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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
246c0f39-34a7-4633-91a6-204168d09578 | 2025-02-08T08:30:11 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in GCP by joseblack No additional info | {
"geo_location": "Gabon",
"device_hash": "a558eb71855564ef58b3b807ba63751e818c2afc",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_2 rv:2.0; as-IN) AppleWebKit/535.41.4 (KHTML, like Gecko) Version/4.0.3 Safari/535.41.4",
"session_id": "ffb65658-1e01-4eb0-bfe6-c2ca0a6b0f11",
"risk_score": 0.25,
"... | joseblack | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by joseblack No additional info | null | null | null | null | null | null | null | null | null | GCP | res-8b052fac | null | null | null | null | null | null | null | null | null | null |
162e5f4e-7a58-4a72-8ae0-bca49c73a1fd | 2025-06-30T14:00:51 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical sensor_spoofing No additional info | {
"geo_location": "Timor-Leste",
"device_hash": "e3cea94ef3d69b487b3ee3545d42fc27df9a2c96",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/532.42.5 (KHTML, like Gecko) Version/4.0 Safari/532.42.5",
"session_id": "764bafc3-252d-4d1f-a727-9c552b3847ea",
"risk_score": 31.41,
"confidence": 0.61... | null | sensor_spoofing | null | null | null | No additional info | IoT device Medical sensor_spoofing No additional info | {
"baseline_deviation": 1.02,
"entropy": 5.72,
"frequency_anomaly": true,
"sequence_anomaly": true
} | Medical | iot-633266ce | 9.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7a6222d3-3297-4781-b432-0ed44e9bdf2f | 2028-01-19T04:49:06 | auth | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|info| desc=Auth timeout for smithjennifer via password from 28.1.67.32 No additional info noise=1E567381 | {
"geo_location": "Romania",
"device_hash": "9ccb6a8c1a30ac825289257738eec08dd8ccb6d5",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_4) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/53.0.868.0 Safari/533.2",
"session_id": "72003a70-93b2-49f8-8585-2bd545981445",
"risk_score": 51.77,
"confidence... | smithjennifer | timeout | null | null | null | No additional info | Auth timeout for smithjennifer via password from 28.1.67.32 No additional info | null | null | null | null | 28.1.67.32 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 58:8a:12:83:ff:be |
8e3e1812-b7b2-4826-910e-6ed77d9dfc6e | 2025-05-16T18:55:43 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect HTTP traffic from 37.37.119.115:759 to 166.39.218.234:736 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "ac643750ade1f4b0859c2e3d83e1650e431ef3d1",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/39.0.871.0 Safari/534.0",
"session_id": "3bb42a1c-f5a6-41cb-afe9-9e67e817a58a",
"risk_score": 42.18,
"confidence": 0.87
} | null | inspect | null | null | null | No additional info | Firewall inspect HTTP traffic from 37.37.119.115:759 to 166.39.218.234:736 No additional info | null | null | null | null | 37.37.119.115 | 166.39.218.234 | null | null | null | null | null | null | null | null | 759 | 736 | HTTP | 779,046 | 3,093 | null | null |
f8ef7212-099d-4974-99ba-3177d423e9d8 | 2025-02-02T03:52:05 | endpoint | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start /with/film.mp4 by mbolton No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "bcf7770d18c381a56a25c6ee95e24bed",
"user_agent": "Opera/9.99.(X11; Linux i686; ber-MA) Presto/2.9.170 Version/11.00",
"session_id": "4a6151ee-7ab4-454a-bba0-136b1f456165",
"risk_score": 42.25,
"confidence": 0.34
} | mbolton | process_start | /with/film.mp4 | 3,317 | cmd.exe | No additional info | Endpoint process_start /with/film.mp4 by mbolton No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
20068ab3-78f0-4b09-9a43-b4ab37b87948 | 2025-01-27T20:20:32 | iot | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "102e65e2ee3fb9c82d0f4e421275b0b9abf87e4d400baa40ca8ea798a203df5f",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; it-IT; rv:1.9.1.20) Gecko/3330-03-31 08:24:31 Firefox/3.8",
"session_id": "5146d3c4-56f8-42b3-a01b-ac97ea025452",
"risk_score": 59.86,
"confidence... | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-382ae7f3 | 10.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ef539be2-c185-49c0-ab60-6435b4e084eb | 2025-07-09T14:56:03 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Micronesia",
"device_hash": "4a8638f68827b9765af4a72debba9452d5c9ca9a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.1)",
"session_id": "91d73252-620c-4efa-aa8b-78a5c2a41882",
"risk_score": 48.33,
"confidence": 0.43
} | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-1bbbd9f6 | 7.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4ad2e69f-9ce7-48ee-8256-168e18e1ff32 | 2025-06-19T11:46:15 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth bypass for kbaker via key from 2.60.45.224 Associated Threat Actor: FIN7 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Zambia",
"device_hash": "38b1c56a3f80016c8d209ffdf88823bdc91f0c59f51a16c8165ac80d3ef22418",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/10.3u5382.0 Mobile/58B874 Safari/533.0",
"session_id": "686734d7-98c3-4879-86ab-773951c5a... | kbaker | bypass | null | null | null | Associated Threat Actor: FIN7 | Unconventional IOC: Power consumption spikes | Auth bypass for kbaker via key from 2.60.45.224 Associated Threat Actor: FIN7 | Unconventional IOC: Power consumption spikes | null | null | null | null | 2.60.45.224 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | c4:60:51:ca:20:c1 |
1b5cf08d-6878-4e91-a34c-ba94051d68c9 | 2025-04-02T10:23:46 | ai | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|low| desc=AI system training_data_poisoning by ann20 MITRE Technique: T1078.004 noise=science|budget|particular | {
"geo_location": "Slovenia",
"device_hash": "19df0d27ba1eabd8486f42dc32f68a08fee02095f8943e7c8b02b7d09add5059",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.0; Trident/5.1)",
"session_id": "1828f873-8833-4bdb-bdcb-37497c04bded",
"risk_score": 49.37,
"confidence": 0.49
} | ann20 | training_data_poisoning | null | null | null | MITRE Technique: T1078.004 | AI system training_data_poisoning by ann20 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-4fd44847 | 338290a5efbeab41bbbfd1c99c9eb43b85d1a21e | 66368c64f6dfbf32e086c249aa57cbc6a8dcf586 | null | null | null | null | null | null | null |
98baaca0-5a98-4902-8ac1-594eb57122c9 | 2025-04-13T19:07:44 | ai | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by sgarcia No additional info | {
"geo_location": "Iran",
"device_hash": "afaba491e116107b08d1adf771528d26",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_1 rv:5.0; tn-ZA) AppleWebKit/533.22.7 (KHTML, like Gecko) Version/5.0.3 Safari/533.22.7",
"session_id": "b52edc0e-172d-4dc2-9452-a5b93a9ebd6d",
"risk_score": 53.11,
"confide... | sgarcia | model_inversion | null | null | null | No additional info | AI system model_inversion by sgarcia No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2f59a168 | 860015a72327320890953651cc64673cf079628ca7fbe2d8e30e241b022c6b6f | 80b40ec3f6a3963d57aee12d0f45a6d7 | null | null | null | null | null | null | null |
c1a47375-2a93-4330-bf95-f1ff79f12c99 | 2025-02-03T02:41:10 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth locked for qharrison via passwordless from 187.31.2.143 No additional info | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "73db696b2218e80409585603cba5f9cef801a515",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/42.0.801.0 Safari/535.1",
"session_id": "0ea4e5e3-c599-4c3c-9d5b-69b54ed870ec",
"risk_score": 60... | qharrison | locked | null | null | null | No additional info | Auth locked for qharrison via passwordless from 187.31.2.143 No additional info | null | null | null | null | 187.31.2.143 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | ea:34:0d:55:ae:c1 |
ef37bf7f-4d10-4dc5-9003-56d78013e34b | 2025-04-05T10:53:53 | cloud | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in AWS by nicholastaylor MITRE Technique: T1053.005 | {
"geo_location": "Bahamas",
"device_hash": "244ac9bc154d9334ab815f20f9bc7c1de163c538",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:50.0) Gecko/50.0 Firefox/50.0",
"session_id": "6e687181-7814-48c8-bc43-6c90d7137942",
"risk_score": 58.36,
"confidence": 0.15
} | nicholastaylor | permission_escalation | null | null | null | MITRE Technique: T1053.005 | Cloud permission_escalation in AWS by nicholastaylor MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | AWS | res-dea5c189 | null | null | null | null | null | null | null | null | null | null |
60205cb9-d379-417d-bf33-679050e20d07 | 2025-07-02T09:04:55 | auth | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for lacosta via biometric from 10.151.204.29 No additional info | {
"geo_location": "France",
"device_hash": "906a529c5dc6467e041cce20e27ecfc8bd8ea508195966edbbbf080bab1501e8",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/26.0.814.0 Safari/532.1",
"session_id": "b4f71d8d-92c0-4ee1-8a0c-aee6cc4d83a2",
"risk_score": 76.53,
"confi... | lacosta | failed | null | null | null | No additional info | Auth failed for lacosta via biometric from 10.151.204.29 No additional info | null | null | null | null | 10.151.204.29 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | 90:7e:46:10:8e:62 |
