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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
30ee8ebc-9e5c-47c5-87b0-362bee120edf | 2025-02-19T00:09:43 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: AI Model Poisoning detected from 163.243.150.99 targeting 188.165.82.43 MITRE Technique: T1071.001 | {
"geo_location": "North Korea",
"device_hash": "1aca44a843b68cb9ae4c7d3fd4ff06995b8913a421fdb0888ca16ccd7291fe1e",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/43.0.842.0 Safari/531.0",
"session_id": "64196c60-76ba-41ba-ab31-34bc85490b32",
"risk_score": 53.56,
... | null | null | null | null | null | MITRE Technique: T1071.001 | Tanium Alert: AI Model Poisoning detected from 163.243.150.99 targeting 188.165.82.43 MITRE Technique: T1071.001 | {
"baseline_deviation": 0.62,
"entropy": 4.56,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 163.243.150.99 | 188.165.82.43 | AI Model Poisoning | SIG-8628 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
c58795d0-43b0-450b-af33-806826a6369c | 2025-04-24T15:05:12 | iot | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical unusual_activity MITRE Technique: T1110.003 | Associated Threat Actor: Kimsuky noise=yourself|small|pressure | {
"geo_location": "Nicaragua",
"device_hash": "821d2dfe995b584f4d7a3bbf29759cb2",
"user_agent": "Opera/9.11.(Windows 98; ar-SY) Presto/2.9.177 Version/12.00",
"session_id": "e3e5f288-a543-4d5b-a3c4-17f2deda837e",
"risk_score": 50.17,
"confidence": 0.59
} | null | unusual_activity | null | null | null | MITRE Technique: T1110.003 | Associated Threat Actor: Kimsuky | IoT device Medical unusual_activity MITRE Technique: T1110.003 | Associated Threat Actor: Kimsuky | null | Medical | iot-9d7cbe87 | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b69f2a8b-a837-4af4-adff-889d1af10b6a | 2025-05-03T10:51:41 | firewall | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall inspect DNS traffic from 35.17.79.158:515 to 10.206.31.167:736 No additional info | {
"geo_location": "Honduras",
"device_hash": "2dff99498d1d6f53236e71a82871b33a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; aa-DJ) AppleWebKit/533.41.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B119 Safari/6533.41.3",
"session_id": "87327cd2-f474-4eac-a15b-3fedcd66865d",
"risk_score... | null | inspect | null | null | null | No additional info | Firewall inspect DNS traffic from 35.17.79.158:515 to 10.206.31.167:736 No additional info | {
"baseline_deviation": 2.94,
"entropy": 4.87,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 35.17.79.158 | 10.206.31.167 | null | null | null | null | null | null | null | null | 515 | 736 | DNS | 428,165 | 733 | null | null |
7db0582c-793d-404c-9179-b5bd726f593c | 2025-04-17T05:20:11 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth bypass for vincentrice via SAML from 90.165.71.40 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "136c9d81e66f0854d7d50e0d4741d950b4e335ae762f3f184269b5f9054b0b3d",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/25.0.846.0 Mobile/44G589 Safari/536.0",
"session_id": "98a776e8-11e1-4a1f-bf98-1a453219d... | vincentrice | bypass | null | null | null | No additional info | Auth bypass for vincentrice via SAML from 90.165.71.40 No additional info | null | null | null | null | 90.165.71.40 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | c8:bf:15:e3:dc:ba |
5fa99071-0432-4583-8b57-b4527df567f9 | 2025-04-03T18:57:07 | endpoint | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec paper by billyrosario MITRE Technique: T1566.001 | {
"geo_location": "Belgium",
"device_hash": "475d53b7b1e5828c6568036b651c9e5c",
"user_agent": "Opera/9.46.(Windows NT 4.0; nb-NO) Presto/2.9.163 Version/11.00",
"session_id": "9256148f-1ea5-4fef-87b1-b7ad6004f2fe",
"risk_score": 67.62,
"confidence": 0.28
} | billyrosario | wmi_exec | paper | 1,913 | cmd.exe | MITRE Technique: T1566.001 | Endpoint wmi_exec paper by billyrosario MITRE Technique: T1566.001 | {
"baseline_deviation": 0.7,
"entropy": 2.7,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
45e0a099-96d8-41c8-a806-39470292c008 | 2025-04-07T02:09:12 | network | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 10.245.8.155 to 40.102.116.75 No additional info | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "b6436734c7c2c9c1e5a98edf94c2e272",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/46.0.816.0 Safari/534.2",
"session_id": "859ab79b-3273-4d04-9b89-0b4c0c0d6053",
"risk_score": 60.81,
"confidence": 0.34
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 10.245.8.155 to 40.102.116.75 No additional info | null | null | null | null | 10.245.8.155 | 40.102.116.75 | null | null | null | null | null | null | null | null | null | null | HTTPS | 392,837 | null | null | null |
40f71b72-c6f3-48fc-9817-b63e095228b6 | 2025-04-16T18:05:19 | network | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|info| desc=Network disconnection from 137.148.105.67 to 131.243.175.155 No additional info | {
"geo_location": "Maldives",
"device_hash": "eb8e79cbf1ae33be676b07e81b52e8e2ca7143919e90cf764dded57c9d80f6e4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/8696-04-20 06:39:09 Firefox/7.0",
"session_id": "3f801b32-bd4b-4663-8965-7d303d7cbdc9",
"risk_score": 87.91,
"confidence": 0.9
} | null | disconnection | null | null | null | No additional info | Network disconnection from 137.148.105.67 to 131.243.175.155 No additional info | {
"baseline_deviation": 2.4,
"entropy": 6.76,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 137.148.105.67 | 131.243.175.155 | null | null | null | null | null | null | null | null | null | null | ICMP | 187,133 | null | null | null |
b49cbf13-00d9-49e9-949b-e1e0f6593faa | 2025-06-27T20:13:08 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 56.81.219.36 to 152.3.102.171 Associated Threat Actor: APT38 | {
"geo_location": "Tunisia",
"device_hash": "f4926e06dc0b2ff22916cc103f920b2249c60210",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/27.0.869.0 Safari/533.1",
"session_id": "1e1449f8-c620-4dee-a88a-55051f912112",
"risk_score": 41.23,
"confidence": 0.89
} | null | protocol_anomaly | null | null | null | Associated Threat Actor: APT38 | Network protocol_anomaly from 56.81.219.36 to 152.3.102.171 Associated Threat Actor: APT38 | null | null | null | null | 56.81.219.36 | 152.3.102.171 | null | null | null | null | null | null | null | null | null | null | UDP | 364,412 | null | null | null |
eb49a3e1-a129-4d64-9c85-09a995d0f81d | 2025-05-19T03:11:18 | iot | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat side_channel MITRE Technique: T1566.001 | Sensor spoofing detected noise=SnVzdCBmbHku | {
"geo_location": "Iran",
"device_hash": "485222fb09e7f12717fa8471cd8f136f5df50850",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/532.22.5 (KHTML, like Gecko) Version/4.1 Safari/532.22.5",
"session_id": "392ca91d-d376-4192-9ed6-a632502662de",
"risk_score": 83.5,
"confidence": 0.51
} | null | side_channel | null | null | null | MITRE Technique: T1566.001 | Sensor spoofing detected | IoT device Thermostat side_channel MITRE Technique: T1566.001 | Sensor spoofing detected | null | Thermostat | iot-a0796355 | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bcbc8b43-f0ec-4a6a-9a1a-1d3b414df072 | 2025-03-15T08:51:41 | firewall | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only SSH traffic from 121.117.187.216:508 to 33.18.225.90:606 Unconventional IOC: GPU memory artifacts noise=app/blog | {
"geo_location": "Australia",
"device_hash": "0c93bc1610dc7a25dd1e49f09864f769",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "f84c3944-ac34-4254-9275-ee7ecf3392b1",
"risk_score": 6.74,
"confidence": 0.48
} | null | log-only | null | null | null | Unconventional IOC: GPU memory artifacts | Firewall log-only SSH traffic from 121.117.187.216:508 to 33.18.225.90:606 Unconventional IOC: GPU memory artifacts | null | null | null | null | 121.117.187.216 | 33.18.225.90 | null | null | null | null | null | null | null | null | 508 | 606 | SSH | 714,817 | 850 | null | null |
42ccd4f1-5c86-4d23-84b4-e279dd6597f6 | 2025-06-14T23:39:53 | ai | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by powelljermaine No additional info | {
"geo_location": "Guatemala",
"device_hash": "c492c00ebebcdd60e9778950edd1ab43fe99c495",
"user_agent": "Opera/8.79.(X11; Linux i686; ky-KG) Presto/2.9.162 Version/10.00",
"session_id": "5f908492-8797-46cc-838b-45c253e7bafc",
"risk_score": 87.05,
"confidence": 0.06
} | powelljermaine | adversarial_input | null | null | null | No additional info | AI system adversarial_input by powelljermaine No additional info | {
"baseline_deviation": 1.07,
"entropy": 4.1,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-30af1d23 | 29511c5b8cc053979d9a0327f8e582929f8438b23d48a73d97ec8c884d220f2e | 6a392333a94da00c844f713ff8cfbdc8 | null | null | null | null | null | null | null |
c70da6f6-db1c-4e8c-94d1-a633aab7ff39 | 2025-02-18T11:28:35 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in AWS by ianhaney No additional info | {
"geo_location": "Niger",
"device_hash": "e54f407dc20429461b47eaadc4b112faa97c5f5e",
"user_agent": "Opera/9.26.(Windows NT 6.0; kl-GL) Presto/2.9.175 Version/11.00",
"session_id": "b08847da-bb67-497a-8572-fa0c8ae22310",
"risk_score": 62.18,
"confidence": 0.81
} | ianhaney | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by ianhaney No additional info | null | null | null | null | null | null | null | null | null | AWS | res-e390e6e5 | null | null | null | null | null | null | null | null | null | null |
3ddc48e9-651b-49dc-94f4-069d6f79b038 | 2025-06-04T01:58:52 | cloud | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|low| desc=Cloud api_abuse in OCI by urodriguez No additional info | {
