666 | 644 | null | null | null | null | null | null | null |
be7f18c6-8097-4e3e-9e44-76d361259c11 | 2025-01-26T06:41:02 | ids_alert | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|low| desc=LogRhythm Alert: Zero-Day Exploit detected from 10.12.88.43 targeting 70.90.153.184 No additional info | {
"geo_location": "Kiribati",
"device_hash": "8cbd0d7fc87c0f4eec3f5dcaf906d9136a7a3b9881db47d4e854f833e24c3027",
"user_agent": "Mozilla/5.0 (Windows NT 6.0; tk-TM; rv:1.9.0.20) Gecko/2692-02-14 15:16:24 Firefox/3.6.1",
"session_id": "a6ebe6b3-de4a-406c-b7b1-b0e2d8a8606f",
"risk_score": 81.92,
"confidence": 0.36
} | 10.12.88.43 | 70.90.153.184 | Zero-Day Exploit | SIG-4424 | Exploit | No additional info | LogRhythm Alert: Zero-Day Exploit detected from 10.12.88.43 targeting 70.90.153.184 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6189a877-0e90-4580-8cce-ebbfa1eafbf5 | 2025-03-27T12:35:43 | cloud | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in AWS by qhanson No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "bb92e504538fbe3de0eaf45f592447e1e2289d2f78937e63bcabe33a9489e082",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.13.6 (KHTML, like Gecko) Version/4.0.2 Safari/535.13.6",
"session_id": "c5ce1ae8-8069-40fd-a41b-3cc63961264b",
"risk_score": 40.8,
"confidence": 0.78
} | null | null | null | null | null | No additional info | Cloud instance_creation in AWS by qhanson No additional info | instance_creation | null | null | qhanson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-936888fd |
15e6ba54-3516-43ac-944a-b0b373106522 | 2025-04-23T14:55:55 | iot | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor firmware_update MITRE Technique: T1071.001 | {
"geo_location": "Argentina",
"device_hash": "5fc00fd7ce849807ef455d159ba85a55dbda51dfabd4ff2c746d98b69e80ab0f",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/16.0a9326.0 Mobile/21Y414 Safari/532.1",
"session_id": "32b807fc-a96e-4bc4-bd7f-74f28a1b4e0a",
"risk_score": 74.95,
"confidence": 0.97
} | null | null | null | null | null | MITRE Technique: T1071.001 | IoT device Sensor firmware_update MITRE Technique: T1071.001 | firmware_update | null | null | null | null | null | null | null | Sensor | iot-1f99ef35 | 2.6 | null | null | null | null | null | null | null | null | null | null |
0cbd9e82-95cf-4e3c-b293-5c56cb8f4920 | 2025-05-07T04:48:48 | network | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 17.184.73.70 to 152.233.192.194 No additional info | {
"geo_location": "Indonesia",
"device_hash": "e5452446cd6f312ae487fb117ea4aa4408aaf43a95390b0c54800e5eeef4cd3f",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; crh-UA) AppleWebKit/533.15.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6533.15.5",
"session_id": "18fcb15c-78e2-40ed-9c2d-ad4ec58cc4b8",
"risk_score": 54.11,
"confidence": 0.27
} | 17.184.73.70 | 152.233.192.194 | null | null | null | No additional info | Network protocol_anomaly from 17.184.73.70 to 152.233.192.194 No additional info | protocol_anomaly | 213,998 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
11489968-0b76-4957-a9fe-70078a498b43 | 2025-03-29T20:06:47 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by jenniferbrock MITRE Technique: T1071.001 noise=E7834909 | {
"geo_location": "Turkey",
"device_hash": "cab8d1ce89922ebdd45aed8384c4db4c296037c2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/5.1)",
"session_id": "94d70a26-d65a-4a8e-83dd-ad4870c93e9d",
"risk_score": 35.76,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system adversarial_input by jenniferbrock MITRE Technique: T1071.001 | adversarial_input | null | null | jenniferbrock | null | null | null | null | null | null | null | null | null | null | null | null | model-6068ac47 | 0522e4e30017265de31ac29c442c22fc9def84ccb1351974554f2f58c9b9851e | 2394672023887023aab17f67063ba6895250441d9310fcab2267389e88f45bed | null | null |
6e661af8-6748-4942-81ec-87baad8708ea | 2025-07-04T20:39:18 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by holly08 No additional info | {
"geo_location": "China",
"device_hash": "59dca044d7b6d003e63637fd4749bf66",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; as-IN) AppleWebKit/534.14.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6534.14.7",
"session_id": "bcc5d4a1-e4e3-42df-a199-112513807976",
"risk_score": 78.2,
"confidence": 0.27
} | null | null | null | null | null | No additional info | AI system api_abuse by holly08 No additional info | api_abuse | null | null | holly08 | null | null | null | null | null | null | null | null | null | null | null | null | model-f3f56612 | 65b070d19ec38d036e697426249d3c28 | 12f563a574af06456f72a32253ff1fa2 | null | null |