80c44932-da55-4021-aab7-106f186fc8eb | 2025-03-02T14:54:27 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall deny TCP traffic from 154.139.131.180:9480 to 119.106.168.56:760 MITRE Technique: T1543.003 | {
"geo_location": "China",
"device_hash": "2e17989d251ae6f833c02f965fcaf3c2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.0)",
"session_id": "d013818f-97ed-460a-8304-094ffee41d87",
"risk_score": 44.77,
"confidence": 0.2
} | null | deny | null | null | null | MITRE Technique: T1543.003 | Firewall deny TCP traffic from 154.139.131.180:9480 to 119.106.168.56:760 MITRE Technique: T1543.003 | null | null | null | null | 154.139.131.180 | 119.106.168.56 | null | null | null | null | null | null | null | null | 9,480 | 760 | TCP | 49,694 | 70 | null | null |
8698009c-ad96-410d-ae54-2995d0f7a52e | 2025-05-20T18:39:45 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint powershell_exec /leader/true.mp3 by ramirezgary No additional info | {
"geo_location": "Micronesia",
"device_hash": "8706ba130e2ec35336f624ac4a26ec2a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_6 rv:2.0; sl-SI) AppleWebKit/532.40.3 (KHTML, like Gecko) Version/5.1 Safari/532.40.3",
"session_id": "c44f8b1a-8ee9-4add-99f5-c39ca6a72925",
"risk_score": 56.32,
"co... | ramirezgary | powershell_exec | /leader/true.mp3 | 9,970 | svchost.exe | No additional info | Endpoint powershell_exec /leader/true.mp3 by ramirezgary No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f0c9138-0b64-4907-81c7-78d6f3d9cd98 | 2025-04-15T14:07:30 | network | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 82.243.110.231 to 147.57.244.66 No additional info | {
"geo_location": "Bermuda",
"device_hash": "8b4530af6930f1193d19375e4085cfba3e10968c177b131ef1b7b2c169ce5a29",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_1_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/47.0.846.0 Mobile/09Z993 Safari/536.0",
"session_id": "bed59525-1764-4b30-83cc-11b9ed2ad... | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 82.243.110.231 to 147.57.244.66 No additional info | null | null | null | null | 82.243.110.231 | 147.57.244.66 | null | null | null | null | null | null | null | null | null | null | HTTP | 330,844 | null | null | null |
dc742d53-198b-43a5-a404-68c074dff656 | 2025-06-29T20:47:52 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth locked for mackenziefisher via key from 10.225.178.90 MITRE Technique: T1190 | {
"geo_location": "Sri Lanka",
"device_hash": "2a5810e4300248d8a018d39e13e42e3570ed9b6a",
"user_agent": "Opera/9.66.(Windows 95; ber-DZ) Presto/2.9.164 Version/11.00",
"session_id": "4f699708-ae9f-4ee6-9357-50f2daa5d94b",
"risk_score": 41.82,
"confidence": 0.24
} | mackenziefisher | locked | null | null | null | MITRE Technique: T1190 | Auth locked for mackenziefisher via key from 10.225.178.90 MITRE Technique: T1190 | null | null | null | null | 10.225.178.90 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | cf:9f:9f:12:09:cf |
e98ffa2a-93da-4740-9282-31b08dd89a43 | 2025-03-19T03:31:58 | firewall | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny HTTPS traffic from 6.113.19.38:769 to 91.46.230.236:54716 MITRE Technique: T1218.011 | {
"geo_location": "Tanzania",
"device_hash": "365c14854ec3e93c926d00caf55996ca",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/534.22.3 (KHTML, like Gecko) Version/5.0.5 Safari/534.22.3",
"session_id": "c7deb893-3713-452d-96d7-eb17814e374c",
"risk_score": 42,
"confidence": 0.06
} | null | deny | null | null | null | MITRE Technique: T1218.011 | Firewall deny HTTPS traffic from 6.113.19.38:769 to 91.46.230.236:54716 MITRE Technique: T1218.011 | null | null | null | null | 6.113.19.38 | 91.46.230.236 | null | null | null | null | null | null | null | null | 769 | 54,716 | HTTPS | 471,925 | 3,568 | null | null |
8824cfaf-8300-4985-85b3-3873decbe152 | 2025-06-23T21:45:05 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor sensor_spoofing No additional info | {
"geo_location": "Heard Island and McDonald Islands",
"device_hash": "3156742f2ed52a372f493ab357ba3900",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_4) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/18.0.861.0 Safari/532.0",
"session_id": "d7f6d89e-3630-4035-9e8b-86aa33485c5f",
"risk_score": 37.... | null | sensor_spoofing | null | null | null | No additional info | IoT device Sensor sensor_spoofing No additional info | null | Sensor | iot-3dc9c129 | 8.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f04e5e15-ab5f-4e29-a08b-9240ab5ec7e3 | 2025-03-31T19:26:11 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth timeout for harriscaitlin via passwordless from 163.224.158.135 MITRE Technique: T1110.003 noise=explore/list/tag | {
"geo_location": "Aruba",
"device_hash": "f2d582b3eefc9b3563d8b3e9923ce423",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 16_7_6 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) FxiOS/18.2e5471.0 Mobile/65G108 Safari/532.1",
"session_id": "ec489d81-478b-4bdc-b38b-e56cc7bc39f2",
"risk_score": 70.93,
"c... | harriscaitlin | timeout | null | null | null | MITRE Technique: T1110.003 | Auth timeout for harriscaitlin via passwordless from 163.224.158.135 MITRE Technique: T1110.003 | {
"baseline_deviation": 1.9,
"entropy": 3.43,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 163.224.158.135 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | fd:53:d2:cc:3b:2c |
6ca805e0-46a2-44dd-aa85-5692880da7d4 | 2025-02-06T10:08:50 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by susan81 No additional info | {
"geo_location": "Uzbekistan",
"device_hash": "371e0359abeaec78c4ab72da48bc4cbaa1577088",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; tcy-IN) AppleWebKit/531.10.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6531.10.7",
"session_id": "3a19cc28-d28b-4144-b300-2aa2df2447f0",
... | susan81 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by susan81 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-30cbe9a3 | 40ec8ba9280a1004e3adede0f06243b3bbc274a7 | d743aa6e5e938deabda9daa6a880cc8a | null | null | null | null | null | null | null |
7c1db1c8-2ea6-4b2c-8ca7-8339a57eade1 | 2025-04-05T19:57:26 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 34.162.116.19 to 10.70.75.65 No additional info | {
"geo_location": "Azerbaijan",
"device_hash": "f59da26fc2cb532d1648e997a6726b3d59193c03",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/30.0.828.0 Safari/531.1",
"session_id": "1a396b3f-e02d-4f02-ab86-a7bd1f57a623",
"risk_score": 26.15,
"confidence": 0.25
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 34.162.116.19 to 10.70.75.65 No additional info | null | null | null | null | 34.162.116.19 | 10.70.75.65 | null | null | null | null | null | null | null | null | null | null | TCP | 373,022 | null | null | null |
e68a0e04-8c98-46b2-af9f-e6a2770f1c9a | 2025-02-05T02:43:41 | ai | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by andrewhernandez Unconventional IOC: TPM attestation failures | {
"geo_location": "Sweden",
"device_hash": "5eb40d26d0079357f1da4207591a84bb4dc1124203d1ebbe86a65f86e884bcee",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/533.34.7 (KHTML, like Gecko) Version/4.0.1 Safari/533.34.7",
"session_id": "978657cb-da31-4b9a-8fff-c3689c69f32a",
"risk_score": 48.64,... | andrewhernandez | training_data_poisoning | null | null | null | Unconventional IOC: TPM attestation failures | AI system training_data_poisoning by andrewhernandez Unconventional IOC: TPM attestation failures | null | null | null | null | null | null | null | null | null | null | null | model-f1797828 | 1ea3e5e54e81d7f62569f5c6ced49f60fb3df4a3 | a68a2465c08edd4960c67b240be094be7a5f55c5bfa3c5b4c58c840c5624b5b1 | null | null | null | null | null | null | null |
39bc2ccb-67fc-485e-8391-edb7dd65091b | 2025-01-16T12:18:55 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint file_access garden by zedwards MITRE Technique: T1486 | {
"geo_location": "Guam",
"device_hash": "1fa1d5e722e6f0d264b4c354b6fe9290d47ca883abe0744e69fb0b9f085bcc0b",
"user_agent": "Opera/9.98.(X11; Linux x86_64; uz-UZ) Presto/2.9.190 Version/12.00",
"session_id": "36753b83-3bb5-403b-b394-26a196b7769c",
"risk_score": 37.37,
"confidence": 0.75
} | zedwards | file_access | garden | 5,330 | svchost.exe | MITRE Technique: T1486 | Endpoint file_access garden by zedwards MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9ba91cb0-9a1e-4abb-a6f0-c10189e42399 | 2025-03-03T01:01:37 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by jeffreyfranklin No additional info | {
"geo_location": "Comoros",
"device_hash": "5d03467430f9420fd9b742176b6514738bd59a11bbf28e0b67d04c87c628117c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/3.1)",
"session_id": "0db2d65c-c40d-4858-abdf-1b1e30c2e508",
"risk_score": 47.24,
"confidence": 0.76
} | jeffreyfranklin | fine_tuning | null | null | null | No additional info | AI system fine_tuning by jeffreyfranklin No additional info | {
"baseline_deviation": 0.9,
"entropy": 5.5,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-7ae775de | da424fc98fa32182f39a2b6c8e99ff8a | bb0d731c70305044b310276845153773 | null | null | null | null | null | null | null |
af766563-99e7-4d65-afa8-7ccc04285d5d | 2025-02-17T22:08:16 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 44.69.189.254 to 76.109.206.153 MITRE Technique: T1078.004 | {
"geo_location": "Saint Lucia",