"geo_location": "Tokelau",
"device_hash": "81c436b49574be68c4f9ba2bce4884d2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/3.0)",
"session_id": "648204d5-68c3-4763-944a-fad32aba713e",
"risk_score": 46.41,
"confidence": 0.16
} | urodriguez | api_abuse | null | null | null | No additional info | Cloud api_abuse in OCI by urodriguez No additional info | null | null | null | null | null | null | null | null | null | OCI | res-d2d7502e | null | null | null | null | null | null | null | null | null | null |
f2eb1c4f-7fb3-4cae-8331-bbffb79ec904 | 2025-05-04T22:32:31 | 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 52.195.240.254 targeting 130.143.174.83 No additional info | {
"geo_location": "Turkey",
"device_hash": "357d3277b96f1faf2711896bf225f914",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/26.0.834.0 Safari/532.2",
"session_id": "be831f4d-5526-46df-8c37-6086ea61dbb6",
"risk_score": 40.54,
"confidence": 0.15
} | null | null | null | null | null | No additional info | AlienVault Alert: Credential Stuffing detected from 52.195.240.254 targeting 130.143.174.83 No additional info | null | null | null | null | 52.195.240.254 | 130.143.174.83 | Credential Stuffing | SIG-6201 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
e522a15d-bf90-43d2-addc-cae55bc6485d | 2025-05-27T22:11:28 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: Port Scan detected from 11.12.245.167 targeting N/A No additional info | {
"geo_location": "Mexico",
"device_hash": "3a55765c1906be7c52190c3ce5436c6d",
"user_agent": "Opera/8.23.(Windows NT 5.2; pap-CW) Presto/2.9.187 Version/10.00",
"session_id": "0e774150-09e6-44f6-acf9-b97b7bdf162b",
"risk_score": 39.4,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Suricata Alert: Port Scan detected from 11.12.245.167 targeting N/A No additional info | null | null | null | null | 11.12.245.167 | N/A | Port Scan | SIG-2667 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
9c2e651e-1a72-4028-9600-8cc9b1f1589b | 2025-04-12T20:08:29 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: Container Escape detected from 72.146.190.235 targeting 131.95.119.23 No additional info | {
"geo_location": "Guinea",
"device_hash": "0b607e24afd70e1c10dafa4d282d20a14815cba85668993d70cce9f982dc3d4a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.01; Trident/3.0)",
"session_id": "84d5ec38-0d4f-41cd-b1f8-a4dc6d8c4e2a",
"risk_score": 77.58,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Suricata Alert: Container Escape detected from 72.146.190.235 targeting 131.95.119.23 No additional info | null | null | null | null | 72.146.190.235 | 131.95.119.23 | Container Escape | SIG-2452 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
1c92c636-774e-496c-aa32-2097a32b278a | 2025-04-11T13:28:29 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall allow NTP traffic from 13.159.111.141:891 to 196.101.202.251:21 MITRE Technique: T1110.003 | {
"geo_location": "Tuvalu",
"device_hash": "843b76a6d91ca8470bfce0d48d61e718",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; eo-US; rv:1.9.2.20) Gecko/9605-07-01 16:27:03 Firefox/12.0",
"session_id": "14c72ff9-ca3a-427d-9482-6049eb02e238",
"risk_score": 36.61,
"confidence": 0.8
} | null | allow | null | null | null | MITRE Technique: T1110.003 | Firewall allow NTP traffic from 13.159.111.141:891 to 196.101.202.251:21 MITRE Technique: T1110.003 | null | null | null | null | 13.159.111.141 | 196.101.202.251 | null | null | null | null | null | null | null | null | 891 | 21 | NTP | 387,459 | 3,468 | null | null |
56010ae4-2610-4c85-9c53-6007e47f9a4d | 2025-05-23T01:49:55 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall log-only TCP traffic from 109.180.200.96:120 to 152.132.237.209:666 No additional info | {
"geo_location": "Mexico",
"device_hash": "ab9f29608c22e53cd2931d5e1375f85874ac8434315f825e82265e1a45493921",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/2154-09-27 05:27:23 Firefox/3.8",
"session_id": "075dfc3d-43dc-4325-a363-4c33d0b26294",
"risk_score": 33.8,
"confidence": 0.6
} | null | log-only | null | null | null | No additional info | Firewall log-only TCP traffic from 109.180.200.96:120 to 152.132.237.209:666 No additional info | null | null | null | null | 109.180.200.96 | 152.132.237.209 | null | null | null | null | null | null | null | null | 120 | 666 | TCP | 935,394 | 1,865 | null | null |
4f7c1753-0d7b-4442-b77d-2e32cb9720d6 | 2025-01-22T22:50:33 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by kelsey22 No additional info | {
"geo_location": "Barbados",
"device_hash": "8c8eb0422585a52915480d4daf006cb13fd4a91f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.0)",
"session_id": "cefd7fda-752b-41a2-bf3f-9782d1c2b717",
"risk_score": 52.79,
"confidence": 0.14
} | kelsey22 | membership_inference | null | null | null | No additional info | AI system membership_inference by kelsey22 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2da0ad50 | d613c6961022a627b080e52a07fb39dbef793dbf97df02b3e8a20d13503cacc9 | 78f1d431d0f005195791f462eef45022 | null | null | null | null | null | null | null |
3c8e0f95-5f18-41be-8849-023f4efcca52 | 2025-06-17T20:38:50 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for glucero via password from 152.28.57.6 MITRE Technique: T1053.005 noise=search/blog/main | {
"geo_location": "Pakistan",
"device_hash": "44c17a2f4dd91831e39c2d5688d417f80d0db3c0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.0)",
"session_id": "95af4ef1-a514-4a0f-8598-64ff7fa1f009",
"risk_score": 52.19,
"confidence": 0.01
} | glucero | challenge | null | null | null | MITRE Technique: T1053.005 | Auth challenge for glucero via password from 152.28.57.6 MITRE Technique: T1053.005 | {
"baseline_deviation": 1.96,
"entropy": 7.26,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 152.28.57.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | e7:d2:82:aa:0d:8d |
1a30c87a-becd-4efd-bb1a-e5340d2a51c1 | 2025-01-20T00:37:51 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /create/young.wav by angelarobinson MITRE Technique: T1547.001 | {
"geo_location": "Slovenia",
"device_hash": "afa590e5e105dff1afa41efaaa6fa9c747d23c594e9dbabc82deda71fa8956ec",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_8; rv:1.9.6.20) Gecko/5037-09-18 16:36:45 Firefox/10.0",
"session_id": "5c40a023-9524-4e6e-a9d8-2e6f93f572ea",
"risk_score": 43.99,
"c... | angelarobinson | process_start | /create/young.wav | 7,479 | explorer.exe | MITRE Technique: T1547.001 | Endpoint process_start /create/young.wav by angelarobinson MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c4f83302-3079-4838-8d88-45bfdcec91a7 | 2025-03-12T03:59:15 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor firmware_update Associated Threat Actor: Conti noise=tags/tags | {
"geo_location": "Kuwait",
"device_hash": "84016ffeb4565240aa15057d90612f8ecf6f33a8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/532.28.2 (KHTML, like Gecko) Version/5.0.2 Safari/532.28.2",
"session_id": "ea8dc054-f0c4-4a54-a80c-6ceb2f3cca69",
"risk_score": 63.99,
"confidence": 0.27
} | null | firmware_update | null | null | null | Associated Threat Actor: Conti | IoT device Sensor firmware_update Associated Threat Actor: Conti | null | Sensor | iot-966fd9d6 | 8.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
14a91c36-9c82-4936-9fa3-2930b3070483 | 2025-06-10T13:40:08 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera side_channel No additional info noise=Q3VsdHVyZS4= | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "20957cbdc5992cecedbfdb8b3d524eb02e43189c494d948f3365d8c617d04619",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/532.5.2 (KHTML, like Gecko) Version/4.0 Safari/532.5.2",
"session_id": "4e7d282b-ada1-4004-b075-279c3032dbf8",... | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-b6a0ba78 | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
152dea3c-91af-4843-b950-150787f7f266 | 2025-02-16T10:18:52 | network | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 217.221.231.167 to 86.76.99.104 MITRE Technique: T1110.003 | {
"geo_location": "Italy",
"device_hash": "bfbb47329964728bf15c0a65bb48af07",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/8408-06-15 21:14:36 Firefox/12.0",
"session_id": "e6a81c77-bad3-41df-a595-b813ae0cc9c1",
"risk_score": 45.18,
"confidence": 0.81
} | null | data_exfiltration | null | null | null | MITRE Technique: T1110.003 | Network data_exfiltration from 217.221.231.167 to 86.76.99.104 MITRE Technique: T1110.003 | null | null | null | null | 217.221.231.167 | 86.76.99.104 | null | null | null | null | null | null | null | null | null | null | TCP | 57,426 | null | null | null |
10c44859-9336-4208-b8c2-1cae3dcd2b88 | 2025-03-31T09:04:31 | ids_alert | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|low| desc=ArcSight Alert: MFA Bypass detected from 164.119.217.92 targeting N/A No additional info noise=Q2l0eSBuZXh0Lg== | {
"geo_location": "Bahamas",
"device_hash": "d17d05d121980e3d4274a3e0665d70d3",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/54.0.894.0 Safari/535.2",
"session_id": "46eafc92-30a5-44dd-850a-2b415308a867",
"risk_score": 56.97,
"confidence": 0.32
} | null | null | null | null | null | No additional info | ArcSight Alert: MFA Bypass detected from 164.119.217.92 targeting N/A No additional info | null | null | null | null | 164.119.217.92 | N/A | MFA Bypass | SIG-2713 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
c3fe3384-ff76-4f9a-8e92-60d35e1faf75 | 2025-04-27T06:26:57 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install their by lisachristensen No additional info | {