53f14a4f-a6e4-4875-ad9d-c975854b1214 | 2025-04-22T15:34:17 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in OCI by sloankatie No additional info | {
"geo_location": "Cyprus",
"device_hash": "56f4e3b539efc9c9fd0ab97cc55f14d5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/3.1)",
"session_id": "4d9e0d72-d5fe-4b1b-b8bf-d35d468c6529",
"risk_score": 30.99,
"confidence": 0.99
} | null | null | null | null | null | No additional info | Cloud permission_escalation in OCI by sloankatie No additional info | permission_escalation | null | null | sloankatie | null | null | null | {
"baseline_deviation": 1.79,
"entropy": 4.48,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | OCI | res-2bbaa644 |
e19ab64c-da9c-4b2f-b01c-121cbaf75646 | 2025-06-03T14:48:38 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network disconnection from 104.51.242.87 to 45.21.11.149 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "ce0337109c4925fd32b9e4fd7c1d2ae1d190b063544e33f5a5db398887c5e6bc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/5.0)",
"session_id": "2b715726-d99e-49f4-bbc7-164f4bf02473",
"risk_score": 23.05,
"confidence": 0.11
} | 104.51.242.87 | 45.21.11.149 | null | null | null | No additional info | Network disconnection from 104.51.242.87 to 45.21.11.149 No additional info | disconnection | 499,433 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
432d0944-a8e7-43a0-b2a3-493481765e0e | 2025-04-19T13:44:49 | ids_alert | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=QRadar Alert: Credential Stuffing detected from 41.47.33.117 targeting 219.144.130.129 No additional info | {
"geo_location": "United States of America",
"device_hash": "97ce045e38fb5d85b83f9c93b668360f6651ce0a31a00d5c4d0494522ddef337",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_1 rv:4.0; pap-CW) AppleWebKit/533.26.7 (KHTML, like Gecko) Version/4.0.5 Safari/533.26.7",
"session_id": "9bc59233-7e34-4f7c-a947-0a8f607941e7",
"risk_score": 82.1,
"confidence": 0.56
} | 41.47.33.117 | 219.144.130.129 | Credential Stuffing | SIG-3528 | Malware | No additional info | QRadar Alert: Credential Stuffing detected from 41.47.33.117 targeting 219.144.130.129 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bfbd2c8e-a930-42de-a18b-818ce12d2fbe | 2025-03-12T08:06:03 | ids_alert | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|medium| desc=Palo Alto Cortex Alert: Supply Chain Compromise detected from 10.114.213.125 targeting 198.180.58.240 MITRE Technique: T1078.004 noise=6117B7A4 | {
"geo_location": "Kuwait",
"device_hash": "1a232adf437091399fbe3ddfa179e60e1c5fd4d8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 11.0; Trident/4.0)",
"session_id": "605ae2dc-5b6c-4661-b51e-d0e0041e081a",
"risk_score": 52.15,
"confidence": 0.51
} | 10.114.213.125 | 198.180.58.240 | Supply Chain Compromise | SIG-6427 | Malware | MITRE Technique: T1078.004 | Palo Alto Cortex Alert: Supply Chain Compromise detected from 10.114.213.125 targeting 198.180.58.240 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4d3bd161-0bcf-4844-92f7-d1c40b191d05 | 2025-05-23T22:15:04 | network | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|info| desc=Network protocol_anomaly from 10.175.159.184 to 10.171.197.81 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "e7186fe38b5b9d88bb4207d1c905fc3f",
"user_agent": "Mozilla/5.0 (Linux; Android 3.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/29.0.896.0 Safari/534.2",
"session_id": "e6551c6c-2ba5-49df-9632-02caf5ba61ea",
"risk_score": 52.47,
"confidence": 0.07
} | 10.175.159.184 | 10.171.197.81 | null | null | null | No additional info | Network protocol_anomaly from 10.175.159.184 to 10.171.197.81 No additional info | protocol_anomaly | 969,903 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f073466d-9847-47a8-a091-12608d552892 | 2025-02-05T12:32:55 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical unusual_activity MITRE Technique: T1071.001 noise=app | {
"geo_location": "Algeria",
"device_hash": "d2018ae7d32c54e8627ea975dbbe14dc4add5c4f",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_5 rv:6.0; mt-MT) AppleWebKit/531.39.6 (KHTML, like Gecko) Version/4.0 Safari/531.39.6",
"session_id": "5119193a-8d3a-4dc0-b57d-9ba71d3d6ebf",
"risk_score": 29.68,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1071.001 | IoT device Medical unusual_activity MITRE Technique: T1071.001 | unusual_activity | null | null | null | null | null | null | null | Medical | iot-f2f398fb | 6.0 | null | null | null | null | null | null | null | null | null | null |