"device_hash": "531afaec7901daa7d76ed9ebf55ed7d5cc9edd8c5c1ed2e9b01890a794c95f7e",
"user_agent": "Opera/8.97.(Windows NT 6.0; uz-UZ) Presto/2.9.163 Version/11.00",
"session_id": "582aff2a-52ad-4996-9e00-d6f41bf2fdc2",
"risk_score": 61.06,
"confidence": 0.33
} | null | covert_channel | null | null | null | MITRE Technique: T1078.004 | Network covert_channel from 44.69.189.254 to 76.109.206.153 MITRE Technique: T1078.004 | null | null | null | null | 44.69.189.254 | 76.109.206.153 | null | null | null | null | null | null | null | null | null | null | TCP | 343,645 | null | null | null |
333fef3e-a331-4ec6-bf39-58ae841a7157 | 2025-06-08T22:36:32 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device Sensor command_injection MITRE Technique: T1547.001 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Jordan",
"device_hash": "b0dba6da797129d60d48ec934240701ce81a01e5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_4; rv:1.9.4.20) Gecko/2291-07-14 15:50:39 Firefox/3.6.2",
"session_id": "cde4995d-52d1-40b7-8830-cc798b9e599a",
"risk_score": 53.87,
"confidence": 0.68
} | null | command_injection | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: BlueNoroff | IoT device Sensor command_injection MITRE Technique: T1547.001 | Associated Threat Actor: BlueNoroff | null | Sensor | iot-2606b9be | 3.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
176b6a43-c183-4b84-a4ff-a05d840ddd6f | 2025-03-14T20:59:45 | network | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 92.55.80.243 to 157.176.196.249 No additional info | {
"geo_location": "Bangladesh",
"device_hash": "0af4dffbbf91cfea40c63a8e51e62eae",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_8 rv:2.0; tk-TM) AppleWebKit/535.31.6 (KHTML, like Gecko) Version/5.0 Safari/535.31.6",
"session_id": "ac106c29-852b-4bec-84f3-5e5f11cf9209",
"risk_score": 56.87,
"... | null | latency_spike | null | null | null | No additional info | Network latency_spike from 92.55.80.243 to 157.176.196.249 No additional info | {
"baseline_deviation": 0.82,
"entropy": 2.95,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 92.55.80.243 | 157.176.196.249 | null | null | null | null | null | null | null | null | null | null | HTTPS | 314,171 | null | null | null |
43998d6a-8b47-49bb-8531-aedfd26d7506 | 2025-06-09T01:30:48 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system membership_inference by smason MITRE Technique: T1053.005 | {
"geo_location": "Norfolk Island",
"device_hash": "7133ec70d225d78067424cf2ffd45752d55eeea8c0aba13f66295c199dd256ad",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_2 rv:3.0; om-ET) AppleWebKit/531.34.1 (KHTML, like Gecko) Version/4.0 Safari/531.34.1",
"session_id": "9d2b5e9c-1e4b-4eb3-b14c-80e85... | smason | membership_inference | null | null | null | MITRE Technique: T1053.005 | AI system membership_inference by smason MITRE Technique: T1053.005 | null | null | null | null | null | null | null | null | null | null | null | model-b69c1a0a | e46439b9a905deec71aecc208366a1e30fa4a6a8 | 6de8c787ccd1192e4437ac0d7d00329e13535607a042f157bc094da18df91996 | null | null | null | null | null | null | null |
e42d4f1b-21e9-4801-892c-c369718bab61 | 2025-07-01T06:50:37 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in Azure by david39 No additional info | {
"geo_location": "Uganda",
"device_hash": "324897efd219f0c0a58c30f272de9ba7168fed73c94afe5a935ab9345ba9c368",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/56.0.823.0 Safari/536.1",
"session_id": "1355abf3-dd36-43d1-8f65-4af781f79daa",
"risk_score": 63.41,
"con... | david39 | storage_access | null | null | null | No additional info | Cloud storage_access in Azure by david39 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-e7acc11b | null | null | null | null | null | null | null | null | null | null |
a3d42047-e566-4998-85ce-0dc5da23c453 | 2025-01-25T08:15:43 | auth | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|medium| desc=Auth failed for michellegarcia via SAML from 77.127.77.235 No additional info | {
"geo_location": "Oman",
"device_hash": "df6fdf1e0398ded8f0ff919b10e586badac63b2dd8b56a139d90dc788c9b77f5",
"user_agent": "Mozilla/5.0 (Android 5.0; Mobile; rv:62.0) Gecko/62.0 Firefox/62.0",
"session_id": "afeac271-acdd-48d7-84c2-bcef72110b33",
"risk_score": 53.92,
"confidence": 0.74
} | michellegarcia | failed | null | null | null | No additional info | Auth failed for michellegarcia via SAML from 77.127.77.235 No additional info | null | null | null | null | 77.127.77.235 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | a5:41:4c:e6:53:c8 |
f210145c-fe54-4666-886f-39769d8f3ded | 2025-06-12T20:38:07 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in GCP by calvinallen Associated Threat Actor: Wizard Spider | {
"geo_location": "Kiribati",
"device_hash": "a13ee5e04f9ed68b842d1721a035905460be241a4f69ef9d83f207c8e338b7d6",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/44.0.868.0 Safari/536.2",
"session_id": "b59d1403-0096-4c61-824a-a401a2b2efa8",
"risk_score": 32.24,
... | calvinallen | lambda_execution | null | null | null | Associated Threat Actor: Wizard Spider | Cloud lambda_execution in GCP by calvinallen Associated Threat Actor: Wizard Spider | {
"baseline_deviation": 1.35,
"entropy": 6.07,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | GCP | res-76bfee93 | null | null | null | null | null | null | null | null | null | null |
03272128-b0d6-40a0-9c5e-91340df4490c | 2025-01-23T14:21:57 | endpoint | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start /event/impact.mov by bashley MITRE Technique: T1110.003 | {
"geo_location": "China",
"device_hash": "057dbaccd5db2274d05c7441fce6c36eec0c7707",
"user_agent": "Mozilla/5.0 (Android 4.2; Mobile; rv:57.0) Gecko/57.0 Firefox/57.0",
"session_id": "81042edb-5825-46c6-9079-eebea10e28ee",
"risk_score": 55.11,
"confidence": 0.22
} | bashley | process_start | /event/impact.mov | 9,235 | powershell.exe | MITRE Technique: T1110.003 | Endpoint process_start /event/impact.mov by bashley MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a58ca3e2-c713-4eb4-a780-be5e321f16a4 | 2025-04-11T10:26:06 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in AWS by natalie73 MITRE Technique: T1078.004 | {
"geo_location": "Niue",
"device_hash": "84b41a57008e99363db376fa3edfdfd3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1 rv:2.0; ber-MA) AppleWebKit/535.14.7 (KHTML, like Gecko) Version/4.0 Safari/535.14.7",
"session_id": "579cdebe-bfa8-45bf-8f27-8133ad7b8038",
"risk_score": 33.49,
"confid... | natalie73 | config_change | null | null | null | MITRE Technique: T1078.004 | Cloud config_change in AWS by natalie73 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | AWS | res-f6030a89 | null | null | null | null | null | null | null | null | null | null |
a0b8855f-84c8-4196-8817-a809b784690e | 2025-05-11T06:43:27 | 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: Domain Fronting detected from 56.243.137.170 targeting 182.88.128.197 No additional info | {
"geo_location": "Chile",
"device_hash": "4e4a93f08fd34408c0d22888bd8d71bc40115c04f4318e1ba8e08d5d3bab6b47",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; uz-UZ) AppleWebKit/533.10.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6533.10.6",
"session_id": "cd8cd348-6000-4bbd-9e8d... | null | null | null | null | null | No additional info | Elastic SIEM Alert: Domain Fronting detected from 56.243.137.170 targeting 182.88.128.197 No additional info | {
"baseline_deviation": 0.8,
"entropy": 4.17,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 56.243.137.170 | 182.88.128.197 | Domain Fronting | SIG-7293 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
11ed1f56-5e62-4cdf-8c0b-e76a9da22cb3 | 2025-06-18T17:27:25 | auth | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|high| desc=Auth bypass for thomashill via SAML from 123.96.41.168 No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "73879ff0c4b02d6b9f25d7016286e99fa215ca04b838957e3b62f66cb90983ab",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; fil-PH; rv:1.9.2.20) Gecko/9997-09-06 18:16:59 Firefox/3.6.7",
"session_id": "9fa8fdbc-2995-4f5d-a0b7-0ab8445affc7",
"risk_score": 75.75,
"... | thomashill | bypass | null | null | null | No additional info | Auth bypass for thomashill via SAML from 123.96.41.168 No additional info | null | null | null | null | 123.96.41.168 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | aa:93:00:4a:3b:43 |
9b08be88-09d8-4874-8d23-51da0b4dedfb | 2025-04-02T14:01:16 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by kdickson No additional info | {
"geo_location": "United Kingdom",
"device_hash": "d084917ed1dacff2fcba09b201ff103fe3c94a43",
"user_agent": "Mozilla/5.0 (Linux; Android 3.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/44.0.841.0 Safari/534.2",
"session_id": "c1609372-4167-4164-b4ec-48ce62aef167",
"risk_score": 0,
"confidence": 0.15
} | kdickson | model_inversion | null | null | null | No additional info | AI system model_inversion by kdickson No additional info | null | null | null | null | null | null | null | null | null | null | null | model-25d8bd57 | 8279589ce4dd41e5d855759b4ec847ba65ba991ef3ee1cce2f6eaa81db375d53 | 8820767429bd50fb453e090e1d68c681251fe7fb | null | null | null | null | null | null | null |