"geo_location": "Somalia",
"device_hash": "c76ca74f287d3634d7454eef647f891f7b6048a4",
"user_agent": "Opera/8.69.(X11; Linux i686; uk-UA) Presto/2.9.187 Version/10.00",
"session_id": "bf21b426-dace-4cc9-87bf-3dd030211a88",
"risk_score": 82.51,
"confidence": 0.43
} | lisachristensen | service_install | their | 8,392 | cmd.exe | No additional info | Endpoint service_install their by lisachristensen No additional info | {
"baseline_deviation": 2.8,
"entropy": 3.05,
"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 |
885ea5be-1ae6-406a-871e-9b024c6e09b0 | 2025-05-01T11:43:03 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system model_access by urobbins Unconventional IOC: ACPI table modifications | {
"geo_location": "Chile",
"device_hash": "659586ce037636a4608c592363ff7f425a3dddab96eb6f05119de45edb8c0eaa",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/4.0)",
"session_id": "5db2cfbf-baa6-496a-9206-ebfc9ede69a2",
"risk_score": 65.69,
"confidence": 0.43
} | urobbins | model_access | null | null | null | Unconventional IOC: ACPI table modifications | AI system model_access by urobbins Unconventional IOC: ACPI table modifications | null | null | null | null | null | null | null | null | null | null | null | model-a44fd2a8 | 0b5c5c31c78cf0af6f44a0c5ec0a507587d4db84462db1be67884175e466612d | f9450c81a878748275eac00ee0cfd44b | null | null | null | null | null | null | null |
8684ed71-82a9-482a-be1b-ed1b42786387 | 2025-05-16T12:40:20 | firewall | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only DNS traffic from 114.24.159.113:959 to 161.127.17.25:662 MITRE Technique: T1543.003 | {
"geo_location": "Cuba",
"device_hash": "e337c3b9d7b1aa05b604d382a0e12fc7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.0)",
"session_id": "298f7a46-ef27-44e9-b27a-fa412fb59af0",
"risk_score": 43.07,
"confidence": 0.2
} | null | log-only | null | null | null | MITRE Technique: T1543.003 | Firewall log-only DNS traffic from 114.24.159.113:959 to 161.127.17.25:662 MITRE Technique: T1543.003 | null | null | null | null | 114.24.159.113 | 161.127.17.25 | null | null | null | null | null | null | null | null | 959 | 662 | DNS | 697,904 | 2,224 | null | null |
18aa2c35-e4fe-4f7f-9e54-955ee84e2080 | 2025-04-12T08:49:44 | firewall | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine RDP traffic from 111.254.242.59:997 to 149.64.56.227:53116 Geo anomaly: Impossible travel detected | {
"geo_location": "Belize",
"device_hash": "a8ef67af592cbbb0f7a9983502d4c59a",
"user_agent": "Opera/8.80.(X11; Linux i686; bn-BD) Presto/2.9.165 Version/10.00",
"session_id": "87387c08-be7b-434b-8de6-848215f9d0dc",
"risk_score": 58.84,
"confidence": 0.26
} | null | quarantine | null | null | null | Geo anomaly: Impossible travel detected | Firewall quarantine RDP traffic from 111.254.242.59:997 to 149.64.56.227:53116 Geo anomaly: Impossible travel detected | null | null | null | null | 111.254.242.59 | 149.64.56.227 | null | null | null | null | null | null | null | null | 997 | 53,116 | RDP | 568,797 | 170 | null | null |
ece7d0aa-969c-46a7-bec0-fae07372cccb | 2025-06-01T18:57:49 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /over/improve.html by phillip81 No additional info noise=SW4gbm9yLg== | {
"geo_location": "Germany",
"device_hash": "4669cacb802e94f13b6e15dd1939e427d0d3b3f6",
"user_agent": "Opera/9.85.(Windows NT 11.0; af-ZA) Presto/2.9.188 Version/12.00",
"session_id": "581aa6cb-6f48-4397-8ae7-a2a79baeda56",
"risk_score": 73.56,
"confidence": 0.13
} | phillip81 | file_access | /over/improve.html | 3,349 | cmd.exe | No additional info | Endpoint file_access /over/improve.html by phillip81 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
664e6e91-14eb-48e2-bd1a-86fe0cd17939 | 2025-03-19T05:38:42 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint powershell_exec bill by adickson No additional info | {
"geo_location": "Cote d'Ivoire",
"device_hash": "f0959f418b6316df623309c0cc2c279f36dac5f5",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) CriOS/48.0.806.0 Mobile/76Y792 Safari/532.0",
"session_id": "cae99e9b-a600-404c-9d4a-9d0ca0f4c24d",
"risk_... | adickson | powershell_exec | bill | 6,607 | cmd.exe | No additional info | Endpoint powershell_exec bill by adickson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
933886e7-807f-4a18-bd19-2dbcde3680ba | 2025-06-29T04:44:09 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: Brute Force detected from 217.25.35.85 targeting 10.78.34.176 No additional info | {
"geo_location": "Australia",
"device_hash": "1c50ec45c253c9da2202e3e0ae9d6ce6b6cc6cfd43d8c38230308276b898518d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.1; Trident/5.0)",
"session_id": "c3b6d680-95f2-4671-8ef1-5d98e44d112c",
"risk_score": 31.07,
"confidence": 0.52
} | null | null | null | null | null | No additional info | Carbon Black Alert: Brute Force detected from 217.25.35.85 targeting 10.78.34.176 No additional info | null | null | null | null | 217.25.35.85 | 10.78.34.176 | Brute Force | SIG-9582 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
83e57802-466a-475f-a64c-3cadb390fb03 | 2025-02-08T23:10:12 | endpoint | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /senior/ok.wav by molinabrian No additional info | {
"geo_location": "Benin",
"device_hash": "c816dff6ec01b6fbe5fc6292c591a82c72524dca4f518a0c6a2556a2af70a7d0",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/533.25.1 (KHTML, like Gecko) Version/5.0.1 Safari/533.25.1",
"session_id": "bf533867-e803-40c7-996f-f36a3f2ac670",
"risk_score": 35.... | molinabrian | wmi_exec | /senior/ok.wav | 6,257 | svchost.exe | No additional info | Endpoint wmi_exec /senior/ok.wav by molinabrian No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
229929c1-3913-446c-96dc-6d48d099fef0 | 2025-03-03T23:01:34 | endpoint | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /watch/whose.pdf by elizabethclark Living-off-the-land technique detected noise=category/wp-content/main | {
"geo_location": "Burkina Faso",
"device_hash": "a8b9aba923d018e50294c4fac17a99c5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.1; Trident/5.1)",
"session_id": "d08d450c-ba16-4db3-a64a-449f0eeea2da",
"risk_score": 64.17,
"confidence": 0.49
} | elizabethclark | process_start | /watch/whose.pdf | 7,296 | powershell.exe | Living-off-the-land technique detected | Endpoint process_start /watch/whose.pdf by elizabethclark 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 |
b0edf7e7-5f3f-4e0f-8e19-aec7530d9d36 | 2025-04-26T00:11:32 | auth | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|high| desc=Auth challenge for josemueller via SAML from 10.186.184.24 No additional info | {
"geo_location": "Jamaica",
"device_hash": "6aba3f2e58f644db1fca191e83428750",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_1; rv:1.9.3.20) Gecko/9874-04-17 08:28:48 Firefox/3.8",
"session_id": "243fb233-ec24-4930-a364-59efd9bab980",
"risk_score": 37.99,
"confidence": 0.3
} | josemueller | challenge | null | null | null | No additional info | Auth challenge for josemueller via SAML from 10.186.184.24 No additional info | null | null | null | null | 10.186.184.24 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 3b:fd:20:4b:db:66 |
d94faec4-25ba-47d7-ba92-7b58784cc676 | 2025-02-06T04:20:08 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: ICS Attack detected from 219.121.174.251 targeting 216.21.103.138 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "1bf24fea763ac2f7d4fba4182457f0d0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/3.0)",
"session_id": "cfa04aa7-0e69-47f6-ac23-b827bf028638",
"risk_score": 45.33,
"confidence": 0.72
} | null | null | null | null | null | No additional info | Zeek Alert: ICS Attack detected from 219.121.174.251 targeting 216.21.103.138 No additional info | null | null | null | null | 219.121.174.251 | 216.21.103.138 | ICS Attack | SIG-8139 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
1dd71bae-c891-4b17-98d9-7b01adc9cb56 | 2025-06-28T21:37:48 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Russian Federation",
"device_hash": "4dc03041640c0b9d079953a38207eeac697ff27a272e6d0a20d9d6dc1890b5c4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; unm-US) AppleWebKit/534.11.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6534.11.1",
"session_id": "38d684d2-... | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-fd61281e | 9.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b0bde790-9150-4555-a111-dbbef2eb5cb3 | 2025-03-02T00:24:07 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine UDP traffic from 147.176.94.82:178 to 123.169.14.110:945 Unconventional IOC: UEFI variable tampering | {
"geo_location": "Thailand",
"device_hash": "df87af49b7194fc1a44aef56e69b76c338561a3e",
"user_agent": "Mozilla/5.0 (Android 2.1; Mobile; rv:44.0) Gecko/44.0 Firefox/44.0",
"session_id": "91d87e2c-d18f-42d8-b911-b8698a3fec3d",
"risk_score": 74.61,
"confidence": 0.33
} | null | quarantine | null | null | null | Unconventional IOC: UEFI variable tampering | Firewall quarantine UDP traffic from 147.176.94.82:178 to 123.169.14.110:945 Unconventional IOC: UEFI variable tampering | null | null | null | null | 147.176.94.82 | 123.169.14.110 | null | null | null | null | null | null | null | null | 178 | 945 | UDP | 89,688 | 1,935 | null | null |
af794b41-b3c6-4262-8edb-c4438a6a3776 | 2025-01-16T17:41:54 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall deny HTTP traffic from 10.203.80.217:8618 to 45.15.132.174:920 MITRE Technique: T1566.001 noise=relate|space|consumer | {
"geo_location": "India",