9a5cb908-639b-46a1-ac9a-631c18e249fa | 2025-05-14T05:52:38 | ids_alert | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|critical| desc=Palo Alto Cortex Alert: Brute Force detected from 10.162.195.134 targeting N/A Associated Threat Actor: Conti noise=SXRlbSBtYWluLg== | {
"geo_location": "Qatar",
"device_hash": "6ac7f1cb2e60a7cc60922de3c90575c1155f190e4b82ff0d3919f522fdab6801",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_8_0) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/51.0.834.0 Safari/533.1",
"session_id": "20a1697b-db54-489d-ae8a-79b13e6420e8",
"risk_score": 34.89,
"confidence": 0.27
} | 10.162.195.134 | N/A | Brute Force | SIG-7056 | Evasion | Associated Threat Actor: Conti | Palo Alto Cortex Alert: Brute Force detected from 10.162.195.134 targeting N/A Associated Threat Actor: Conti | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
71146203-6e10-4829-b08a-0342acd3f23a | 2025-01-27T20:15:00 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task media by sarah64 No additional info | {
"geo_location": "Luxembourg",
"device_hash": "c8d660cf46832763b9729edb6bab425b357801adfb8e8c360d3bd7adc5945366",
"user_agent": "Opera/8.73.(Windows NT 5.0; fr-CA) Presto/2.9.172 Version/11.00",
"session_id": "937bae10-ad10-4ac9-9198-aaba0aeef92e",
"risk_score": 31.97,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Endpoint scheduled_task media by sarah64 No additional info | scheduled_task | null | null | sarah64 | media | 4,219 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
70f541af-8ef8-49d4-a866-709cb11c6c48 | 2025-05-15T07:55:05 | firewall | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|high| desc=Firewall drop ICMP traffic from 78.109.17.170:98 to 24.115.176.111:662 Unconventional IOC: Thermal sensor anomalies noise=TGlzdC4= | {
"geo_location": "Swaziland",
"device_hash": "328cea47d579116bd43412fceeb06bcf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/5.0)",
"session_id": "a5d80563-7c8e-4602-9944-51ce60ec5a0a",
"risk_score": 84.13,
"confidence": 0.09
} | 78.109.17.170 | 24.115.176.111 | null | null | null | Unconventional IOC: Thermal sensor anomalies | Firewall drop ICMP traffic from 78.109.17.170:98 to 24.115.176.111:662 Unconventional IOC: Thermal sensor anomalies | drop | 399,056 | ICMP | null | null | null | null | null | null | null | null | 98 | 662 | 2,497 | null | null | null | null | null | null | null |
ba916c9d-2800-4988-9787-c098faca9389 | 2025-04-08T23:51:07 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by scottjennifer MITRE Technique: T1566.001 | Associated Threat Actor: Sandworm Team | {
"geo_location": "Russia",
"device_hash": "8bf6fa7133667bb271da02a987395d5ef528ba10",
"user_agent": "Mozilla/5.0 (Android 4.0.1; Mobile; rv:9.0) Gecko/9.0 Firefox/9.0",
"session_id": "2a484a82-bd20-44aa-b641-4772f6ea61ca",
"risk_score": 22.95,
"confidence": 0.13
} | null | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: Sandworm Team | AI system model_access by scottjennifer MITRE Technique: T1566.001 | Associated Threat Actor: Sandworm Team | model_access | null | null | scottjennifer | null | null | null | null | null | null | null | null | null | null | null | null | model-5d55cc03 | 638807007f34099409cd8ba0c3f399d0 | 5025a58026598e9e4bd243e52f3b03b9543e706c | null | null |
200d2f34-65fa-46f0-ba2e-b39b2bfe540d | 2025-04-18T18:10:27 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start production by suzanne32 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "b926b890e8fcdf7d790924869afbdfad72f78c31",
"user_agent": "Opera/8.85.(X11; Linux i686; bs-BA) Presto/2.9.176 Version/10.00",
"session_id": "fcbf9672-a5f5-461d-8aed-0cd85308a2e1",
"risk_score": 32.33,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Endpoint process_start production by suzanne32 No additional info | process_start | null | null | suzanne32 | production | 3,224 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d0cd6198-4783-4fca-8c8c-186307284b54 | 2025-01-21T02:04:16 | cloud | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in Alibaba by brenda80 No additional info | {
"geo_location": "Ukraine",
"device_hash": "c1456244fdd2745af122c2c0e6c8287b7f42d61e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_3 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/35.0.844.0 Mobile/76D573 Safari/536.1",
"session_id": "17b8aa99-f649-49d5-b72d-c05950139123",
"risk_score": 51.75,
"confidence": 0.5
} | null | null | null | null | null | No additional info | Cloud config_change in Alibaba by brenda80 No additional info | config_change | null | null | brenda80 | null | null | null | {
"baseline_deviation": 1,
"entropy": 2.08,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-7b0aa857 |