498b83e2-3231-4730-966b-c8225c7fb266 | 2025-03-17T08:46:42 | iot | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|high| desc=IoT device Sensor firmware_update No additional info noise=3538B997 | {
"geo_location": "Guam",
"device_hash": "56fc3f3c380df3ccddb48a1f9b770fdda29dc4b1d4e8ffccea4156323e351aba",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/5364-03-28 18:30:15 Firefox/3.6.8",
"session_id": "af1aafa6-82a6-4447-8035-9ddb00e9b5a0",
"risk_score": 57.12,
"confidence": 0.96
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-bf350c24 | 9.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
76dd44bd-5165-4627-adae-d10e49ea346b | 2025-02-22T06:53:09 | ids_alert | Darktrace v6.0.0 | emergency | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Darktrace Alert: Zero-Day Exploit detected from 120.146.238.109 targeting 158.133.117.220 Obfuscated payload detected | {
"geo_location": "Vanuatu",
"device_hash": "b7e1168594d03040fd0701994847da54b0dc24720203e30036fbc3ceed85a551",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/4.0)",
"session_id": "df138b7e-d882-47cb-ae76-e475f62aca12",
"risk_score": 67.55,
"confidence": 0.5
} | null | null | null | null | null | Obfuscated payload detected | Darktrace Alert: Zero-Day Exploit detected from 120.146.238.109 targeting 158.133.117.220 Obfuscated payload detected | null | null | null | null | 120.146.238.109 | 158.133.117.220 | Zero-Day Exploit | SIG-7198 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
fe98f649-1f76-4359-a9d3-342e456609bc | 2025-04-17T07:22:13 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 173.163.229.134 to 10.177.60.122 No additional info noise=D4DB894F | {
"geo_location": "Austria",
"device_hash": "a4c80a15ff27347598a334928902bc3367594450a9ab922ee0f3eed7738ba0d8",
"user_agent": "Opera/8.95.(X11; Linux x86_64; sl-SI) Presto/2.9.190 Version/10.00",
"session_id": "4e92a2ed-4270-4106-8276-c2006bf1f703",
"risk_score": 37.93,
"confidence": 0.18
} | null | disconnection | null | null | null | No additional info | Network disconnection from 173.163.229.134 to 10.177.60.122 No additional info | null | null | null | null | 173.163.229.134 | 10.177.60.122 | null | null | null | null | null | null | null | null | null | null | HTTP | 30,787 | null | null | null |
6b3e102c-a728-45f4-ba14-82aadfa71355 | 2025-02-02T19:29:23 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC firmware_update MITRE Technique: T1566.001 noise=often|face|sell | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "656c0eb053b3e025b75f5f657c36216d658e6d65",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/39.0.818.0 Safari/534.0",
"session_id": "2b0866ae-3276-4f1d-af4a-acee7f3465d3",
"risk_score": 41.74,
"confiden... | null | firmware_update | null | null | null | MITRE Technique: T1566.001 | IoT device HVAC firmware_update MITRE Technique: T1566.001 | null | HVAC | iot-2c6a4cf3 | 1.5 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
788e243d-1f44-45a4-98ba-b87298425f87 | 2025-04-16T10:45:48 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in OCI by michaelanderson No additional info | {
"geo_location": "Chad",
"device_hash": "0db19f085874ed0754817ef83d98c8feca433593f15f65d23c4043866446dcd1",
"user_agent": "Opera/9.61.(Windows CE; ru-UA) Presto/2.9.167 Version/12.00",
"session_id": "576a1da7-a938-4639-b7d5-d6c4774bc25a",
"risk_score": 35.3,
"confidence": 0.53
} | michaelanderson | config_change | null | null | null | No additional info | Cloud config_change in OCI by michaelanderson No additional info | null | null | null | null | null | null | null | null | null | OCI | res-e4a63a0e | null | null | null | null | null | null | null | null | null | null |
ad500c77-f42d-411d-9dae-95a70b813d37 | 2025-05-04T00:36:03 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in Alibaba by iwatkins No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "9a1f05cf6957969e129965e05055e221",
"user_agent": "Opera/9.65.(X11; Linux i686; hu-HU) Presto/2.9.176 Version/10.00",
"session_id": "f4ac4600-81ae-4c57-9b0e-3ba4aaf1e7fb",
"risk_score": 28.7,
"confidence": 0.44
} | iwatkins | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Alibaba by iwatkins No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-8adf3343 | null | null | null | null | null | null | null | null | null | null |
56506a20-3ae3-4e70-8e2c-16c785f7a3a5 | 2025-04-26T11:58:41 | endpoint | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection lead by johnsonmorgan MITRE Technique: T1190 | {
"geo_location": "Singapore",
"device_hash": "9c39a7720af513e47524d71fd5f959845153d354",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; he-IL; rv:1.9.1.20) Gecko/3225-05-27 02:37:58 Firefox/9.0",
"session_id": "2d9df1f2-f07b-4d3a-ba5d-d54e7a22acc0",
"risk_score": 47.52,
"confidence": 0.59
} | johnsonmorgan | memory_injection | lead | 9,387 | svchost.exe | MITRE Technique: T1190 | Endpoint memory_injection lead by johnsonmorgan MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
099a0b51-f8b0-46c4-b8fa-5d97baa5f737 | 2025-03-19T21:04:52 | ids_alert | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ids_alert|high| desc=QRadar Alert: Container Escape detected from 38.165.31.177 targeting N/A No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "5c3ad650052a174268cb56be06995f4ac13baa81",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/35.0.898.0 Safari/531.2",
"session_id": "ffc66f5f-36dc-474e-be15-532817c9c538",
"risk_score": 65.37,
"confidence": 0... | null | null | null | null | null | No additional info | QRadar Alert: Container Escape detected from 38.165.31.177 targeting N/A No additional info | null | null | null | null | 38.165.31.177 | N/A | Container Escape | SIG-4282 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
8fc94fc2-bf8a-46f4-9889-eeb6c92715c4 | 2025-03-02T07:26:42 | auth | ArcSight v7.4.0 | low | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|low| desc=Auth success for miranda71 via SAML from 10.94.94.213 No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "efa458553b37b7752fa6a50caf820c66b4dae3906b855659e56e370f201da850",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.7) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/39.0.831.0 Safari/534.0",
"session_id": "9ceab20a-a708-4f42-a5bf-9401ca077cca",
"risk_score": 70.... | miranda71 | success | null | null | null | No additional info | Auth success for miranda71 via SAML from 10.94.94.213 No additional info | null | null | null | null | 10.94.94.213 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 8a:18:74:80:3f:be |
06474b12-e25a-48b7-95f1-c88c7fb4bf50 | 2025-07-04T06:48:57 | firewall | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall allow DNS traffic from 155.217.58.14:270 to 99.144.207.251:533 No additional info | {
"geo_location": "Ethiopia",
"device_hash": "886aff1993fb39ed963d59ad07fdd6963eaa31ff",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; bem-ZM) AppleWebKit/532.19.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6532.19.1",
"session_id": "ae535b6a-cc07-4d7d-a234-bf336df36139",
"r... | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 155.217.58.14:270 to 99.144.207.251:533 No additional info | null | null | null | null | 155.217.58.14 | 99.144.207.251 | null | null | null | null | null | null | null | null | 270 | 533 | DNS | 225,668 | 1,306 | null | null |
d37bf04a-ad06-4221-8878-9c526304e674 | 2025-06-10T01:10:19 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint memory_injection /reason/agent.mp4 by greerjennifer MITRE Technique: T1078.004 | {
"geo_location": "Liechtenstein",
"device_hash": "f6c8d6118bd1489eaedf71be34ccfb6e81af7adc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_1) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/57.0.865.0 Safari/533.0",
"session_id": "4c3246ea-4710-495f-845d-8bea3079314b",
"risk_score": 42.84,
"conf... | greerjennifer | memory_injection | /reason/agent.mp4 | 9,273 | cmd.exe | MITRE Technique: T1078.004 | Endpoint memory_injection /reason/agent.mp4 by greerjennifer 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 |
14c00d0a-cbea-456f-a18c-49664c7efabc | 2025-04-12T17:32:34 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth success for cynthia53 via OAuth from 177.84.30.127 MITRE Technique: T1071.001 | {
"geo_location": "North Korea",
"device_hash": "914f802f917fc262b0d3f12be5c23761edc1f5ee",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/25.0.811.0 Safari/533.1",
"session_id": "3d5e7268-fa2d-4f35-9e67-f1dcbe9f7b88",
"risk_score": 63,
"confidence": 0.73
} | cynthia53 | success | null | null | null | MITRE Technique: T1071.001 | Auth success for cynthia53 via OAuth from 177.84.30.127 MITRE Technique: T1071.001 | null | null | null | null | 177.84.30.127 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | b6:aa:92:31:0b:25 |
8204eeda-f2b7-43a2-8fca-ad1c15f61384 | 2025-02-13T19:53:10 | endpoint | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint service_install culture by ellen04 MITRE Technique: T1134.001 | {
"geo_location": "Saint Lucia",
"device_hash": "b8e221e83422679c1a9aa8f9e7995815da3c8e07",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; ml-IN; rv:1.9.0.20) Gecko/3754-06-14 07:32:30 Firefox/3.8",
"session_id": "55d2c276-d1a4-4e93-bd7c-a9a1aaf25798",
"risk_score": 73.89,
"confidence": 0.88
} | ellen04 | service_install | culture | 7,302 | explorer.exe | MITRE Technique: T1134.001 | Endpoint service_install culture by ellen04 MITRE Technique: T1134.001 | {