"device_hash": "5410a903e6143d36cec3dce5bb8dd0b4",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_1 rv:5.0; ig-NG) AppleWebKit/533.19.6 (KHTML, like Gecko) Version/4.0 Safari/533.19.6",
"session_id": "25205304-a037-44ca-9e74-e903493e6e72",
"risk_score": 26.82,
"confi... | null | deny | null | null | null | MITRE Technique: T1566.001 | Firewall deny HTTP traffic from 10.203.80.217:8618 to 45.15.132.174:920 MITRE Technique: T1566.001 | null | null | null | null | 10.203.80.217 | 45.15.132.174 | null | null | null | null | null | null | null | null | 8,618 | 920 | HTTP | 380,297 | 1,227 | null | null |
eed53a64-e494-4c1f-9e81-2f7bf290ad22 | 2025-07-07T22:06:17 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in AWS by balvarez MITRE Technique: T1543.003 noise=T2sgc3VmZmVyLg== | {
"geo_location": "El Salvador",
"device_hash": "352661c77fed5fe4f3fac8ca79203be1feac306243f15de442edb117172d9ade",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/4.0)",
"session_id": "c2c9e052-3f02-4024-9cb7-f3d073594112",
"risk_score": 30.15,
"confidence": 0.73
} | balvarez | shadow_it | null | null | null | MITRE Technique: T1543.003 | Cloud shadow_it in AWS by balvarez MITRE Technique: T1543.003 | {
"baseline_deviation": 2.12,
"entropy": 2.78,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | AWS | res-6552f071 | null | null | null | null | null | null | null | null | null | null |
9e7f66b1-59ff-471f-a433-0efedb1b3805 | 2025-06-04T01:37:41 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by robertrodriguez No additional info | {
"geo_location": "Iceland",
"device_hash": "bce5fedcb03600cc603acc13eb89538f78e76f6e",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_6) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/54.0.838.0 Safari/534.0",
"session_id": "9b521fa2-43b5-41ec-b4c6-623471d6f6f9",
"risk_score": 55.02,
"confidenc... | robertrodriguez | adversarial_input | null | null | null | No additional info | AI system adversarial_input by robertrodriguez No additional info | {
"baseline_deviation": 0.64,
"entropy": 7.59,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-b1c7a736 | 0d035e8baaffdd6a9f9ab78b85b6f1fac2af9cb98484c971d67dd7d62efde3df | a6a85a2dd8cf79f0c34dd2354948da08a991a4a6 | null | null | null | null | null | null | null |
6e6dc46c-9988-4d6e-85f2-3af0da97bfa7 | 2025-03-09T22:03:33 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network covert_channel from 3.143.238.174 to 77.95.140.56 No additional info noise=increase|during|such | {
"geo_location": "Canada",
"device_hash": "9df38b2f1919dda001ec48ee409df7744cd915cc",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; hsb-DE) AppleWebKit/533.39.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6533.39.4",
"session_id": "a9fde9d3-d589-49d7-b383-a167b1a8880f",
"ris... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 3.143.238.174 to 77.95.140.56 No additional info | null | null | null | null | 3.143.238.174 | 77.95.140.56 | null | null | null | null | null | null | null | null | null | null | UDP | 304,552 | null | null | null |
69982d13-11af-4b66-a4a2-d93d4dd729ea | 2025-04-02T12:33:48 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: Cloud API Abuse detected from 155.25.15.89 targeting 142.188.35.194 MITRE Technique: T1486 | {
"geo_location": "Algeria",
"device_hash": "0968517dcbfeb420bafd709614ce856830eb6fc2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/43.0.886.0 Mobile/75T263 Safari/532.1",
"session_id": "d6f1671a-333a-4cc9-9701-bab28800a8d7",
"risk_score": 22... | null | null | null | null | null | MITRE Technique: T1486 | Tanium Alert: Cloud API Abuse detected from 155.25.15.89 targeting 142.188.35.194 MITRE Technique: T1486 | null | null | null | null | 155.25.15.89 | 142.188.35.194 | Cloud API Abuse | SIG-3100 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
b176dc28-140a-44c5-a01d-3ef998cb6252 | 2025-01-28T19:37:30 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for martinezshane via biometric from 186.88.108.224 MITRE Technique: T1547.001 | {
"geo_location": "Jersey",
"device_hash": "9ae6a45e754f7ca3996e650f157fe81aec4df6a84a11778b6220ff259f9db0e9",
"user_agent": "Opera/9.39.(X11; Linux i686; eo-US) Presto/2.9.179 Version/10.00",
"session_id": "5dd28419-568f-47d1-b50a-0d9f40beff00",
"risk_score": 81.99,
"confidence": 0.17
} | martinezshane | challenge | null | null | null | MITRE Technique: T1547.001 | Auth challenge for martinezshane via biometric from 186.88.108.224 MITRE Technique: T1547.001 | null | null | null | null | 186.88.108.224 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 9c:31:4a:ca:8c:24 |
e66ab097-72fa-496e-b94b-bc51883b0b8a | 2025-04-25T00:46:10 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth challenge for stevenhudson via passwordless from 200.71.225.13 No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "5efbf2d1e143d52b515f767c19a93587",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_6; rv:1.9.2.20) Gecko/7054-06-18 11:58:25 Firefox/3.8",
"session_id": "4871314c-90c6-4105-b2ee-470c7594ae3b",
"risk_score": 71.73,
"confidence": 0.12
} | stevenhudson | challenge | null | null | null | No additional info | Auth challenge for stevenhudson via passwordless from 200.71.225.13 No additional info | null | null | null | null | 200.71.225.13 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 2c:81:4b:74:96:29 |
d05f2c96-3afc-4702-abc6-f69c0d4474f4 | 2025-01-21T11:07:42 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth success for maryblack via biometric from 30.83.209.168 MITRE Technique: T1053.005 | {
"geo_location": "Guinea",
"device_hash": "44f1e24bb059af6c453ea267ccd1b9a2",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_8; rv:1.9.3.20) Gecko/7413-04-27 13:24:43 Firefox/3.8",
"session_id": "fc90f65c-6f72-4a8e-a947-626b5341ac5a",
"risk_score": 31.16,
"confidence": 0.69
} | maryblack | success | null | null | null | MITRE Technique: T1053.005 | Auth success for maryblack via biometric from 30.83.209.168 MITRE Technique: T1053.005 | {
"baseline_deviation": 0.83,
"entropy": 6.34,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 30.83.209.168 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | a4:7b:75:54:7d:00 |
be731429-6a95-4ac2-bd44-0713632bd8a2 | 2025-01-15T00:11:04 | ai | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by betty95 No additional info | {
"geo_location": "Kuwait",
"device_hash": "b19cfcdf5f215f0d03581be1e170149bf5930dd71628530c35c7aab2897d7b80",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/17.0.864.0 Safari/535.0",
"session_id": "976e2681-ea74-4403-a9b3-e4764c377fdf",
"risk_score": 81.07,
"con... | betty95 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by betty95 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-fa495c1f | d68b88706ca1f0b937debf7b079a5266 | bf12862b8e7f9666cf5c3599e2ccb53e66c86772 | null | null | null | null | null | null | null |
4e1dfc09-744c-42bd-a9a1-1ca10c2d2fac | 2025-03-06T03:22:41 | network | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|high| desc=Network beaconing from 106.57.120.194 to 218.86.0.111 MITRE Technique: T1543.003 | {
"geo_location": "Tunisia",
"device_hash": "b5b22b61a9089895e365df46c9ec9ec7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; as-IN) AppleWebKit/531.32.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6531.32.2",
"session_id": "00bd8875-1586-4188-a7cd-5395738ced9c",
"risk_score"... | null | beaconing | null | null | null | MITRE Technique: T1543.003 | Network beaconing from 106.57.120.194 to 218.86.0.111 MITRE Technique: T1543.003 | null | null | null | null | 106.57.120.194 | 218.86.0.111 | null | null | null | null | null | null | null | null | null | null | HTTP | 746,899 | null | null | null |
2299414d-3b91-4155-b0ea-f8830f7713cf | 2025-06-01T12:22:46 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Cloud API Abuse detected from 219.242.158.34 targeting 205.71.171.230 No additional info | {
"geo_location": "Costa Rica",
"device_hash": "534ab4183c28e9c756df0ea936213569cdcc6d62",
"user_agent": "Opera/8.20.(X11; Linux i686; yi-US) Presto/2.9.181 Version/10.00",
"session_id": "f2e454a2-4267-4cf7-a0ae-8c72e6b5b74e",
"risk_score": 73.6,
"confidence": 0.27
} | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: Cloud API Abuse detected from 219.242.158.34 targeting 205.71.171.230 No additional info | null | null | null | null | 219.242.158.34 | 205.71.171.230 | Cloud API Abuse | SIG-2636 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
c623c7d7-3a6c-4114-9ffa-78414879be00 | 2025-03-15T14:32:30 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install into by agreen No additional info | {
"geo_location": "Dominica",
"device_hash": "dc27e8dd959c81a80d0c1a2c8e9b6fb5",
"user_agent": "Opera/8.10.(X11; Linux x86_64; mai-IN) Presto/2.9.161 Version/10.00",
"session_id": "23cde113-1dd4-4be6-9b84-d34be03c5bda",
"risk_score": 58.26,
"confidence": 0.85
} | agreen | service_install | into | 9,574 | explorer.exe | No additional info | Endpoint service_install into by agreen No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6082623b-1d7e-4a0f-adb6-d0c4037099cb | 2025-05-30T06:49:23 | firewall | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny SSH traffic from 101.196.129.22:166 to 188.168.84.31:8403 MITRE Technique: T1218.011 | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "e3afd49db454c2b03ed5f242de242b7c",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/9816-06-18 15:40:47 Firefox/3.8",
"session_id": "27393da9-02c4-4a1f-8faa-2e846ded51d9",
"risk_score": 86.92,
"confidence": 0.13
} | null | deny | null | null | null | MITRE Technique: T1218.011 | Firewall deny SSH traffic from 101.196.129.22:166 to 188.168.84.31:8403 MITRE Technique: T1218.011 | {