2849b2df-29b7-4cba-a187-b597d5e6ceac | 2025-07-07T12:03:07 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth success for john99 via passwordless from 40.50.13.149 No additional info | {
"geo_location": "Panama",
"device_hash": "a83f5ec8bfc44fe98382a17a4c2e2a4d0f367a3f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows CE; Trident/4.1)",
"session_id": "db4c282c-3001-4e45-8b8a-2174baa0e03f",
"risk_score": 33.56,
"confidence": 0.62
} | 40.50.13.149 | null | null | null | null | No additional info | Auth success for john99 via passwordless from 40.50.13.149 No additional info | success | null | null | john99 | null | null | null | null | null | null | null | null | null | null | passwordless | 42:97:c4:8f:eb:d5 | null | null | null | null | null |
69669032-b2ca-4e5f-bf85-081a5b1870fc | 2025-02-24T09:44:36 | network | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|medium| desc=Network covert_channel from 10.9.217.85 to 187.187.158.202 No additional info | {
"geo_location": "Venezuela",
"device_hash": "dfe4af686224f92b6b3a922b56104572180311c4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/2409-11-08 03:14:50 Firefox/3.8",
"session_id": "e169854a-192a-4072-879b-f5a40404e986",
"risk_score": 39.07,
"confidence": 0.89
} | 10.9.217.85 | 187.187.158.202 | null | null | null | No additional info | Network covert_channel from 10.9.217.85 to 187.187.158.202 No additional info | covert_channel | 11,951 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4261b566-ad77-457f-873d-3decd4f98fd6 | 2025-06-18T05:04:37 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth bypass for jesseflowers via password from 137.48.236.62 No additional info noise=U2hhcmUu | {
"geo_location": "Hong Kong",
"device_hash": "9e7e5f5ddf0282cd560ad5d3331b6e67",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/5.0)",
"session_id": "3c00dbc9-5e91-4332-b08b-8d16a62ca673",
"risk_score": 44.87,
"confidence": 0.67
} | 137.48.236.62 | null | null | null | null | No additional info | Auth bypass for jesseflowers via password from 137.48.236.62 No additional info | bypass | null | null | jesseflowers | null | null | null | null | null | null | null | null | null | null | password | f9:6a:39:b8:88:65 | null | null | null | null | null |
eda64a26-d01a-46b2-b2fe-a0e57feff0f6 | 2025-03-18T23:44:43 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for omartinez via key from 98.103.30.115 MITRE Technique: T1134.001 noise=T3RoZXIu | {
"geo_location": "Niger",
"device_hash": "adeeaefaebf095427e95543e4ac172a4de2cbfd14ea14f244cfc147e7f65cc21",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.2; Trident/4.1)",
"session_id": "4cb605ea-e4a5-4fc3-8af6-225d28a60e5b",
"risk_score": 22.75,
"confidence": 0.3
} | 98.103.30.115 | null | null | null | null | MITRE Technique: T1134.001 | Auth locked for omartinez via key from 98.103.30.115 MITRE Technique: T1134.001 | locked | null | null | omartinez | null | null | null | null | null | null | null | null | null | null | key | c6:4c:f5:7b:ab:75 | null | null | null | null | null |
9d347748-646f-4bc7-8882-d24bdecafa80 | 2025-01-23T12:06:26 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for john05 via biometric from 34.160.123.0 Associated Threat Actor: APT38 | {
"geo_location": "Sri Lanka",
"device_hash": "072d5d25a2946514a88d7537caf9db79",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.1)",
"session_id": "2a49c5b9-379c-4963-acbf-a58607bce5d5",
"risk_score": 66.87,
"confidence": 0.29
} | 34.160.123.0 | null | null | null | null | Associated Threat Actor: APT38 | Auth failed for john05 via biometric from 34.160.123.0 Associated Threat Actor: APT38 | failed | null | null | john05 | null | null | null | null | null | null | null | null | null | null | biometric | 8d:06:61:36:d9:99 | null | null | null | null | null |
7f7cb28c-39e1-4ea4-b5a8-359a366cd93d | 2025-06-25T09:03:54 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing MITRE Technique: T1078.004 | {
"geo_location": "Italy",
"device_hash": "a6317efe1b088bdb6cf3c63075bbd1c9",
"user_agent": "Opera/9.32.(X11; Linux i686; sw-TZ) Presto/2.9.177 Version/12.00",
"session_id": "6c3957f0-a63f-4141-9213-b81a729eb554",
"risk_score": 40.77,
"confidence": 0.29
} | null | null | null | null | null | MITRE Technique: T1078.004 | IoT device Medical sensor_spoofing MITRE Technique: T1078.004 | sensor_spoofing | null | null | null | null | null | null | null | Medical | iot-720a3b7d | 8.6 | null | null | null | null | null | null | null | null | null | null |
41fff4f5-869f-4c87-942e-a352374d56d1 | 2025-05-07T10:16:43 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: Container Escape detected from 173.210.67.242 targeting 82.87.149.162 No additional info noise=president|official|so | {