"baseline_deviation": 0.73,
"entropy": 4.27,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
54bdf8a1-93f5-4a7c-ad5d-86b8892e3558 | 2025-05-03T19:25:14 | network | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 95.31.26.7 to 212.176.127.66 No additional info | {
"geo_location": "Austria",
"device_hash": "95ba15eacaaf0c56e2f1cf0137ce3135ddba53655963c76a4fa5e0d95a6c671f",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/2109-01-23 09:04:14 Firefox/5.0",
"session_id": "eca095e5-cb7b-483d-8470-ce0d1ed77ad3",
"risk_score": 89.34,
"confidence": 0.74
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 95.31.26.7 to 212.176.127.66 No additional info | {
"baseline_deviation": 0.68,
"entropy": 2.14,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 95.31.26.7 | 212.176.127.66 | null | null | null | null | null | null | null | null | null | null | ICMP | 912,098 | null | null | null |
27b2284f-6c56-4add-979d-e4da9f4259e1 | 2025-01-18T19:56:47 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system training_data_poisoning by crystal79 No additional info | {
"geo_location": "Haiti",
"device_hash": "1fc1a96b4c13db518b4e85d1654d10b5",
"user_agent": "Mozilla/5.0 (Android 5.0; Mobile; rv:13.0) Gecko/13.0 Firefox/13.0",
"session_id": "1b4eeee1-a3fb-4c67-910d-df4192e7c8fa",
"risk_score": 53.93,
"confidence": 0
} | crystal79 | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by crystal79 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-b7fc917b | 8cad94411177377fa832f5952c972b9c299ab1cc5866d32ccaf4f07958ed0c2d | 723d72a5547627fc002c8811b37bbdfe20dd7dc637e5e7d706c6a49e9514d889 | null | null | null | null | null | null | null |
cc264c3c-dc38-4222-a7da-215443689bad | 2025-06-03T20:52:24 | ai | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by rebecca63 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "e453bbf54ce7fca72e61b31f7ddca072e7ac2214",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/23.0.818.0 Safari/531.2",
"session_id": "347accd8-b16a-404a-8adf-4ff64546d965",
"risk_score": 32.92,
"confidence": 0.36
... | rebecca63 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by rebecca63 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5bbfa44d | 29fbf0382ae77412715cfc6b90dbe4fd | ecd92669fbb1e3035e93b3f0081c85e34d9dd1fa | null | null | null | null | null | null | null |
f3905efc-303e-45a6-86fc-fa5b90a775cb | 2025-06-06T15:54:16 | firewall | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny TCP traffic from 202.46.88.209:843 to 214.83.140.190:30 MITRE Technique: T1566.001 | {
"geo_location": "American Samoa",
"device_hash": "f06bbf157ede0c7f26383fe358a98f23b904d469eefd41d5d9ef19a7ec5370af",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_5; rv:1.9.5.20) Gecko/4938-09-11 01:59:16 Firefox/4.0",
"session_id": "2042e50a-a30d-4e31-9ec5-c45eeba2eb09",
"risk_score": 68.8... | null | deny | null | null | null | MITRE Technique: T1566.001 | Firewall deny TCP traffic from 202.46.88.209:843 to 214.83.140.190:30 MITRE Technique: T1566.001 | null | null | null | null | 202.46.88.209 | 214.83.140.190 | null | null | null | null | null | null | null | null | 843 | 30 | TCP | 150,083 | 973 | null | null |
4dfe282d-af17-4b33-ae20-9995ef83ae01 | 2025-03-01T15:20:06 | ai | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|info| desc=AI system training_data_poisoning by kristopherkramer Associated Threat Actor: Lazarus Group noise=pull|because|project | {
"geo_location": "Marshall Islands",
"device_hash": "651a7bbcb1260a68c5aefb0f900cc2d4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/22.0.876.0 Safari/532.1",
"session_id": "de9a2f7e-590e-4ee8-84f8-5976e2c13608",
"risk_score": 77.94,
"confidence": 0.88
} | kristopherkramer | training_data_poisoning | null | null | null | Associated Threat Actor: Lazarus Group | AI system training_data_poisoning by kristopherkramer Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | null | null | model-e11c3bd4 | e89ac31ab9f68626544d3f02eb52661b | 825810b69ba772678276adbf0de38c9e | null | null | null | null | null | null | null |
282ad306-bd1c-420f-a2e2-8fb6614c5ffd | 2025-06-13T16:09:39 | cloud | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in GCP by yfletcher MITRE Technique: T1059.005 noise=tag/list/category | {
"geo_location": "Malaysia",
"device_hash": "8bf1b6878af82df0bf6aa9e2a7ad2412f1be184464371503558010bfe293434a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/43.0.849.0 Safari/534.2",
"session_id": "20adc31f-f4b0-4b28-9385-34cdbdc3ff77",
"risk_score": 83.7,
"co... | yfletcher | shadow_it | null | null | null | MITRE Technique: T1059.005 | Cloud shadow_it in GCP by yfletcher MITRE Technique: T1059.005 | {
"baseline_deviation": 1.61,
"entropy": 5.77,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | GCP | res-6447864e | null | null | null | null | null | null | null | null | null | null |
09d3a506-eee6-4b93-a0b9-5fc081b799a8 | 2022-11-11T15:13:13 | auth | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for bmarquez via MFA from 31.25.184.189 MITRE Technique: T1543.003 noise=category/list/main | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "f7e6a3fd2b4a8e950c314365e09087b67221c307",
"user_agent": "Opera/8.67.(Windows NT 4.0; fy-DE) Presto/2.9.177 Version/10.00",
"session_id": "6a04bf99-45fd-4520-983f-476fd6aefefd",
"risk_score": 43.01,
"confidence": 0.57
} | bmarquez | challenge | null | null | null | MITRE Technique: T1543.003 | Auth challenge for bmarquez via MFA from 31.25.184.189 MITRE Technique: T1543.003 | null | null | null | null | 31.25.184.189 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | d4:7f:26:de:b8:20 |
8454580a-5ded-42de-8c09-45b03ec1b676 | 2025-02-10T19:58:41 | network | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|high| desc=Network disconnection from 15.179.151.214 to 92.127.189.43 No additional info noise=U291dGgu | {
"geo_location": "Cuba",
"device_hash": "915a433c509fedb3d9f00977963860d1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/4.1)",
"session_id": "f8c8fbdd-c4c9-4c37-9169-941824c4f52d",
"risk_score": 40.67,
"confidence": 0.99
} | null | disconnection | null | null | null | No additional info | Network disconnection from 15.179.151.214 to 92.127.189.43 No additional info | null | null | null | null | 15.179.151.214 | 92.127.189.43 | null | null | null | null | null | null | null | null | null | null | TCP | 109,006 | null | null | null |
09a42392-34a7-4bb2-a26a-919a0fac010e | 2025-07-01T08:57:28 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start if by dukeashley No additional info | {
"geo_location": "Christmas Island",
"device_hash": "6118dffe3c95b6b9a431a046233912fe3729050d",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; oc-FR) AppleWebKit/531.39.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6531.39.6",
"session_id": "c50aeef7-09fb-4464-b89d-8fdae1a04779... | dukeashley | process_start | if | 4,295 | explorer.exe | No additional info | Endpoint process_start if by dukeashley No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1345cf8c-78a4-47f8-9e6f-4335b3420a3e | 2025-04-02T13:33:14 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by ntaylor No additional info | {
"geo_location": "Cuba",
"device_hash": "7c8916b10fc6ba77b9a9c40422eb2f91",
"user_agent": "Mozilla/5.0 (Windows NT 4.0; wa-BE; rv:1.9.2.20) Gecko/7806-06-21 09:43:00 Firefox/3.8",
"session_id": "3697c3e9-f607-4d0c-8ac4-7d5be4a55b96",
"risk_score": 83.35,
"confidence": 0.38
} | ntaylor | adversarial_input | null | null | null | No additional info | AI system adversarial_input by ntaylor No additional info | null | null | null | null | null | null | null | null | null | null | null | model-fc151e7a | 63d2a083c33530406bfc0a16faab9aaf39e7e85c | 0e0ceeb86d71ee7d07a15ddcb6b29b4d | null | null | null | null | null | null | null |
eb79d4da-8cdc-4bd1-ac9a-1525002d9d21 | 2025-02-16T09:22:52 | firewall | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SMB traffic from 52.86.145.26:594 to 156.0.146.242:154 No additional info | {
"geo_location": "San Marino",
"device_hash": "a0e834062642b0aa5a6f9ea7526ff1d7",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/532.28.5 (KHTML, like Gecko) Version/5.0.4 Safari/532.28.5",
"session_id": "5977fd4a-4cb0-434a-abcf-37a5e64ca79a",
"risk_score": 27.74,
"confidence": 0.79
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SMB traffic from 52.86.145.26:594 to 156.0.146.242:154 No additional info | null | null | null | null | 52.86.145.26 | 156.0.146.242 | null | null | null | null | null | null | null | null | 594 | 154 | SMB | 85,852 | 334 | null | null |
adeb6af7-bf8e-4d37-885f-fc82cb28061a | 2025-04-02T03:21:58 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by aliciafigueroa MITRE Technique: T1190 | {
"geo_location": "Nigeria",
"device_hash": "49148e03690e8e92f44514564e105adb",
"user_agent": "Opera/9.24.(X11; Linux x86_64; mr-IN) Presto/2.9.176 Version/12.00",
"session_id": "a5f42244-1ba3-4fcd-af67-fcaf45be3ef1",
"risk_score": 40.38,
"confidence": 0.2
} | aliciafigueroa | config_change | null | null | null | MITRE Technique: T1190 | Cloud config_change in Azure by aliciafigueroa MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | Azure | res-04c59782 | null | null | null | null | null | null | null | null | null | null |