"baseline_deviation": 1.74,
"entropy": 3.2,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 101.196.129.22 | 188.168.84.31 | null | null | null | null | null | null | null | null | 166 | 8,403 | SSH | 192,932 | 2,948 | null | null |
1822a98e-19a2-4c5d-8aad-2ddff79bb81f | 2025-05-23T08:15:09 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by dudleykevin No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "b7c6769b5daf25065c49899b1f2cc3a1",
"user_agent": "Mozilla/5.0 (Android 2.2.3; Mobile; rv:5.0) Gecko/5.0 Firefox/5.0",
"session_id": "e73efa78-5b32-4635-8253-87d659679361",
"risk_score": 58.29,
"confidence": 0.98
} | dudleykevin | api_abuse | null | null | null | No additional info | AI system api_abuse by dudleykevin No additional info | null | null | null | null | null | null | null | null | null | null | null | model-585f0204 | 081d41dcfc67c58ea211a85a2127e431 | 3980b738682f5dd6ece3b2808cea9771b813b7e2f0730297d8107daa020efaaf | null | null | null | null | null | null | null |
d0201042-d914-4bf6-be92-9a6151c56a66 | 2025-04-11T11:02:36 | ai | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by barajasdaniel MITRE Technique: T1204.002 | Associated Threat Actor: TA505 | {
"geo_location": "China",
"device_hash": "f6250581bee23b40221f7418e29817f58762c6e53dd7f9c7f1bb13e70e6f22b1",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/15.0x8320.0 Mobile/42Y369 Safari/535.0",
"session_id": "019c2c05-4722-4378-b919-b9ea6b... | barajasdaniel | model_inversion | null | null | null | MITRE Technique: T1204.002 | Associated Threat Actor: TA505 | AI system model_inversion by barajasdaniel MITRE Technique: T1204.002 | Associated Threat Actor: TA505 | null | null | null | null | null | null | null | null | null | null | null | model-7b3ece75 | e032c42f227f60d8cb6cc6c102d2ede2e473e772 | d0e1d9efb025b2b3fe7ce276d7eb38ea | null | null | null | null | null | null | null |
f9ea45c1-c08e-48fb-80ad-3d5ee14b6434 | 2025-06-01T15:03:58 | iot | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|low| desc=IoT device Thermostat physical_tamper Associated Threat Actor: Lazarus Group noise=tag/posts | {
"geo_location": "Brunei Darussalam",
"device_hash": "108d4c57f150a82b26825c9be0c935bdfc6c118fbb338e8762c536d2240f25b2",
"user_agent": "Opera/8.37.(Windows NT 5.2; ss-ZA) Presto/2.9.160 Version/11.00",
"session_id": "68797d59-8f37-4b5e-8fac-a2ce9c171ff0",
"risk_score": 71.09,
"confidence": 0.93
} | null | physical_tamper | null | null | null | Associated Threat Actor: Lazarus Group | IoT device Thermostat physical_tamper Associated Threat Actor: Lazarus Group | null | Thermostat | iot-062c94e0 | 10.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7548ed1f-b6e2-4e86-ab62-1a7f2c229afc | 2025-03-11T16:40:54 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by dennisclay No additional info noise=8FA824DE | {
"geo_location": "Nauru",
"device_hash": "7a7324da1efcabe56fad4b8fba1d3c7e2ad2e3be",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_8 rv:2.0; pt-PT) AppleWebKit/533.33.1 (KHTML, like Gecko) Version/5.0 Safari/533.33.1",
"session_id": "eb98d33b-113a-4a22-99c2-641e42755cf2",
"risk_score": 57.98,... | dennisclay | fine_tuning | null | null | null | No additional info | AI system fine_tuning by dennisclay No additional info | null | null | null | null | null | null | null | null | null | null | null | model-fe89f953 | 9a63d1f207f1ea32dbbb079ad5aba06a2410a68c07350c7fe264044750b1a3e3 | 6988b78de085a9ca9fcdcea9137a9d1a61ff87c4 | null | null | null | null | null | null | null |
badc68e0-69a4-44c3-b667-0683ee9f441d | 2025-04-02T09:52:57 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /across/exactly.txt by brandonmaldonado MITRE Technique: T1134.001 | {
"geo_location": "Western Sahara",
"device_hash": "5cb7a22f613ec36d6c90cca6c7baf535c23b9638bb92a64bbc0a2f823262512e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_0) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/25.0.885.0 Safari/536.2",
"session_id": "63cdc0f9-7ed7-426b-8eaa-59a9adc8b96b",
"risk_... | brandonmaldonado | process_stop | /across/exactly.txt | 5,971 | svchost.exe | MITRE Technique: T1134.001 | Endpoint process_stop /across/exactly.txt by brandonmaldonado MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b2b5c42f-10ee-4819-96d6-aee8233415a1 | 2025-03-06T04:16:25 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection property by daughertycarl Associated Threat Actor: Sandworm Team | Living-off-the-land technique detected | {
"geo_location": "Ukraine",
"device_hash": "d0b90db26d61b256ae05a5e3fa5ef11d",
"user_agent": "Mozilla/5.0 (Windows 98; sr-RS; rv:1.9.0.20) Gecko/8334-04-18 00:41:27 Firefox/13.0",
"session_id": "1ec1b631-313e-4c46-aa57-25c52865073e",
"risk_score": 59.15,
"confidence": 0.92
} | daughertycarl | memory_injection | property | 7,166 | powershell.exe | Associated Threat Actor: Sandworm Team | Living-off-the-land technique detected | Endpoint memory_injection property by daughertycarl Associated Threat Actor: Sandworm Team | 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 |
5fa8b0f8-2dde-4086-b72c-a5810e65d1e5 | 2025-04-24T16:09:57 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint file_access upon by steven65 Associated Threat Actor: Leafminer | {
"geo_location": "Faroe Islands",
"device_hash": "efe6d30dcadf90b29d7521c0173bc4bb90a1ce5812bc30c995f508fc38d0795c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/4.1)",
"session_id": "7ab8b419-9484-4ac1-8ac1-8b28af3f4acf",
"risk_score": 77.98,
"confidence": 0.72
} | steven65 | file_access | upon | 8,970 | powershell.exe | Associated Threat Actor: Leafminer | Endpoint file_access upon by steven65 Associated Threat Actor: Leafminer | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
52888a9d-b024-4a11-a5e2-3e7398bae5b4 | 2025-04-04T22:39:40 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network beaconing from 219.141.8.21 to 79.217.71.110 MITRE Technique: T1134.001 | Associated Threat Actor: Cobalt Group | {
"geo_location": "Vanuatu",
"device_hash": "204e6d937777b0899ffa6744462fd03c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.10.4 (KHTML, like Gecko) Version/4.0.3 Safari/532.10.4",
"session_id": "2f80ccac-0049-48a7-abcd-26247f199002",
"risk_score": 23.48,
"confidence": 0.71
} | null | beaconing | null | null | null | MITRE Technique: T1134.001 | Associated Threat Actor: Cobalt Group | Network beaconing from 219.141.8.21 to 79.217.71.110 MITRE Technique: T1134.001 | Associated Threat Actor: Cobalt Group | {
"baseline_deviation": 1.94,
"entropy": 5.38,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 219.141.8.21 | 79.217.71.110 | null | null | null | null | null | null | null | null | null | null | TCP | 177,627 | null | null | null |
1a6eeef3-4010-4959-bd0d-ee71136c6f3b | 2025-02-12T04:19:34 | ids_alert | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|low| desc=Elastic SIEM Alert: DDoS detected from 14.151.225.106 targeting N/A Unconventional IOC: ACPI table modifications | {
"geo_location": "Iran",
"device_hash": "6449f9535ec182c6999c8dac30e176eb9b0daf340148b1ea944bffe31effd6c6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.4.4 (KHTML, like Gecko) Version/5.0.4 Safari/532.4.4",
"session_id": "f0880808-1a71-4b30-9694-83f4ad4cbec0",
"risk_score": 47.23,... | null | null | null | null | null | Unconventional IOC: ACPI table modifications | Elastic SIEM Alert: DDoS detected from 14.151.225.106 targeting N/A Unconventional IOC: ACPI table modifications | null | null | null | null | 14.151.225.106 | N/A | DDoS | SIG-5578 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
e711f848-ca00-4595-b2c9-2b4e7b6be9b3 | 2025-05-27T18:51:48 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in GCP by freemanteresa MITRE Technique: T1071.001 | {
"geo_location": "Christmas Island",
"device_hash": "4a0746cca87a5ae6018b7f28b20fcac84b0f7bea",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; kn-IN) AppleWebKit/532.7.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6532.7.2",
"session_id": "ddbaa0b2-a93b-4994-a83e-03c6345f0278",... | freemanteresa | instance_creation | null | null | null | MITRE Technique: T1071.001 | Cloud instance_creation in GCP by freemanteresa MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | GCP | res-eafabe39 | null | null | null | null | null | null | null | null | null | null |
1ebdcf9e-29d0-4c01-8caa-94f7f52b31f6 | 2025-07-11T07:52:54 | ai | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by teresa60 MITRE Technique: T1078.004 | Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Bahrain",
"device_hash": "3a63e6f98689e9f10d0e9caa2eb4fbbcb027902b",
"user_agent": "Mozilla/5.0 (Android 8.1.0; Mobile; rv:46.0) Gecko/46.0 Firefox/46.0",
"session_id": "47f5330d-e949-49ed-a04d-9aa0e7375d39",
"risk_score": 47.5,
"confidence": 0.37
} | teresa60 | adversarial_input | null | null | null | MITRE Technique: T1078.004 | Unconventional IOC: Bios timestamp anomalies | AI system adversarial_input by teresa60 MITRE Technique: T1078.004 | Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | model-1aef778b | 94dd7e64c2c98537e4e835c12951e73809b9f68e352bd21523c7a284ccb4e7e0 | de99198176299fa89efc99342ce2bb53668a0deaeb4165ea36f180d247dc889d | null | null | null | null | null | null | null |
9d7cb916-4fed-4065-bbe6-e22c3b2c76c2 | 2025-07-07T20:46:53 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 10.82.173.71 to 119.252.133.91 No additional info | {
"geo_location": "Swaziland",
"device_hash": "c2b9e5a5730ba8ced0d80ed7f4ff07fc54ab11c6b2f5f1fae1bca28edf65be9b",
"user_agent": "Opera/9.17.(Windows 98; Win 9x 4.90; or-IN) Presto/2.9.178 Version/11.00",
