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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
62502c5f-a1b4-4656-858c-92eeb57356a1 | 2025-05-24T23:29:10 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in GCP by brandtbrandon No additional info | {
"geo_location": "Argentina",
"device_hash": "9f597d4e0df8d75b1f3d44de7c590431ece1c113",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_2_1 like Mac OS X) AppleWebKit/532.1 (KHTML, like Gecko) CriOS/42.0.874.0 Mobile/30D057 Safari/532.1",
"session_id": "5cc19587-71fe-492b-acef-773c859d15af",
"risk_score": 5... | brandtbrandon | config_change | null | null | null | No additional info | Cloud config_change in GCP by brandtbrandon No additional info | null | null | null | null | null | null | null | null | null | GCP | res-31ef5a71 | null | null | null | null | null | null | null | null | null | null |
3a0e9e20-59ab-4209-9497-6dd687904a6b | 2025-03-06T15:55:56 | firewall | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|critical| desc=Firewall log-only SSH traffic from 222.56.206.162:876 to 77.153.133.8:826 Associated Threat Actor: Equation Group | {
"geo_location": "Netherlands Antilles",
"device_hash": "3384185e5307563e88bf4a962faddb802e54ffb2",
"user_agent": "Opera/9.42.(X11; Linux i686; raj-IN) Presto/2.9.166 Version/11.00",
"session_id": "50b97a16-4793-44b3-a0c5-048e8f511114",
"risk_score": 51.21,
"confidence": 0.48
} | null | log-only | null | null | null | Associated Threat Actor: Equation Group | Firewall log-only SSH traffic from 222.56.206.162:876 to 77.153.133.8:826 Associated Threat Actor: Equation Group | null | null | null | null | 222.56.206.162 | 77.153.133.8 | null | null | null | null | null | null | null | null | 876 | 826 | SSH | 709,776 | 3,430 | null | null |
f0fe2b78-6059-4d53-87c3-eb4098017ddc | 2025-04-14T01:26:36 | network | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 146.77.140.77 to 166.220.208.63 No additional info | {
"geo_location": "Eritrea",
"device_hash": "b4a195a558ce971ff0e1853f45008840",
"user_agent": "Opera/9.33.(X11; Linux i686; ti-ER) Presto/2.9.163 Version/12.00",
"session_id": "0308a4fb-3775-48bf-bea7-45e2f561b74f",
"risk_score": 30.11,
"confidence": 0.89
} | null | latency_spike | null | null | null | No additional info | Network latency_spike from 146.77.140.77 to 166.220.208.63 No additional info | null | null | null | null | 146.77.140.77 | 166.220.208.63 | null | null | null | null | null | null | null | null | null | null | HTTP | 105,904 | null | null | null |
2beec481-9db3-46d7-9098-a1e973bdf177 | 2021-02-15T11:13:34 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth locked for michael02 via OAuth from 162.18.165.103 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Iran",
"device_hash": "e34005ef1cace1e06f969a4541a9c1dac31702b6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/531.20.2 (KHTML, like Gecko) Version/4.0.1 Safari/531.20.2",
"session_id": "319f4a36-d7ed-4ae8-83f3-d8d8b77130d0",
"risk_score": 11.36,
"confidence": 0.5
} | michael02 | locked | null | null | null | Unconventional IOC: Thermal sensor anomalies | Auth locked for michael02 via OAuth from 162.18.165.103 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 162.18.165.103 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 29:1d:93:54:2a:c8 |
41629bfc-b273-4df8-bddf-9c1d59c75862 | 2025-02-28T05:27:57 | ai | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by bishopsusan No additional info | {
"geo_location": "Maldives",
"device_hash": "67df3aaf32c7654d3b2b1957e6e17028e6a9ae34c1d11fd041be8f784a1d5262",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/20.0.868.0 Safari/533.2",
"session_id": "e5eba113-1ceb-4679-a52e-79feb47a35b9",
"risk_score": 51.77,
"con... | bishopsusan | adversarial_input | null | null | null | No additional info | AI system adversarial_input by bishopsusan No additional info | null | null | null | null | null | null | null | null | null | null | null | model-188ed4d0 | 5d020b316d6953b5cfd64a72c8c9209ab52e673c | b4f85edb54905a34c5b420287cd10203b15b5d81 | null | null | null | null | null | null | null |
d052483e-4f11-4a35-b913-7d5e2f28897e | 2025-05-25T17:02:41 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for kathrynjames via password from 171.218.13.89 Possible golden ticket usage | {
"geo_location": "Syrian Arab Republic",
"device_hash": "8bf99f4b8af774dcf9ced51c90d235a228cd4df5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; mni-IN) AppleWebKit/534.12.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6534.12.4",
"session_id": "e0687e5d-eb0a-4e8e-8871-509922b... | kathrynjames | challenge | null | null | null | Possible golden ticket usage | Auth challenge for kathrynjames via password from 171.218.13.89 Possible golden ticket usage | null | null | null | null | 171.218.13.89 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 02:bf:4f:6b:5d:1d |
1e27e686-f828-42fc-9013-2f3675b2db6c | 2025-01-20T01:36:41 | endpoint | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load interview by bakersusan No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "f6a43267eb068d93b1e5813273d956f220600e4d",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_9 rv:2.0; ln-CD) AppleWebKit/533.42.3 (KHTML, like Gecko) Version/5.0.3 Safari/533.42.3",
"session_id": "b9a60be5-ec58-493c-91fe-a211fa76ee35",