"geo_location": "Moldova",
"device_hash": "e73ad63fceea2ffe305d1f641439c7573f40f61343fac9c47973369392419b3e",
"user_agent": "Opera/9.63.(Windows NT 6.1; my-MM) Presto/2.9.183 Version/10.00",
"session_id": "636b3d6d-8fb5-4464-8b9f-c88bea3e4d1c",
"risk_score": 33.12,
"confidence": 0.39
} | 173.210.67.242 | 82.87.149.162 | Container Escape | SIG-3504 | Exploit | No additional info | ArcSight Alert: Container Escape detected from 173.210.67.242 targeting 82.87.149.162 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6d55b936-9da4-4a3b-bbaa-f33d300743e5 | 2025-02-24T03:19:48 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 10.201.155.25 to 33.173.28.213 No additional info | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "863f4c4999e8ebf950e094fdd1ff4a20",
"user_agent": "Mozilla/5.0 (Android 4.4.4; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "2840ecfb-d635-47b4-9354-5d946c01d4be",
"risk_score": 37.82,
"confidence": 0.09
} | 10.201.155.25 | 33.173.28.213 | null | null | null | No additional info | Network latency_spike from 10.201.155.25 to 33.173.28.213 No additional info | latency_spike | 589,303 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e42876a7-0a8b-44e8-90c7-59b8ab4bab8c | 2025-07-01T13:45:25 | network | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 67.43.21.90 to 98.52.192.134 No additional info noise=app/app/tags | {
"geo_location": "Niger",
"device_hash": "6f76e33a96e18ea0e0afeab677b2b4e9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/3.0)",
"session_id": "5c4c298b-5e1c-49c9-824f-b03654bcdf75",
"risk_score": 67.71,
"confidence": 0.19
} | 67.43.21.90 | 98.52.192.134 | null | null | null | No additional info | Network data_exfiltration from 67.43.21.90 to 98.52.192.134 No additional info | data_exfiltration | 898,345 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bd900050-5cd7-4139-837e-9d76384f22fd | 2025-04-08T12:44:35 | iot | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC unusual_activity No additional info | {
"geo_location": "Brunei Darussalam",
"device_hash": "7fde3826f442b26faea292ed74f621e3392f16a3c6fd0af37370cb623ed47e91",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "b9c10f39-e580-4c2b-a5a2-39d4e05aeb27",
"risk_score": 74.89,
"confidence": 0.16
} | null | null | null | null | null | No additional info | IoT device HVAC unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | HVAC | iot-c643d52f | 2.7 | null | null | null | null | null | null | null | null | null | null |
2a6e5e47-6eb2-493e-b5a3-47ae19277af1 | 2025-05-10T14:59:34 | endpoint | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /police/leave.avi by opalmer MITRE Technique: T1547.001 | Fileless execution detected | {
"geo_location": "Ireland",
"device_hash": "049020c133aad47d428bff86841eb76c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/46.0.826.0 Safari/532.2",
"session_id": "47275928-e7b4-4a23-93cb-88cc82866375",
"risk_score": 73.42,
"confidence": 1
} | null | null | null | null | null | MITRE Technique: T1547.001 | Fileless execution detected | Endpoint powershell_exec /police/leave.avi by opalmer MITRE Technique: T1547.001 | Fileless execution detected | powershell_exec | null | null | opalmer | /police/leave.avi | 7,589 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f099a3ec-36e5-4871-b7d7-3e156549105c | 2025-06-08T00:40:49 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine SMB traffic from 88.208.173.3:326 to 222.39.59.176:282 No additional info noise=UGVyZm9ybS4= | {
"geo_location": "Czech Republic",
"device_hash": "17287e0e229910be2ab1bda4582db1095adf1df3cff98fa44f3d66760c6479fb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 6_1_6 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/60.0.851.0 Mobile/15L878 Safari/535.0",
"session_id": "8a5ec25b-3256-4b51-9067-b7a479dee678",
"risk_score": 68.08,
"confidence": 0.83
} | 88.208.173.3 | 222.39.59.176 | null | null | null | No additional info | Firewall quarantine SMB traffic from 88.208.173.3:326 to 222.39.59.176:282 No additional info | quarantine | 855,297 | SMB | null | null | null | null | null | null | null | null | 326 | 282 | 1,429 | null | null | null | null | null | null | null |
393905e0-73c6-419b-9970-1f8e8df64c45 | 2025-01-28T04:16:30 | cloud | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in OCI by amandafarmer Cross-tenant access detected | {
"geo_location": "Sao Tome and Principe",
"device_hash": "4fe926f93511ec70c4fdbca5e54afd43d4c3dce155dd0a992a6c0e53e78e757f",
"user_agent": "Mozilla/5.0 (Linux; Android 3.0) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/31.0.868.0 Safari/535.2",