"session_id": "33a7c474-b949-4c11-b9d1-cd5419ef52c0",
"risk_score": 51.14,
"confidence": 0.26
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 10.82.173.71 to 119.252.133.91 No additional info | null | null | null | null | 10.82.173.71 | 119.252.133.91 | null | null | null | null | null | null | null | null | null | null | TCP | 383,863 | null | null | null |
86fb0df6-ced7-4b14-ae35-ca1cc7c21a25 | 2025-02-06T17:23:32 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: DNS Tunneling detected from 81.218.7.75 targeting N/A No additional info | {
"geo_location": "South Africa",
"device_hash": "82866856a63fb81a65b8db26ad098616f8e475db75c4f28a6e5784d24d8673ed",
"user_agent": "Opera/8.15.(Windows NT 4.0; so-KE) Presto/2.9.174 Version/11.00",
"session_id": "042c6e67-0dbf-47b9-a662-850bced8f3b9",
"risk_score": 52.48,
"confidence": 0.73
} | null | null | null | null | null | No additional info | Zeek Alert: DNS Tunneling detected from 81.218.7.75 targeting N/A No additional info | null | null | null | null | 81.218.7.75 | N/A | DNS Tunneling | SIG-5079 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
16ef9f90-fa45-41b9-a3fe-d3a5a8f8e1bb | 2025-03-12T04:05:42 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor physical_tamper MITRE Technique: T1190 | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "72a69a1ca2b51fb68faa38f4c602936c",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_1; rv:1.9.5.20) Gecko/2227-10-17 05:06:33 Firefox/3.6.17",
"session_id": "8f662c15-0368-4d24-a0ab-ff531aac455b",
"risk_score": 47.58,
"confidence": ... | null | physical_tamper | null | null | null | MITRE Technique: T1190 | IoT device Sensor physical_tamper MITRE Technique: T1190 | null | Sensor | iot-e358d921 | 1.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
81ecd79a-f936-49d6-8b46-b75a9d9972b7 | 2025-01-29T09:39:13 | network | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 189.147.76.183 to 10.109.146.251 MITRE Technique: T1071.001 noise=himself|space|culture | {
"geo_location": "Solomon Islands",
"device_hash": "bb93bf7341cae8ed577eaa4a9b538b5e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_5 rv:2.0; or-IN) AppleWebKit/532.11.6 (KHTML, like Gecko) Version/5.0.2 Safari/532.11.6",
"session_id": "44b919bf-0cdd-4b10-8fcb-acc83d9fb130",
"risk_score": 7... | null | data_exfiltration | null | null | null | MITRE Technique: T1071.001 | Network data_exfiltration from 189.147.76.183 to 10.109.146.251 MITRE Technique: T1071.001 | null | null | null | null | 189.147.76.183 | 10.109.146.251 | null | null | null | null | null | null | null | null | null | null | TCP | 292,417 | null | null | null |
f1031cf4-0b41-43fe-907f-46d45079b131 | 2025-04-22T13:06:38 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in GCP by eileen82 No additional info | {
"geo_location": "Djibouti",
"device_hash": "1c54618182efed631a73596923b35835fd5d1ba14a60cd16602bd33e9500f592",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/15.0.846.0 Safari/534.0",
"session_id": "75f5ae12-0714-4c33-84b1-9f93b241ace3",
"risk_score": 36.06,
"conf... | eileen82 | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in GCP by eileen82 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-45280e15 | null | null | null | null | null | null | null | null | null | null |
db4a265a-57f4-4226-8844-77d4e214c4f6 | 2025-04-27T18:15:15 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth locked for ycannon via biometric from 100.176.181.130 No additional info noise=Q291bGQu | {
"geo_location": "Saint Lucia",
"device_hash": "b0a9a6849b20b627b189292e41324f727e2a96d08e47d861a4b87613800b5fbe",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/60.0.846.0 Safari/532.0",
"session_id": "124ce502-4cbc-44fa-b653-5d89865a5def",
"risk_score": 66.13,
"c... | ycannon | locked | null | null | null | No additional info | Auth locked for ycannon via biometric from 100.176.181.130 No additional info | null | null | null | null | 100.176.181.130 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 33:8a:c3:0f:24:ad |
4dbeb4fb-fdb9-4781-8489-ed67b25c21dc | 2025-04-14T20:52:15 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud shadow_it in AWS by zacharylove No additional info | {
"geo_location": "Kenya",
"device_hash": "9dddbc7f10696adfaf1b3f07a1fd5eaaa6081319",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/23.0.809.0 Safari/535.2",
"session_id": "a3ab1e52-e04f-4d5d-bc17-e4f5d5c81d9d",
"risk_score": 66.17,
"confidence": 0.05
} | zacharylove | shadow_it | null | null | null | No additional info | Cloud shadow_it in AWS by zacharylove No additional info | null | null | null | null | null | null | null | null | null | AWS | res-885366d2 | null | null | null | null | null | null | null | null | null | null |
73ed1815-5c8b-4d9d-b161-fdb27779bafe | 2025-02-01T16:10:10 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: AI Model Poisoning detected from 10.86.94.12 targeting 124.221.112.199 No additional info | {
"geo_location": "Reunion",
"device_hash": "886001339cc3d33782212eabb2dcb5f74866dea9",
"user_agent": "Mozilla/5.0 (Windows 98; lt-LT; rv:1.9.0.20) Gecko/8228-05-23 17:49:49 Firefox/3.6.5",
"session_id": "593a5478-e47d-4e1e-b8ef-78367ba1c7e1",
"risk_score": 39.94,
"confidence": 0.13
} | null | null | null | null | null | No additional info | Tanium Alert: AI Model Poisoning detected from 10.86.94.12 targeting 124.221.112.199 No additional info | null | null | null | null | 10.86.94.12 | 124.221.112.199 | AI Model Poisoning | SIG-7019 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
1f6b7003-383a-4a57-8d37-5fd4d724ab02 | 2025-04-17T01:50:56 | firewall | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine TCP traffic from 10.228.70.108:762 to 48.228.239.77:837 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Gabon",
"device_hash": "adf066f7a3c5eaf4f415092f7efacc7c3f24bc36",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_7; rv:1.9.5.20) Gecko/2952-06-26 13:47:32 Firefox/3.6.1",
"session_id": "f81f2eff-ee4a-4124-a42e-ee76a460414d",
"risk_score": 56.12,
"confidence": 0.21
} | null | quarantine | null | null | null | Unconventional IOC: GPU memory artifacts | Firewall quarantine TCP traffic from 10.228.70.108:762 to 48.228.239.77:837 Unconventional IOC: GPU memory artifacts | null | null | null | null | 10.228.70.108 | 48.228.239.77 | null | null | null | null | null | null | null | null | 762 | 837 | TCP | 86,651 | 91 | null | null |
c44a49af-f64c-478a-b529-f5d1f04ca528 | 2025-01-13T00:05:04 | iot | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel MITRE Technique: T1204.002 noise=VGhlaXIgYml0Lg== | {
"geo_location": "Afghanistan",
"device_hash": "a2e30517b3617ebcd9f0c915d15c3911cafdf5517aa6b84241ab6955b8d2ca2e",
"user_agent": "Opera/9.68.(X11; Linux i686; ga-IE) Presto/2.9.163 Version/11.00",
"session_id": "2fb79597-6fba-4a51-9958-6fd7f1c74de9",
"risk_score": 39.46,
"confidence": 0.94
} | null | side_channel | null | null | null | MITRE Technique: T1204.002 | IoT device Camera side_channel MITRE Technique: T1204.002 | null | Camera | iot-b7fe0065 | 5.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3f5021b5-4655-4b67-add9-b826d4ceef76 | 2025-06-17T00:00:48 | endpoint | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /available/though.mov by brian40 Unconventional IOC: Thermal sensor anomalies noise=D70AC414 | {
"geo_location": "Zambia",
"device_hash": "74baa49181fef0637a7a2a66e960b4ce",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.1)",
"session_id": "3d21f20e-c7ac-4186-ab40-9edec6d703a6",
"risk_score": 33.7,
"confidence": 0.45
} | brian40 | process_start | /available/though.mov | 8,388 | svchost.exe | Unconventional IOC: Thermal sensor anomalies | Endpoint process_start /available/though.mov by brian40 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9030dcbd-a84c-4ad4-8e11-48f8b22bdcea | 2025-07-09T22:48:43 | ids_alert | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|low| desc=Elastic SIEM Alert: DNS Tunneling detected from 126.49.21.149 targeting 10.44.170.44 No additional info | {
"geo_location": "Myanmar",
"device_hash": "c5d608a371ecfce8a8b2f9efd9c0ed8a7f80c56b",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_2 rv:3.0; ia-FR) AppleWebKit/531.12.7 (KHTML, like Gecko) Version/4.0.1 Safari/531.12.7",
"session_id": "56da153f-e8d1-4971-a4bd-ec562d598bc0",
"risk_score": 76.6... | null | null | null | null | null | No additional info | Elastic SIEM Alert: DNS Tunneling detected from 126.49.21.149 targeting 10.44.170.44 No additional info | {
"baseline_deviation": 2.36,
"entropy": 2.91,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 126.49.21.149 | 10.44.170.44 | DNS Tunneling | SIG-5016 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
36be4c85-bce9-4940-81f2-dc6e1e4d103c | 2025-06-21T14:15:02 | 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: ICS Attack detected from 40.157.147.89 targeting 146.15.23.73 MITRE Technique: T1566.001 | Associated Threat Actor: Conti | {
"geo_location": "Mali",
"device_hash": "172460e1c386a0e79c34aebb134ac39e228cb5a94f078e8d9e537121c9ca22ef",
"user_agent": "Opera/8.69.(Windows NT 11.0; wae-CH) Presto/2.9.179 Version/10.00",
"session_id": "80dc066b-99d9-4f41-80a1-cda85e4e39b8",
"risk_score": 13.15,
"confidence": 0.28
} | null | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: Conti | FireEye HX Alert: ICS Attack detected from 40.157.147.89 targeting 146.15.23.73 MITRE Technique: T1566.001 | Associated Threat Actor: Conti | null | null | null | null | 40.157.147.89 | 146.15.23.73 | ICS Attack | SIG-2894 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