2618efa5-e5ed-4873-9dea-0f48781158c7 | 2025-04-04T15:04:12 | iot | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "390dbf119b3856e3b5af4c38b3e1cacb6198c391422c3387ecb27d8c12417c01",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; sd-IN; rv:1.9.0.20) Gecko/6006-04-18 07:56:14 Firefox/3.6.13",
"session_id": "09d0824f-57fb-446a-8990-3b937c69a86f",
"risk_score": 34.69,
... | null | firmware_update | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | null | Thermostat | iot-d2fe3b54 | 2.9 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f7168294-06a4-4688-9368-9edc9e51aa02 | 2025-05-04T21:38:55 | 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: SQL Injection detected from 53.214.2.253 targeting 87.44.153.196 No additional info noise=attorney|career|why | {
"geo_location": "Libyan Arab Jamahiriya",
"device_hash": "0a82282de414968999a085738ec481d4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/5.0)",
"session_id": "860654b5-eec3-42ee-aa5a-3f58b3db3751",
"risk_score": 75.07,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Palo Alto Cortex Alert: SQL Injection detected from 53.214.2.253 targeting 87.44.153.196 No additional info | null | null | null | null | 53.214.2.253 | 87.44.153.196 | SQL Injection | SIG-8736 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
be6bf5f4-cf8d-4082-b121-e6d67adffcd6 | 2025-04-12T15:05:59 | cloud | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in OCI by mitchellashley No additional info | {
"geo_location": "North Macedonia",
"device_hash": "a89d661f0228d661d5749d1422c48b75",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 17_4_1 like Mac OS X) AppleWebKit/535.1 (KHTML, like Gecko) FxiOS/18.2b3836.0 Mobile/77Y354 Safari/535.1",
"session_id": "0edc8c79-a6aa-41e2-af0c-d9e76f05465f",
"risk_score": 6... | mitchellashley | storage_access | null | null | null | No additional info | Cloud storage_access in OCI by mitchellashley No additional info | null | null | null | null | null | null | null | null | null | OCI | res-2b42eea1 | null | null | null | null | null | null | null | null | null | null |
074401cf-0036-47e4-a9c9-8d0a5e0546ca | 2025-03-06T08:27:04 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: DNS Tunneling detected from 10.249.145.75 targeting 73.49.104.154 Obfuscated payload detected | {
"geo_location": "Cambodia",
"device_hash": "20092d9c91ed4e71c8947ffe28389843726813b6",
"user_agent": "Mozilla/5.0 (Linux; Android 9) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/47.0.849.0 Safari/532.2",
"session_id": "1cfa23ac-78c8-4692-b808-16400debb8ea",
"risk_score": 56.29,
"confidence": 0.67
} | null | null | null | null | null | Obfuscated payload detected | CrowdStrike Alert: DNS Tunneling detected from 10.249.145.75 targeting 73.49.104.154 Obfuscated payload detected | null | null | null | null | 10.249.145.75 | 73.49.104.154 | DNS Tunneling | SIG-8836 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
bb6f6338-05bc-4003-9f42-5524cd6611db | 2025-05-11T11:11:09 | endpoint | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism /for/listen.docx by waltonbarbara No additional info | {
"geo_location": "Reunion",
"device_hash": "fd99091d44f074e9804cafd9419a0e61",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_2; rv:1.9.4.20) Gecko/6193-11-28 17:51:59 Firefox/3.8",
"session_id": "ebcf8467-0aca-4f75-b1cb-30552e8de179",
"risk_score": 34.68,
"confidence": 0.1
} | waltonbarbara | persistence_mechanism | /for/listen.docx | 6,931 | explorer.exe | No additional info | Endpoint persistence_mechanism /for/listen.docx by waltonbarbara No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1068c1de-2017-43f5-ac35-2747a4e00206 | 2025-03-31T07:24:02 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: XSS detected from 222.9.226.113 targeting N/A No additional info noise=explore/list | {
"geo_location": "Panama",
"device_hash": "dabb44bf8a90035b9765404c23fd9e30872a3677fe63b1ebaf771d531aa01640",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; ks-IN; rv:1.9.0.20) Gecko/9968-04-10 03:16:55 Firefox/15.0",
"session_id": "40167e54-d3c8-4535-b2b7-5552a1af666f",
"risk_score": 14.38,
"confidence": 0.... | null | null | null | null | null | No additional info | Snort Alert: XSS detected from 222.9.226.113 targeting N/A No additional info | null | null | null | null | 222.9.226.113 | N/A | XSS | SIG-5038 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
ae816da0-70d7-48d8-b2d7-13a42d868c08 | 2025-06-02T13:50:52 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by robinsoncatherine MITRE Technique: T1547.001 noise=category | {
"geo_location": "Israel",
"device_hash": "ace1ab1988f181747c20b781a4a41675",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/53.0.850.0 Safari/532.0",
"session_id": "632607e5-4973-4392-84fd-f341bbc5fb12",
"risk_score": 49.71,
"confidence": 0.13
} | robinsoncatherine | lambda_execution | null | null | null | MITRE Technique: T1547.001 | Cloud lambda_execution in Azure by robinsoncatherine MITRE Technique: T1547.001 | null | null | null | null | null | null | null | null | null | Azure | res-2b28ddcd | null | null | null | null | null | null | null | null | null | null |
c4893c60-336d-465e-a66b-39c810cbfe31 | 2025-02-22T20:36:34 | endpoint | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /morning/few.mov by sheppardkevin MITRE Technique: T1486 noise=main/main/tag | {
"geo_location": "Sao Tome and Principe",
"device_hash": "c7f5d129a43a0e4892086a601e750eb4d595cbddff4e1c773c185875ed9a7707",
"user_agent": "Opera/9.39.(X11; Linux x86_64; kn-IN) Presto/2.9.161 Version/11.00",
"session_id": "b596c77f-7564-4a95-ba6d-006bd52619ce",
"risk_score": 40.15,
"confidence": 0.72
} | sheppardkevin | file_access | /morning/few.mov | 7,977 | svchost.exe | MITRE Technique: T1486 | Endpoint file_access /morning/few.mov by sheppardkevin MITRE Technique: T1486 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4b050d8e-6359-493a-a63a-9283016a30d1 | 2025-01-18T17:46:27 | ai | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system fine_tuning by dlewis No additional info noise=search/app/search | {
"geo_location": "Faroe Islands",
"device_hash": "400721ce7fa9afafe995e2795c4c4c785ccb3acc94e593185b27b01568ba458a",
"user_agent": "Mozilla/5.0 (Windows 95) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/46.0.863.0 Safari/533.0",
"session_id": "7bd20871-2f9c-4237-9a15-11b2e7d3b8e5",
"risk_score": 88.87,
"con... | dlewis | fine_tuning | null | null | null | No additional info | AI system fine_tuning by dlewis No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f1c93a34 | 0de48519effa4be78e55dea6db32306e | 7d7758e91a5272cf3f83afeff3877c76f678c926a97aeb36f595b26a8491bf63 | null | null | null | null | null | null | null |
ba176e8c-ddee-4e60-b7cd-628e93de9004 | 2025-02-14T15:47:19 | auth | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|low| desc=Auth failed for prodgers via SAML from 217.92.51.244 MITRE Technique: T1059.001 | {
"geo_location": "Ethiopia",
"device_hash": "1b6f6c6ec7dfe97fa212534d0c7aa6e5",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.18.4 (KHTML, like Gecko) Version/4.0.3 Safari/531.18.4",
"session_id": "55958ac3-d80c-4afb-b417-b3fac4677445",
"risk_score": 63.08,
"confidence": 0.48
} | prodgers | failed | null | null | null | MITRE Technique: T1059.001 | Auth failed for prodgers via SAML from 217.92.51.244 MITRE Technique: T1059.001 | null | null | null | null | 217.92.51.244 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 9e:c1:50:37:18:b4 |
e2d00cd7-b0c2-4f46-bc42-e51e1779ad27 | 2025-04-08T14:29:36 | endpoint | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection six by osbornejason No additional info | {
"geo_location": "Ireland",
"device_hash": "79319ae7a4c2c36260bbe3c24a59e088",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.0; Trident/3.1)",
"session_id": "1dc2e2d5-592d-4822-87c3-3b201f53916c",
"risk_score": 64.05,
"confidence": 0.91
} | osbornejason | memory_injection | six | 1,755 | cmd.exe | No additional info | Endpoint memory_injection six by osbornejason No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f2a7e212-3500-4cf6-8963-ec1a62ff6a65 | 2022-04-03T16:59:05 | iot | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Russia",
"device_hash": "53ff78506f50ff63f0b972accf309682",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/531.1.5 (KHTML, like Gecko) Version/4.0.5 Safari/531.1.5",
"session_id": "eea5513f-007a-4cd4-a922-b365c0dbe22d",
"risk_score": 46.27,
"confidence": 0.58... | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-f27322b6 | 5.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97afdc79-138a-4c36-9c79-4f7a692778a0 | 2025-02-20T12:58:12 | endpoint | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec health by josephpatrick MITRE Technique: T1110.003 | {
"geo_location": "Sudan",
"device_hash": "51f008458f94983eec375f6d65873795e45208bc43d9c6b5868264560a9b1188",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/5.0)",
"session_id": "1e68699d-62da-4630-b11d-7e3fbb2a2ebc",
"risk_score": 59.44,
"confidence": 0.73
} | josephpatrick | powershell_exec | health | 5,649 | powershell.exe | MITRE Technique: T1110.003 | Endpoint powershell_exec health by josephpatrick MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5857775e-0157-48da-9915-5034e45fd5fc | 2025-03-24T06:20:58 | firewall | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|high| desc=Firewall allow NTP traffic from 82.170.211.220:658 to 171.222.4.213:115 No additional info noise=test|color|and | {