"session_id": "821e61b0-00a5-48f2-ba86-7910b489c4d6",
"risk_score": 63.17,
"confidence": 0.91
} | null | null | null | null | null | Cross-tenant access detected | Cloud api_abuse in OCI by amandafarmer Cross-tenant access detected | api_abuse | null | null | amandafarmer | null | null | null | {
"baseline_deviation": 0.56,
"entropy": 6.68,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | OCI | res-e8caa724 |
75f273ff-50dd-45a6-bb0d-4d5646964b30 | 2025-03-15T04:03:02 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only ICMP traffic from 68.125.78.113:598 to 209.225.17.62:781 No additional info | {
"geo_location": "Singapore",
"device_hash": "379fc478ef08950cab1ce55c1240c4884d4a46f8f2fff7ba1ea920ea0bb60c53",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/3.1)",
"session_id": "8d315985-2059-4aec-bbf8-a98de79f5466",
"risk_score": 53.53,
"confidence": 0.87
} | 68.125.78.113 | 209.225.17.62 | null | null | null | No additional info | Firewall log-only ICMP traffic from 68.125.78.113:598 to 209.225.17.62:781 No additional info | log-only | 957,724 | ICMP | null | null | null | null | null | null | null | null | 598 | 781 | 227 | null | null | null | null | null | null | null |
9b6c0ed3-0511-42b8-87ac-9aa9ee5a7f55 | 2025-01-17T16:13:08 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 155.85.178.186 to 121.220.187.223 No additional info | {
"geo_location": "Kazakhstan",
"device_hash": "9bc6c0849a4de4423e735c042e8b065030cf987f01185dabeb8ada8f1e5291c5",
"user_agent": "Opera/9.17.(Windows NT 5.01; cmn-TW) Presto/2.9.179 Version/10.00",
"session_id": "6e2fa96d-8963-4332-aaeb-f2b2071916b3",
"risk_score": 70.15,
"confidence": 0.98
} | 155.85.178.186 | 121.220.187.223 | null | null | null | No additional info | Network latency_spike from 155.85.178.186 to 121.220.187.223 No additional info | latency_spike | 411,239 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f73b3c17-35ff-465f-b8ae-edf538ac1a48 | 2025-03-04T10:56:08 | endpoint | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /range/suffer.mp4 by rwoods MITRE Technique: T1053.005 noise=search | {
"geo_location": "Philippines",
"device_hash": "1f9dff0f62f7756d1882496fce1ffaf5eea746c8091c6994948e728eedd08ed3",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; lzh-TW; rv:1.9.2.20) Gecko/6186-04-19 03:01:38 Firefox/3.8",
"session_id": "7a3c4c03-65f7-4a72-930d-60f811c0a73e",
"risk_score": 57,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1053.005 | Endpoint powershell_exec /range/suffer.mp4 by rwoods MITRE Technique: T1053.005 | powershell_exec | null | null | rwoods | /range/suffer.mp4 | 8,405 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
53bc090e-55cc-4918-aed5-0af33fe88cb9 | 2025-01-17T21:15:00 | ai | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by mooremegan No additional info noise=6D0D92DA | {
"geo_location": "Uruguay",
"device_hash": "59ee69fd7ecd6b25534d12b8e9f54aa5",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_5_7 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) FxiOS/15.3l3066.0 Mobile/24G866 Safari/534.1",
"session_id": "5a9e8b6b-a5d4-4838-9cad-deab957b48c2",
"risk_score": 62.28,
"confidence": 0.56
} | null | null | null | null | null | No additional info | AI system fine_tuning by mooremegan No additional info | fine_tuning | null | null | mooremegan | null | null | null | null | null | null | null | null | null | null | null | null | model-b5ef7250 | 8fa29fa5c61c4270b873a834780a8bca | 682b54adc6650661d8bdd0476419d661 | null | null |
33df2559-1a83-492b-929a-85da746827ef | 2025-02-22T06:02:41 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Credential Stuffing detected from 124.163.107.98 targeting 175.191.60.22 No additional info | {
"geo_location": "Botswana",
"device_hash": "c4d3d4c3214d7e2d464374dd9b6e1c0b09f3e64c098c66c1b355d4eb76dfe6f4",
"user_agent": "Opera/8.28.(Windows 98; nn-NO) Presto/2.9.161 Version/12.00",
"session_id": "2b533c8c-48da-4245-90df-0e59105d8264",
"risk_score": 51.41,
"confidence": 0.66
} | 124.163.107.98 | 175.191.60.22 | Credential Stuffing | SIG-9514 | Recon | No additional info | Tanium Alert: Credential Stuffing detected from 124.163.107.98 targeting 175.191.60.22 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
05c41010-9f90-4074-bd14-ca46d6b7556c | 2025-02-28T02:22:06 | endpoint | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task budget by shermandevon No additional info | {
"geo_location": "Bahrain",
"device_hash": "e2c6429ab5087e883738ac8e8801af4650cdd38a969f71b038e5037150fa233d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_3_1 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/15.7d0872.0 Mobile/41L129 Safari/536.2",