f599dbb6-a341-4a46-b767-ec39aba3d836 | 2025-03-26T00:46:19 | auth | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|low| desc=Auth failed for marcus42 via MFA from 164.56.10.43 No additional info | {
"geo_location": "Anguilla",
"device_hash": "e661bed37b8ad3b31af7e732baa16719712f0bed",
"user_agent": "Mozilla/5.0 (Linux; Android 1.5) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/32.0.842.0 Safari/532.1",
"session_id": "3fa85149-f378-4387-a62e-f1156b62b007",
"risk_score": 71.24,
"confidence": 0.51
} | marcus42 | failed | null | null | null | No additional info | Auth failed for marcus42 via MFA from 164.56.10.43 No additional info | null | null | null | null | 164.56.10.43 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | d2:6e:e7:44:98:8c |
7cff7414-29e5-4dba-a645-c01981865668 | 2025-02-27T03:01:55 | firewall | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine TCP traffic from 122.89.39.178:418 to 210.60.153.235:378 No additional info | {
"geo_location": "Uruguay",
"device_hash": "209fd17cbdcdda986c58e4fc0dbe263d33240faacec3fc5b8f4d5be9693506a2",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mn-MN) AppleWebKit/535.2.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6535.2.3",
"session_id": "f344e7e7-08d2-4374-9bfc... | null | quarantine | null | null | null | No additional info | Firewall quarantine TCP traffic from 122.89.39.178:418 to 210.60.153.235:378 No additional info | null | null | null | null | 122.89.39.178 | 210.60.153.235 | null | null | null | null | null | null | null | null | 418 | 378 | TCP | 704,370 | 3,544 | null | null |
40ee596a-3655-48c5-b263-8408e6d4d232 | 2025-01-13T15:11:02 | ai | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ai|medium| desc=AI system model_access by joshua77 No additional info | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "c2997f37679629cf9cdfa1de3b507dd55f96d6fc16d037119ea18172f99b2ff0",
"user_agent": "Mozilla/5.0 (Android 4.0.3; Mobile; rv:12.0) Gecko/12.0 Firefox/12.0",
"session_id": "62d5be0a-83c3-4263-9e89-aaa6fb7d7660",
"risk_score": 31.15,
"confidence": 0.79
} | joshua77 | model_access | null | null | null | No additional info | AI system model_access by joshua77 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-572e775e | e264e81ba9a72caca29f501ff1d3c17c3f5321de9d52e2b6fdedc27cea21bcef | 462910f9653f179099329a35aefd0427b727827f | null | null | null | null | null | null | null |
014f1e15-c7f4-4336-a498-2649a5eeba86 | 2025-03-10T16:59:51 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device HVAC side_channel No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "f866f9070c53fe2cb40a572f9d90411b7477407d",
"user_agent": "Opera/8.93.(Windows NT 5.0; gez-ET) Presto/2.9.186 Version/11.00",
"session_id": "e014c718-8da5-40e2-949a-beb0c89dc883",
"risk_score": 20.17,
"confidence": 0.88
... | null | side_channel | null | null | null | No additional info | IoT device HVAC side_channel No additional info | null | HVAC | iot-9ec9a7fc | 4.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d6741519-ba11-4ec7-892b-996ede59b81f | 2025-01-13T20:10:03 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access study by snelson No additional info | {
"geo_location": "Iran",
"device_hash": "5a9b7e748e2633a5aa1e3882bc2a4429bd5c41df8ee68e231a9c78a5901f3703",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/13.0.852.0 Safari/533.1",
"session_id": "9f78335b-ea1d-4c77-89dc-918e932eddc1",
"risk_score": 71.22,
"confi... | snelson | file_access | study | 4,356 | svchost.exe | No additional info | Endpoint file_access study by snelson No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7303f6df-0100-40b8-87e2-f89d504f3c89 | 2025-06-22T09:46:28 | firewall | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|low| desc=Firewall allow DNS traffic from 45.83.107.69:993 to 181.133.173.230:825 Associated Threat Actor: FIN7 | {
"geo_location": "Kenya",
"device_hash": "ee396648e48e3cae593b58ea8b0b524e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 4.0; Trident/5.0)",
"session_id": "330fefd4-e633-49f0-9c70-9f252c52e605",
"risk_score": 56.81,
"confidence": 0.29
} | null | allow | null | null | null | Associated Threat Actor: FIN7 | Firewall allow DNS traffic from 45.83.107.69:993 to 181.133.173.230:825 Associated Threat Actor: FIN7 | null | null | null | null | 45.83.107.69 | 181.133.173.230 | null | null | null | null | null | null | null | null | 993 | 825 | DNS | 44,915 | 406 | null | null |
4d0afdbb-9ad7-40dd-b887-e065e15ea77f | 2025-04-22T03:09:45 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall log-only ICMP traffic from 191.189.159.204:172 to 176.228.37.83:283 MITRE Technique: T1574.002 | {
"geo_location": "Saint Helena",
"device_hash": "f12adeecf334799845fef6fee198831267507cd4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/42.0.841.0 Safari/535.0",
"session_id": "a9693540-0dac-47d9-a6a6-1308440b0647",
"risk_score": 49.93,
"confidence": 0.66
} | null | log-only | null | null | null | MITRE Technique: T1574.002 | Firewall log-only ICMP traffic from 191.189.159.204:172 to 176.228.37.83:283 MITRE Technique: T1574.002 | null | null | null | null | 191.189.159.204 | 176.228.37.83 | null | null | null | null | null | null | null | null | 172 | 283 | ICMP | 429,354 | 3,196 | null | null |
4195aeaa-de77-437b-aaaf-e8f079f16723 | 2025-02-13T18:37:58 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by townsendsamuel No additional info noise=your|nothing|instead | {
"geo_location": "Tuvalu",
"device_hash": "6a446bd4db3fc81bc7ca0247267e9f5ed5628d87f0cd224e7c8f3d2bd4aa84c2",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/13.0.883.0 Safari/531.2",
"session_id": "30a093a7-0315-410b-bb67-2de8cd4b47f4",
"risk_score": 69.54,
"con... | townsendsamuel | model_inversion | null | null | null | No additional info | AI system model_inversion by townsendsamuel No additional info | null | null | null | null | null | null | null | null | null | null | null | model-50561d81 | 87db435dd5de18d36e379e167cab40d0ee2d1353567fc9ac4a8c50bf568b2ff1 | 86ecf72ca6cf812c9deb1a88a7c67d10acd6337c1e0db10ed71a9e7ca0f329a4 | null | null | null | null | null | null | null |
fc50acae-04d2-4053-a7ce-5f60360b0dd3 | 2025-01-16T05:29:53 | cloud | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Azure by clarkamanda No additional info | {
"geo_location": "Ireland",
"device_hash": "3a9d2ccd5721c41b1be2f4f1ce7d282ae65d584f9bc009590293421636c1e82b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/5.0)",
"session_id": "b466cc9c-956d-40ba-959a-85e22abc20ff",
"risk_score": 20.75,
"confidence": 0.9
} | clarkamanda | config_change | null | null | null | No additional info | Cloud config_change in Azure by clarkamanda No additional info | null | null | null | null | null | null | null | null | null | Azure | res-61a711d8 | null | null | null | null | null | null | null | null | null | null |
40015d82-969d-40cd-9e3c-6cba030b6f1b | 2025-05-27T06:44:59 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall allow ICMP traffic from 6.214.2.215:786 to 85.103.137.186:175 Associated Threat Actor: APT37 | {
"geo_location": "Dominica",
"device_hash": "3fd14c2f618489193fa39d103f99ecdcc6e43dbbb60bd8324b7815c53e25a75e",
"user_agent": "Opera/9.69.(X11; Linux i686; mr-IN) Presto/2.9.180 Version/12.00",
"session_id": "f5777732-322f-4aa2-b839-7e08077cf01f",
"risk_score": 60.8,
"confidence": 0.09
} | null | allow | null | null | null | Associated Threat Actor: APT37 | Firewall allow ICMP traffic from 6.214.2.215:786 to 85.103.137.186:175 Associated Threat Actor: APT37 | null | null | null | null | 6.214.2.215 | 85.103.137.186 | null | null | null | null | null | null | null | null | 786 | 175 | ICMP | 704,570 | 2,940 | null | null |
52970334-d6e1-4381-9de6-1bb7371c3016 | 2025-02-10T01:59:01 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC sensor_spoofing MITRE Technique: T1053.005 | Associated Threat Actor: APT29 | {
"geo_location": "Nauru",
"device_hash": "a5d304554b005ee98aad4a85f094c50c",
"user_agent": "Opera/9.13.(Windows NT 6.1; hr-HR) Presto/2.9.171 Version/12.00",
"session_id": "1df9e859-4431-4517-bfe0-2c364be9637e",
"risk_score": 78.4,
"confidence": 0.51
} | null | sensor_spoofing | null | null | null | MITRE Technique: T1053.005 | Associated Threat Actor: APT29 | IoT device HVAC sensor_spoofing MITRE Technique: T1053.005 | Associated Threat Actor: APT29 | null | HVAC | iot-86bdd4eb | 6.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
163c1359-dcac-41ab-be84-e77fda927d34 | 2025-02-16T03:37:33 | ids_alert | Zeek v5.0.0 | emergency | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Zeek Alert: XSS detected from 203.212.32.86 targeting 10.105.92.61 No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "44dbc120746143cea214235a9929b4a6",
"user_agent": "Opera/8.10.(Windows 98; mn-MN) Presto/2.9.185 Version/10.00",
"session_id": "b44658b6-91fb-45ce-985f-2014ffd37cac",
"risk_score": 19.65,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Zeek Alert: XSS detected from 203.212.32.86 targeting 10.105.92.61 No additional info | null | null | null | null | 203.212.32.86 | 10.105.92.61 | XSS | SIG-7572 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
0c4c5aa2-d657-486d-8ec3-9f652df2d467 | 2025-01-16T01:05:30 | cloud | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in AWS by brent66 MITRE Technique: T1078.004 | {
"geo_location": "Azerbaijan",
"device_hash": "47fd2ce83584c41c5741a72b1a53dcd367a42f2b0fcc368acc2cdf336686e3c8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.1)",
"session_id": "156b1622-caa5-4ae2-a59c-b8d1123cc675",
"risk_score": 40.45,
"confidence": 0.33