"geo_location": "Greece",
"device_hash": "ec2f4b0637c925c17ca64f686876a6a37dfe429665e9e5043bb7861de0ed485a",
"user_agent": "Opera/8.66.(X11; Linux x86_64; hak-TW) Presto/2.9.179 Version/11.00",
"session_id": "fa7dfde6-b4e0-4261-ab9b-e5aca016015b",
"risk_score": 16.55,
"confidence": 0.85
} | null | allow | null | null | null | No additional info | Firewall allow NTP traffic from 82.170.211.220:658 to 171.222.4.213:115 No additional info | null | null | null | null | 82.170.211.220 | 171.222.4.213 | null | null | null | null | null | null | null | null | 658 | 115 | NTP | 353,735 | 171 | null | null |
4cd48f0a-1016-458e-b8be-b2bf1d9af5cf | 2025-06-12T13:13:46 | 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: Cloud API Abuse detected from 133.10.228.218 targeting 147.219.7.53 No additional info noise=enough|hundred|consider | {
"geo_location": "Norfolk Island",
"device_hash": "050f9e3083e82d746b371de57b2e17eb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.0)",
"session_id": "7e078d5f-5ad8-4c15-97a0-ce48bbe23466",
"risk_score": 36.58,
"confidence": 0.59
} | null | null | null | null | null | No additional info | FireEye HX Alert: Cloud API Abuse detected from 133.10.228.218 targeting 147.219.7.53 No additional info | null | null | null | null | 133.10.228.218 | 147.219.7.53 | Cloud API Abuse | SIG-8004 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b14834cb-b141-4a98-8ba0-e3b0d4e89382 | 2025-06-04T16:12:28 | cloud | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in Alibaba by morriskayla No additional info | {
"geo_location": "Congo",
"device_hash": "dea2e33213c8b24f8fa396aff5049136afcd14fe",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/535.44.4 (KHTML, like Gecko) Version/4.1 Safari/535.44.4",
"session_id": "c90e7cab-ec40-4330-b12f-9f4db58772eb",
"risk_score": 77.39,
"confidence": 0.78
} | morriskayla | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Alibaba by morriskayla No additional info | {
"baseline_deviation": 0.57,
"entropy": 3.62,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | Alibaba | res-29fadc0b | null | null | null | null | null | null | null | null | null | null |
d9506767-2316-4f31-a56b-ec8ece3a543a | 2025-03-10T13:09:41 | endpoint | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load after by deanna21 No additional info noise=posts | {
"geo_location": "Cook Islands",
"device_hash": "7fcb45c40253a406d1fe9e23073d8d33b6a6f332e38ffbed6fdf768fc77587ea",
"user_agent": "Opera/8.65.(X11; Linux i686; nds-DE) Presto/2.9.174 Version/10.00",
"session_id": "e6ccb16e-c023-497b-a302-e7f8b322beba",
"risk_score": 48.46,
"confidence": 0.56
} | deanna21 | driver_load | after | 8,077 | svchost.exe | No additional info | Endpoint driver_load after by deanna21 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
72e9491f-3e1f-408a-8287-bff236cfdf66 | 2021-12-13T08:03:20 | network | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 176.134.98.196 to 174.7.43.26 No additional info | {
"geo_location": "Lithuania",
"device_hash": "7a756b66be09e1465a75a918194df3e7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/7598-06-19 14:15:12 Firefox/11.0",
"session_id": "81371a88-dbbb-408d-9679-1543639d144a",
"risk_score": 53.36,
"confidence": 0.95
} | null | bandwidth_usage | null | null | null | No additional info | Network bandwidth_usage from 176.134.98.196 to 174.7.43.26 No additional info | null | null | null | null | 176.134.98.196 | 174.7.43.26 | null | null | null | null | null | null | null | null | null | null | TCP | 124,932 | null | null | null |
97acb525-ddc1-4592-a225-4e72951e1604 | 2025-02-26T21:18:26 | auth | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for sara98 via key from 10.5.99.21 Associated Threat Actor: REvil | {
"geo_location": "Belize",
"device_hash": "34cb4d2e415684fcb88719f0e1af72eb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "db51e0b8-4d31-4cce-9016-5bce9e3bbf30",
"risk_score": 33.8,
"confidence": 0.05
} | sara98 | locked | null | null | null | Associated Threat Actor: REvil | Auth locked for sara98 via key from 10.5.99.21 Associated Threat Actor: REvil | null | null | null | null | 10.5.99.21 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 40:b6:38:18:74:ce |
6c07aae3-ef7a-4fd8-af35-7630172108ab | 2025-02-08T10:56:08 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for dlawrence via password from 175.177.152.19 No additional info | {
"geo_location": "Guam",
"device_hash": "baf4512d3f9c82971cfb285160f0314853cd84d850bbb58a5e5c02c809779f65",
"user_agent": "Opera/9.10.(Windows NT 4.0; ig-NG) Presto/2.9.186 Version/11.00",
"session_id": "eaba2e6f-5343-4431-8dce-75accfabee9c",
"risk_score": 61.03,
"confidence": 0.63
} | dlawrence | timeout | null | null | null | No additional info | Auth timeout for dlawrence via password from 175.177.152.19 No additional info | null | null | null | null | 175.177.152.19 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 7c:ff:06:f1:a8:2f |
a0808924-09d3-412b-8ad9-0775b8e7ef6e | 2025-06-12T20:55:32 | ids_alert | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|critical| desc=Microsoft Sentinel Alert: DNS Tunneling detected from 36.201.167.215 targeting N/A No additional info | {
"geo_location": "Tokelau",
"device_hash": "73012c19f3f4783c2f66f5706f0f7a378158c36b",
"user_agent": "Opera/9.53.(Windows NT 5.1; or-IN) Presto/2.9.170 Version/11.00",
"session_id": "0210c62b-2131-459d-8dce-5e956f55556f",
"risk_score": 19.3,
"confidence": 0.51
} | null | null | null | null | null | No additional info | Microsoft Sentinel Alert: DNS Tunneling detected from 36.201.167.215 targeting N/A No additional info | null | null | null | null | 36.201.167.215 | N/A | DNS Tunneling | SIG-7926 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
73fd41db-550b-4a5e-ad93-d3fc443e60ce | 2025-04-11T16:26:03 | ai | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by ytate MITRE Technique: T1486 | Associated Threat Actor: APT35 | {
"geo_location": "Ghana",
"device_hash": "99d3642765604ab53af2a3bd4b129f08",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_0) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/40.0.887.0 Safari/532.1",
"session_id": "7d922404-0ea5-4d1f-8993-e114b1932c97",
"risk_score": 42.49,
"confidence": 0.03
} | ytate | adversarial_input | null | null | null | MITRE Technique: T1486 | Associated Threat Actor: APT35 | AI system adversarial_input by ytate MITRE Technique: T1486 | Associated Threat Actor: APT35 | {
"baseline_deviation": 1.47,
"entropy": 5.57,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-9c0accaf | 6c175b5c633431cc5da1bbdb9dbaf3b48691a19fd629d294b7bc370bfb90dc90 | 3f05c8c58d946fff505695f6abfc8bd8 | null | null | null | null | null | null | null |
1c20df19-ec98-4b90-9108-6c27709045e4 | 2025-05-17T13:28:49 | ai | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by uholder No additional info noise=46CF21FB | {
"geo_location": "Austria",
"device_hash": "22a9557b4a8cf537f31eb4c17824f541",
"user_agent": "Mozilla/5.0 (Windows CE; gv-GB; rv:1.9.0.20) Gecko/6828-09-26 17:11:21 Firefox/9.0",
"session_id": "973e978d-affc-4027-a0e9-7d89358e001a",
"risk_score": 3.82,
"confidence": 0.39
} | uholder | fine_tuning | null | null | null | No additional info | AI system fine_tuning by uholder No additional info | {
"baseline_deviation": 0.6,
"entropy": 5.62,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-07f50bda | a4853fe2200cd67461bb9755c94b8c19189f9cdc4c2d32c3e5f4c924b588d3c4 | c73a471c925b359c6f85f7f7842195c8 | null | null | null | null | null | null | null |
9ce7731c-ef50-4109-973f-1ef30b4607b2 | 2025-02-13T09:16:06 | ids_alert | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|high| desc=ArcSight Alert: Cloud API Abuse detected from 173.74.27.224 targeting 174.214.171.36 MITRE Technique: T1071.001 | {
"geo_location": "Turkey",
"device_hash": "d351f819ac6401ec0423754375b6004adfbabb3dd72266a67f2e516ae4dab5a6",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; my-MM; rv:1.9.0.20) Gecko/3465-10-14 05:05:58 Firefox/3.8",
"session_id": "da42f5b7-ad1f-48fb-bcaa-304e2795a3e5",
"risk_score": 6.98,
"confidence": 0.33... | null | null | null | null | null | MITRE Technique: T1071.001 | ArcSight Alert: Cloud API Abuse detected from 173.74.27.224 targeting 174.214.171.36 MITRE Technique: T1071.001 | {
"baseline_deviation": 2.06,
"entropy": 4.26,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 173.74.27.224 | 174.214.171.36 | Cloud API Abuse | SIG-1495 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
a6275357-2a15-4620-b370-1aef752cf704 | 2025-04-29T11:55:00 | cloud | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|medium| desc=Cloud lambda_execution in AWS by fernandohowell No additional info noise=90BB8F8B | {
"geo_location": "Fiji",
"device_hash": "1eeac3978ade4e51b75aed2f713e826a48f300c3ffa73c12ef30f182351655de",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 4.0) AppleWebKit/531.33.6 (KHTML, like Gecko) Version/4.0.4 Safari/531.33.6",
"session_id": "5a6c3e41-5423-4451-a347-a28537827cef",
"risk_score": 53.4... | fernandohowell | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in AWS by fernandohowell No additional info | null | null | null | null | null | null | null | null | null | AWS | res-6a7f40b3 | null | null | null | null | null | null | null | null | null | null |