"session_id": "dc6685e4-73e5-40c7-8d12-caf68f26a83d",
"risk_score": 73.1,
"confidence": 0.73
} | null | null | null | null | null | No additional info | Endpoint scheduled_task budget by shermandevon No additional info | scheduled_task | null | null | shermandevon | budget | 643 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fb66f897-be8f-4e42-9bb4-efb2b9a81e9d | 2025-03-30T19:27:05 | iot | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update MITRE Technique: T1071.001 | Associated Threat Actor: DarkSide noise=lawyer|conference|you | {
"geo_location": "Grenada",
"device_hash": "6f8658692bc139b6ae6dda59954fc84d",
"user_agent": "Mozilla/5.0 (Linux; Android 10) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/38.0.826.0 Safari/532.0",
"session_id": "310ff196-be23-449a-a2dc-2fc4980c0b53",
"risk_score": 35.7,
"confidence": 0.56
} | null | null | null | null | null | MITRE Technique: T1071.001 | Associated Threat Actor: DarkSide | IoT device HVAC firmware_update MITRE Technique: T1071.001 | Associated Threat Actor: DarkSide | firmware_update | null | null | null | null | null | null | null | HVAC | iot-32a07d0b | 5.4 | null | null | null | null | null | null | null | null | null | null |
c714a171-519e-42d3-8040-332794038ae6 | 2025-06-21T02:34:26 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install I by williamsjeffrey No additional info | {
"geo_location": "Croatia",
"device_hash": "4142bdd8002cef457a4e2f35e2a8cc429b5bff69629a44d7b27fbd569c68d74f",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4 like Mac OS X) AppleWebKit/531.1 (KHTML, like Gecko) FxiOS/16.0q7037.0 Mobile/37C978 Safari/531.1",
"session_id": "61ad1cb6-c2fb-489c-b6f1-4fab16c4af0b",
"risk_score": 57.78,
"confidence": 0.43
} | null | null | null | null | null | No additional info | Endpoint service_install I by williamsjeffrey No additional info | service_install | null | null | williamsjeffrey | I | 4,248 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
61fab2fe-a7f2-4007-a232-8eaa015e9410 | 2025-05-25T23:18:54 | ai | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by wallaceemily No additional info | {
"geo_location": "Botswana",
"device_hash": "910faee0fd07cb2ef1216ff035aa7a6e80bc7c99",
"user_agent": "Opera/8.22.(X11; Linux x86_64; sid-ET) Presto/2.9.161 Version/10.00",
"session_id": "63c8800a-1766-4968-9845-876c4c99356c",
"risk_score": 24.86,
"confidence": 0.41
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by wallaceemily No additional info | training_data_poisoning | null | null | wallaceemily | null | null | null | {
"baseline_deviation": 0.58,
"entropy": 3.74,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-3102664f | c04dfd75fc0ae633a84dff82c9a043181e2c1269a40a4734161ac077a8b3706c | 4d2f6d29051b2c3b215c576abfa232bfb4d5bb9f32e55f125c4d63d1728bfab6 | null | null |
64d7dcda-e566-4d7d-9329-3d2ee2c55390 | 2025-02-20T09:26:14 | ids_alert | Elastic SIEM v8.9.0 | emergency | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|emergency| desc=Elastic SIEM Alert: MFA Bypass detected from 192.8.183.156 targeting 78.61.162.98 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "b0a524edcf7eab34ccf920ebf3191de3",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; hi-IN) AppleWebKit/532.5.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6532.5.6",
"session_id": "1f1e2ef0-2a56-4dff-985e-cbb36c92a9f3",
"risk_score": 91,
"confidence": 0.92
} | 192.8.183.156 | 78.61.162.98 | MFA Bypass | SIG-1411 | Policy | No additional info | Elastic SIEM Alert: MFA Bypass detected from 192.8.183.156 targeting 78.61.162.98 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3a7cd848-b5d6-43c6-a05b-38db7c0a84cd | 2025-01-19T23:34:24 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SSH traffic from 123.249.91.187:578 to 116.46.195.59:40 MITRE Technique: T1071.001 | {
"geo_location": "Nigeria",
"device_hash": "2bb454e35f07d7fa5a4a219481ba6fa7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.10.1 (KHTML, like Gecko) Version/5.0 Safari/534.10.1",
"session_id": "e4f7ff18-cc73-4749-9c53-316c75b2dcd9",
"risk_score": 96.08,
"confidence": 0.12
} | 123.249.91.187 | 116.46.195.59 | null | null | null | MITRE Technique: T1071.001 | Firewall log-only SSH traffic from 123.249.91.187:578 to 116.46.195.59:40 MITRE Technique: T1071.001 | log-only | 968,001 | SSH | null | null | null | null | null | null | null | null | 578 | 40 | 2,568 | null | null | null | null | null | null | null |
4c45f15d-6acf-49bc-abb2-b843f2623b93 | 2025-03-31T05:50:01 | firewall | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|info| desc=Firewall deny UDP traffic from 208.39.110.172:1008 to 130.56.217.2:942 No additional info | {