} | brent66 | crypto_mining | null | null | null | MITRE Technique: T1078.004 | Cloud crypto_mining in AWS by brent66 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | AWS | res-179697c2 | null | null | null | null | null | null | null | null | null | null |
438da5dc-7db3-4112-9852-4024880c3755 | 2025-05-17T07:30:55 | ai | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by caitlin74 No additional info noise=85E9A877 | {
"geo_location": "Finland",
"device_hash": "001c07aabf3fc1557ee85db8f9a9d62030b6ad3a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.0)",
"session_id": "3cebc74d-57f0-42ca-b2c9-91135b57980c",
"risk_score": 48.92,
"confidence": 0.6
} | caitlin74 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by caitlin74 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-19eb667e | 6420056fed92e476f6c9d71b9fc6aa5e9aeebab4 | 1f5b8d777cb3aae2c77820c6af40e80319bab38cd10fb9c4909b222b34a2d707 | null | null | null | null | null | null | null |
e19babab-7e40-4377-ba4f-e2999b323d7f | 2025-05-04T02:03:57 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for erika10 via passwordless from 110.177.183.71 MITRE Technique: T1078.004 | {
"geo_location": "Aruba",
"device_hash": "7338d60f7e839e98e0168ea2e7a991b6207ba757",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.1; Trident/5.0)",
"session_id": "2c2a0475-c8d3-40e7-9f84-144d5707c041",
"risk_score": 59.77,
"confidence": 0.76
} | erika10 | failed | null | null | null | MITRE Technique: T1078.004 | Auth failed for erika10 via passwordless from 110.177.183.71 MITRE Technique: T1078.004 | {
"baseline_deviation": 1.09,
"entropy": 4.97,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | 110.177.183.71 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | b0:56:5e:c6:79:cd |
d44e7fa8-5b1d-44ce-9be6-04c60d819416 | 2025-05-13T03:57:14 | firewall | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only HTTP traffic from 2.241.183.6:824 to 120.59.76.212:837 No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "7a36cbee711e7d9f3ec2ecfd02f74cdd763c74f2284f4f0c410b3980a471aebe",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/12.6y0627.0 Mobile/92O800 Safari/533.1",
"session_id": "10070291-0300-4875-a... | null | log-only | null | null | null | No additional info | Firewall log-only HTTP traffic from 2.241.183.6:824 to 120.59.76.212:837 No additional info | null | null | null | null | 2.241.183.6 | 120.59.76.212 | null | null | null | null | null | null | null | null | 824 | 837 | HTTP | 800,842 | 2,728 | null | null |
cf00e049-9067-432b-b5c0-33882c8623ba | 2025-05-23T16:23:13 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: DDoS detected from 10.209.92.59 targeting N/A MITRE Technique: T1078.004 | {
"geo_location": "Haiti",
"device_hash": "093162131966b38b5284c2feb47d5c014c9aaabc7e8768e17fe52c40078de069",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/40.0.868.0 Safari/535.1",
"session_id": "be17749f-9db8-4f4f-a700-0c5891191f32",
"risk_score": 42.64,
"confide... | null | null | null | null | null | MITRE Technique: T1078.004 | Darktrace Alert: DDoS detected from 10.209.92.59 targeting N/A MITRE Technique: T1078.004 | null | null | null | null | 10.209.92.59 | N/A | DDoS | SIG-6511 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
eb421ab2-e753-4462-ac63-5321411a04a8 | 2025-02-05T13:47:14 | auth | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|high| desc=Auth timeout for cunninghammichelle via key from 36.217.97.147 Associated Threat Actor: Conti noise=VGVhY2hlci4= | {
"geo_location": "Kazakhstan",
"device_hash": "d5275a25568accc5cadf4d2e3bc24dbdf0b401e4",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/9.0w1902.0 Mobile/51L743 Safari/533.2",
"session_id": "a88e1cdd-5378-42a9-81ce-04da9b4be5c0",
"risk_score":... | cunninghammichelle | timeout | null | null | null | Associated Threat Actor: Conti | Auth timeout for cunninghammichelle via key from 36.217.97.147 Associated Threat Actor: Conti | {
"baseline_deviation": 0.59,
"entropy": 5.25,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 36.217.97.147 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 6e:d7:f1:74:8b:d4 |
09e5985b-894e-4627-921d-76dbfb40cfa2 | 2025-03-01T08:59:13 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Azure by robert97 No additional info | {
"geo_location": "Ukraine",
"device_hash": "9a6936956511c864dcb760df774a6b8cd2948ea4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/533.11.4 (KHTML, like Gecko) Version/5.0.1 Safari/533.11.4",
"session_id": "4101bc5c-7638-44b1-bf63-bece8380ea8d",
"risk_score": 39.65,
"confidence": 0... | robert97 | container_escape | null | null | null | No additional info | Cloud container_escape in Azure by robert97 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-2cb0e74d | null | null | null | null | null | null | null | null | null | null |
defb718d-d763-4c61-8a8c-ed3bf877b927 | 2025-03-16T07:59:10 | ids_alert | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|medium| desc=Tanium Alert: Cloud API Abuse detected from 192.152.100.35 targeting 41.133.89.168 No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "c5099a0fbe0ef4edce57a95c16332230a23c521c",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/25.0.891.0 Safari/534.0",
"session_id": "a7afd234-e40a-4a17-93e1-3c9e97765913",
"risk_score": 51.83,
"confidence": 0.59... | null | null | null | null | null | No additional info | Tanium Alert: Cloud API Abuse detected from 192.152.100.35 targeting 41.133.89.168 No additional info | null | null | null | null | 192.152.100.35 | 41.133.89.168 | Cloud API Abuse | SIG-4190 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b57382a9-a1f4-4184-8b78-01f49458d41c | 2025-04-11T15:44:47 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth failed for jeffrey95 via passwordless from 218.229.243.194 No additional info | {
"geo_location": "Romania",
"device_hash": "d572cbb67d516839a23f79168424b6e5",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_8; rv:1.9.3.20) Gecko/7084-08-25 18:13:08 Firefox/5.0",
"session_id": "fae9c27b-ae64-437b-8913-b14e9a3b262c",
"risk_score": 53.63,
"confidence": 0.92
} | jeffrey95 | failed | null | null | null | No additional info | Auth failed for jeffrey95 via passwordless from 218.229.243.194 No additional info | null | null | null | null | 218.229.243.194 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | a2:df:59:60:a5:db |
c600b5bd-a0c3-4b2f-9129-d1684ba028f9 | 2025-07-11T02:23:51 | network | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 7.145.84.232 to 121.75.164.116 MITRE Technique: T1059.001 | Associated Threat Actor: APT37 | {
"geo_location": "Reunion",
"device_hash": "c0967b0ae291299afe5ec85faa6c02224578b13fb454fa8b3dc2f08494d48d51",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_1) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/19.0.854.0 Safari/533.1",
"session_id": "b4a4b5ec-6bde-4e55-a4c0-d481775eec06",
"risk_score"... | null | covert_channel | null | null | null | MITRE Technique: T1059.001 | Associated Threat Actor: APT37 | Network covert_channel from 7.145.84.232 to 121.75.164.116 MITRE Technique: T1059.001 | Associated Threat Actor: APT37 | null | null | null | null | 7.145.84.232 | 121.75.164.116 | null | null | null | null | null | null | null | null | null | null | HTTP | 46,254 | null | null | null |
2f340555-92b5-49eb-aa22-6f5e7a4d7f1b | 2025-02-27T12:56:44 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 150.135.152.176 to 27.29.69.197 Associated Threat Actor: Inception Framework | {
"geo_location": "Afghanistan",
"device_hash": "048b2cbaf0554db3b6431311e984817878fd7191a1c842347d3dff4ade70d722",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/58.0.801.0 Safari/535.1",
"session_id": "1b7e4d01-18b0-4c0a-b6ff-e7b462849fd6",
"risk_score": 79.06... | null | data_exfiltration | null | null | null | Associated Threat Actor: Inception Framework | Network data_exfiltration from 150.135.152.176 to 27.29.69.197 Associated Threat Actor: Inception Framework | null | null | null | null | 150.135.152.176 | 27.29.69.197 | null | null | null | null | null | null | null | null | null | null | ICMP | 725,489 | null | null | null |
2a705a30-0171-4c0e-a8e5-6ab6d59bc673 | 2025-04-23T21:40:12 | firewall | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall drop DNS traffic from 207.53.239.208:1012 to 47.143.5.35:236 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "7ef6004501205414a5bb231b0b6a1f03",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/5.0)",
"session_id": "f37999b5-77cf-4e5b-98db-86480808c925",
"risk_score": 50.93,
"confidence": 0.4
} | null | drop | null | null | null | No additional info | Firewall drop DNS traffic from 207.53.239.208:1012 to 47.143.5.35:236 No additional info | null | null | null | null | 207.53.239.208 | 47.143.5.35 | null | null | null | null | null | null | null | null | 1,012 | 236 | DNS | 885,291 | 564 | null | null |
15e9d6a3-f040-4559-8707-323bf69dfafd | 2025-05-10T21:55:54 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network covert_channel from 58.19.60.0 to 174.141.216.122 No additional info noise=VXNlLg== | {
"geo_location": "Indonesia",
"device_hash": "9468b4669f73c53abb50b8b78547a45b48a0e515",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_5 rv:2.0; fil-PH) AppleWebKit/531.31.1 (KHTML, like Gecko) Version/4.1 Safari/531.31.1",
"session_id": "3c8dae34-f109-4f3c-a550-14a8a7f42123",
"risk_score": 36.... | null | covert_channel | null | null | null | No additional info | Network covert_channel from 58.19.60.0 to 174.141.216.122 No additional info | null | null | null | null | 58.19.60.0 | 174.141.216.122 | null | null | null | null | null | null | null | null | null | null | UDP | 872,605 | null | null | null |
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