120fbb42-9d78-474b-a1c6-f0fc594b05e7 | 2025-07-04T22:32:57 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint process_start /term/decide.doc by vanessa23 No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "49d94d9462d512daca19e25a6995f190",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; gl-ES) AppleWebKit/531.20.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6531.20.1",
"session_id": "98a6ffb9-f4ab-4d81-a393-e5751838e0f7",
"... | vanessa23 | process_start | /term/decide.doc | 2,887 | powershell.exe | No additional info | Endpoint process_start /term/decide.doc by vanessa23 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
45e3d766-ec99-40dc-8443-99427ab4f1d1 | 2025-05-30T15:29:29 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: Supply Chain Compromise detected from 15.75.216.196 targeting 29.184.145.195 No additional info | {
"geo_location": "Nicaragua",
"device_hash": "cb677787766f5c694088780b13073c8ab736e903",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 1_1_5 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/30.0.893.0 Mobile/70Z703 Safari/535.0",
"session_id": "92a6a5fb-1d85-4cc6-94a1-006bd37c03c6",
"risk_score... | null | null | null | null | null | No additional info | OSSEC Alert: Supply Chain Compromise detected from 15.75.216.196 targeting 29.184.145.195 No additional info | null | null | null | null | 15.75.216.196 | 29.184.145.195 | Supply Chain Compromise | SIG-8045 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
3ab4b4f0-4191-474b-84c2-85516b36eeca | 2025-06-11T09:23:07 | cloud | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Alibaba by jenniferwilliams MITRE Technique: T1547.001 | {
"geo_location": "Congo",
"device_hash": "ba4b1d35cc1a5ec6bc9fbf930a0596c856c6cf5d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_8; rv:1.9.5.20) Gecko/7381-11-13 20:13:47 Firefox/3.6.3",
"session_id": "f68dcd0f-b9e2-4352-b067-450e0ed490dd",
"risk_score": 36.58,
"confidence": 0.05
} | jenniferwilliams | permission_escalation | null | null | null | MITRE Technique: T1547.001 | Cloud permission_escalation in Alibaba by jenniferwilliams MITRE Technique: T1547.001 | {
"baseline_deviation": 1.01,
"entropy": 3.17,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Alibaba | res-ef665ede | null | null | null | null | null | null | null | null | null | null |
da3b691c-16e4-42e7-bf24-64da3f7b81ff | 2025-05-12T04:23:30 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud shadow_it in GCP by travis07 No additional info | {
"geo_location": "Barbados",
"device_hash": "11deea65eeeef37fae83f9c2533f1518",
"user_agent": "Opera/9.62.(X11; Linux i686; wa-BE) Presto/2.9.175 Version/10.00",
"session_id": "9ce34bed-551b-464f-989f-8071a6a37cc4",
"risk_score": 58.46,
"confidence": 0.4
} | travis07 | shadow_it | null | null | null | No additional info | Cloud shadow_it in GCP by travis07 No additional info | null | null | null | null | null | null | null | null | null | GCP | res-7935e0a7 | null | null | null | null | null | null | null | null | null | null |
979bb0c3-6e26-430f-ad4f-96c8996be4f3 | 2025-05-16T08:14:56 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Thermostat physical_tamper No additional info noise=188F274E | {
"geo_location": "Brunei Darussalam",
"device_hash": "92987b4ea1df0ac03ebcb5c0ab3880d9",
"user_agent": "Mozilla/5.0 (Android 2.3.7; Mobile; rv:55.0) Gecko/55.0 Firefox/55.0",
"session_id": "5edabf5c-69da-410f-a7a9-241a28945679",
"risk_score": 63,
"confidence": 0.82
} | null | physical_tamper | null | null | null | No additional info | IoT device Thermostat physical_tamper No additional info | null | Thermostat | iot-b7b5bf4c | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1e6b84c2-7995-4ce8-b1ca-7a93c246e0b6 | 2025-01-25T15:01:12 | endpoint | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /star/reduce.flac by jeremy82 No additional info | {
"geo_location": "Guatemala",
"device_hash": "b0eb0437e05025de2c60ec35464ad3aa1acd2f58",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_8 rv:5.0; ml-IN) AppleWebKit/531.36.4 (KHTML, like Gecko) Version/4.0 Safari/531.36.4",
"session_id": "68c5860e-8b92-4bb9-9fa2-dd2e1b9c0bfe",
"risk_score": 55.2... | jeremy82 | scheduled_task | /star/reduce.flac | 8,758 | powershell.exe | No additional info | Endpoint scheduled_task /star/reduce.flac by jeremy82 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9a2ab1bb-4604-47a5-9042-bf3a7ea4ed49 | 2025-03-09T22:38:06 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism /least/cold.webm by williamallen No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "2b327e980c4d83c4227540736666c20ae0a1b1e1",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/20.0.859.0 Safari/533.2",
"session_id": "ef4a2cf8-37b1-4676-8b8d-ae9eea23fdb9",
"risk_score": 57.8,
"confi... | williamallen | persistence_mechanism | /least/cold.webm | 3,846 | cmd.exe | No additional info | Endpoint persistence_mechanism /least/cold.webm by williamallen No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0299d34d-1258-4742-acfe-9a7eac2844da | 2025-05-19T13:40:51 | ai | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by cynthia27 MITRE Technique: T1059.005 | {
"geo_location": "Tanzania",
"device_hash": "a0cf9f49ee8101b2b369b8aea49617d2",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/12.7w1330.0 Mobile/01U824 Safari/535.0",
"session_id": "325e4130-2ab9-4c96-850b-ba22ff5f91cb",
"risk_score": 27.86,
... | cynthia27 | model_inversion | null | null | null | MITRE Technique: T1059.005 | AI system model_inversion by cynthia27 MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | model-fd60f33d | 6d8546755d8e06af4ac24cc797b90b07 | fc066a098068ab8bac0c498bcf4f0e41 | null | null | null | null | null | null | null |
e0afdbb3-85b1-4c12-ab06-856b3c3d078b | 2025-03-03T00:40:43 | endpoint | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load apply by bergersherry MITRE Technique: T1543.003 | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "5fdaa7e2a741e2140d30ec5cb4dd6b983c02b620",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/43.0.847.0 Safari/536.0",
"session_id": "878c76b0-a6b1-40cc-8468-975dc023456b",
"risk_score": 74.73,
"confidence"... | bergersherry | driver_load | apply | 9,067 | powershell.exe | MITRE Technique: T1543.003 | Endpoint driver_load apply by bergersherry MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
78ec2031-a2e0-411e-bf50-05ec8afe18d6 | 2025-02-11T23:05:10 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat command_injection No additional info noise=03614AF7 | {
"geo_location": "Burundi",
"device_hash": "b1d995a5bea76348a1fbe7a89fc4dc54",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_5 rv:3.0; ro-RO) AppleWebKit/534.50.5 (KHTML, like Gecko) Version/4.0.3 Safari/534.50.5",
"session_id": "b3cf068e-ffea-41d9-b111-5dc16d320066",
"risk_score": 50.31,
"confi... | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-6982b1b9 | 10.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e7843662-1a40-45b7-a7b2-2e5abee1685c | 2025-03-21T14:00:13 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by lawsonjamie No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "db6ade7708ef18ca50207504ef6a361addeea9eb",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/27.0.805.0 Safari/532.1",
"session_id": "4250d8fe-15c2-414a-9670-e088e23cfbde",
"risk_score": 20.32,
"confidence": 0.03
} | lawsonjamie | model_access | null | null | null | No additional info | AI system model_access by lawsonjamie No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8e2884c2 | 9050ff2a0b721595c527edabddf13478 | ceacfdc933ab73cea4b96c80382dbec0 | null | null | null | null | null | null | null |
761737a7-4f4d-4b73-8be7-be72d9c0e388 | 2025-02-05T23:09:09 | ids_alert | Snort v2.9.20 | emergency | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|emergency| desc=Snort Alert: Credential Stuffing detected from 51.231.119.199 targeting 223.241.145.102 No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "bad6548b5fb39a36f350fcc029fc5d7a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_7 rv:3.0; uz-UZ) AppleWebKit/531.41.5 (KHTML, like Gecko) Version/5.0.3 Safari/531.41.5",
"session_id": "2e704a9b-fddb-4f63-aca8-a92d7307344d",
"risk_... | null | null | null | null | null | No additional info | Snort Alert: Credential Stuffing detected from 51.231.119.199 targeting 223.241.145.102 No additional info | null | null | null | null | 51.231.119.199 | 223.241.145.102 | Credential Stuffing | SIG-6900 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
ab99ec30-c69e-4865-aa1c-a418b3e75e11 | 2025-05-05T03:07:00 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall drop SSH traffic from 135.56.210.103:605 to 26.255.207.172:393 No additional info | {
"geo_location": "Burundi",
"device_hash": "31481868e54bddee787400c2a8e53cba244d32ccba077aef54e8b57dce19f442",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_9; rv:1.9.4.20) Gecko/3141-03-03 03:01:53 Firefox/4.0",
"session_id": "98f414e2-39a5-47a8-b0f1-a2aabda50ec6",
"risk_score": 58.21,
"confi... | null | drop | null | null | null | No additional info | Firewall drop SSH traffic from 135.56.210.103:605 to 26.255.207.172:393 No additional info | null | null | null | null | 135.56.210.103 | 26.255.207.172 | null | null | null | null | null | null | null | null | 605 | 393 | SSH | 577,752 | 2,524 | null | null |
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