"geo_location": "Georgia",
"device_hash": "1d345059a55c15f9a9f10dfb389f769be80793b5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/532.21.4 (KHTML, like Gecko) Version/5.0.5 Safari/532.21.4",
"session_id": "74ff5590-d437-4860-91c9-464026e168bd",
"risk_score": 20.53,
"confidence": 0.6
} | 208.39.110.172 | 130.56.217.2 | null | null | null | No additional info | Firewall deny UDP traffic from 208.39.110.172:1008 to 130.56.217.2:942 No additional info | deny | 474,548 | UDP | null | null | null | null | null | null | null | null | 1,008 | 942 | 1,497 | null | null | null | null | null | null | null |
85860ab2-1433-4f29-8d1e-384df6e43895 | 2025-03-03T06:23:32 | network | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 74.190.251.246 to 203.162.74.68 MITRE Technique: T1547.001 | {
"geo_location": "Netherlands Antilles",
"device_hash": "c88ca87dd98cd5c7ae29b237b5b7a279",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/3.1)",
"session_id": "e1b4d719-cca0-43c0-94ab-c89b86f22c55",
"risk_score": 37.33,
"confidence": 0.1
} | 74.190.251.246 | 203.162.74.68 | null | null | null | MITRE Technique: T1547.001 | Network covert_channel from 74.190.251.246 to 203.162.74.68 MITRE Technique: T1547.001 | covert_channel | 369,374 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
63d0cb5d-f45b-4d86-9ae1-9711d84323d8 | 2025-05-23T17:52:46 | network | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 75.134.38.156 to 10.234.13.12 MITRE Technique: T1059.001 | Unconventional IOC: ACPI table modifications | {
"geo_location": "Tokelau",
"device_hash": "a5116f3ba03256a4b955b96501ace541",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/14.0.884.0 Safari/534.2",
"session_id": "721d615b-5db2-4c9e-a4b2-5479a807fa1a",
"risk_score": 47.67,
"confidence": 0.38
} | 75.134.38.156 | 10.234.13.12 | null | null | null | MITRE Technique: T1059.001 | Unconventional IOC: ACPI table modifications | Network bandwidth_usage from 75.134.38.156 to 10.234.13.12 MITRE Technique: T1059.001 | Unconventional IOC: ACPI table modifications | bandwidth_usage | 661,580 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d64425c3-9329-4c01-998a-ac15a8869038 | 2025-07-05T00:45:00 | network | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 62.22.61.88 to 99.140.125.171 MITRE Technique: T1053.005 | {
"geo_location": "Belize",
"device_hash": "854f44429de3a32f7da989fa334f7ed3bc0c04be56a15fcf21b69f7e5d40880a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.44.4 (KHTML, like Gecko) Version/5.0.1 Safari/531.44.4",
"session_id": "3f95feed-ba1d-4afb-bfa9-b8058a9bc931",
"risk_score": 62.92,
"confidence": 0.73
} | 62.22.61.88 | 99.140.125.171 | null | null | null | MITRE Technique: T1053.005 | Network covert_channel from 62.22.61.88 to 99.140.125.171 MITRE Technique: T1053.005 | covert_channel | 970,093 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9614040b-cba2-4e1a-ba58-e6e544de810c | 2025-06-27T17:57:10 | ids_alert | Zeek v5.0.0 | emergency | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Zeek Alert: Port Scan detected from 57.17.148.201 targeting 37.190.193.39 MITRE Technique: T1574.002 noise=wp-content/main | {
"geo_location": "Pitcairn Islands",
"device_hash": "e82249ff78cd8e46e337a84ef5be4d8b94e095d5",
"user_agent": "Mozilla/5.0 (Windows NT 11.0) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/24.0.864.0 Safari/531.0",
"session_id": "177b76c5-6641-4921-9c02-03d309e94c4e",
"risk_score": 68.32,
"confidence": 0.15
} | 57.17.148.201 | 37.190.193.39 | Port Scan | SIG-8286 | Exploit | MITRE Technique: T1574.002 | Zeek Alert: Port Scan detected from 57.17.148.201 targeting 37.190.193.39 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
070874dc-2582-4579-9b9d-72c8cee9a50e | 2030-05-10T10:31:46 | auth | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|low| desc=Auth timeout for oholden via passwordless from 10.47.122.133 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "bb67e953de8193f7c8de094da06d37b98ef6de80",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; as-IN) AppleWebKit/534.5.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6534.5.6",
"session_id": "2026d0ab-510a-4c6c-a1c2-7f52334b0edc",
"risk_score": 77.28,
"confidence": 0.28
} | 10.47.122.133 | null | null | null | null | No additional info | Auth timeout for oholden via passwordless from 10.47.122.133 No additional info | timeout | null | null | oholden | null | null | null | null | null | null | null | null | null | null | passwordless | 9d:fd:67:35:d4:3a | null | null | null | null | null |
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