"risk... | bakersusan | driver_load | interview | 6,990 | cmd.exe | No additional info | Endpoint driver_load interview by bakersusan No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5bdd6110-4749-4bb7-99a8-6efb11e3d5ed | 2025-05-09T18:35:42 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_start /simple/table.js by danielsdavid No additional info | {
"geo_location": "Oman",
"device_hash": "71787b2fecc46fc30a425a1d4198fcf752fbe249",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/3.1)",
"session_id": "c1529269-f8a3-4d59-8714-1af7d44660e0",
"risk_score": 33.03,
"confidence": 0.35
} | danielsdavid | process_start | /simple/table.js | 1,738 | cmd.exe | No additional info | Endpoint process_start /simple/table.js by danielsdavid No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
306f2ae0-e614-455a-9b9c-6385e2de10df | 2025-04-18T06:29:24 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 168.149.178.105 to 136.78.120.5 MITRE Technique: T1190 | Associated Threat Actor: Wizard Spider | {
"geo_location": "Lebanon",
"device_hash": "1adaba7970521f62d7e66bb105ffe029b5fa0c66",
"user_agent": "Mozilla/5.0 (Android 14; Mobile; rv:48.0) Gecko/48.0 Firefox/48.0",
"session_id": "d6e54313-77a8-474d-8567-70c083b4f607",
"risk_score": 36.63,
"confidence": 0.41
} | null | protocol_anomaly | null | null | null | MITRE Technique: T1190 | Associated Threat Actor: Wizard Spider | Network protocol_anomaly from 168.149.178.105 to 136.78.120.5 MITRE Technique: T1190 | Associated Threat Actor: Wizard Spider | {
"baseline_deviation": 2.4,
"entropy": 6.35,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 168.149.178.105 | 136.78.120.5 | null | null | null | null | null | null | null | null | null | null | UDP | 874,046 | null | null | null |
134debf5-330b-4ed8-9ff0-029caa2c0eb7 | 2025-02-10T03:16:28 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load exist by ddavis MITRE Technique: T1059.001 | {
"geo_location": "Croatia",
"device_hash": "123acf97bb8616a9d112f411c5c9624e4658cc75",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.46.4 (KHTML, like Gecko) Version/5.1 Safari/533.46.4",
"session_id": "3b4d00f5-d815-4bd4-bad2-49ff7015a8be",
"risk_score": 54.91,
"confidence": 0.1
} | ddavis | driver_load | exist | 3,619 | svchost.exe | MITRE Technique: T1059.001 | Endpoint driver_load exist by ddavis MITRE Technique: T1059.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
516adfab-f383-4a7b-9471-675bf6223ce5 | 2025-05-22T18:59:53 | auth | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for wilsonkelly via MFA from 14.105.17.83 No additional info | {
"geo_location": "Reunion",
"device_hash": "8ddc8036fcaaadf6b887b77393deae8b283f7f40951148ec36179e9f16175c99",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.0)",
"session_id": "708052cf-74ff-4935-9876-e45ec9237e37",
"risk_score": 40.56,
"confidence": 0.35
} | wilsonkelly | timeout | null | null | null | No additional info | Auth timeout for wilsonkelly via MFA from 14.105.17.83 No additional info | null | null | null | null | 14.105.17.83 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 2d:f7:a4:a4:f0:52 |
15fc98a8-45ef-41c6-93d5-ce01883c556e | 2025-06-28T16:53:25 | endpoint | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|low| desc=Endpoint persistence_mechanism /how/possible.wav by jenniferkennedy MITRE Technique: T1071.001 | {
"geo_location": "North Korea",
"device_hash": "e9ea0abb18d05ff4bad5d0187201e4b3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.1)",
"session_id": "b353f83d-f382-4735-9f6b-737b8901bc47",
"risk_score": 31.86,
"confidence": 0.01
} | jenniferkennedy | persistence_mechanism | /how/possible.wav | 6,095 | svchost.exe | MITRE Technique: T1071.001 | Endpoint persistence_mechanism /how/possible.wav by jenniferkennedy MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
40c01695-1af7-4915-a771-8ba593907441 | 2025-03-17T10:39:44 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in OCI by mlewis MITRE Technique: T1071.001 noise=wp-content/search/wp-content | {
"geo_location": "Brazil",
"device_hash": "3820d4b843eb3b37f3952579e18ce839",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/533.14.6 (KHTML, like Gecko) Version/4.0.3 Safari/533.14.6",
"session_id": "a327fffe-485f-4a1a-b368-1561921c6e90",
"risk_score": 49.41,
"confidence": 0.37
} | mlewis | lambda_execution | null | null | null | MITRE Technique: T1071.001 | Cloud lambda_execution in OCI by mlewis MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | OCI | res-7c823924 | null | null | null | null | null | null | null | null | null | null |
05a5b58b-8060-41a8-b647-b4a1a6f9b009 | 2025-02-27T21:48:51 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth timeout for gshepherd via MFA from 219.22.120.213 No additional info | {
"geo_location": "Mali",
"device_hash": "260c4ebdb4358e157ca67da7ff88d5ce49478ed66de75eeb19d5d736751167ba",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.34.6 (KHTML, like Gecko) Version/5.0.5 Safari/535.34.6",
"session_id": "e6b6895e-a76c-479f-a842-1ed04a47240e",
"risk_score": 31.95,
... | gshepherd | timeout | null | null | null | No additional info | Auth timeout for gshepherd via MFA from 219.22.120.213 No additional info | null | null | null | null | 219.22.120.213 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | af:38:4a:79:d5:56 |
4ec3e251-d08a-442f-a42d-a7a83098cfbe | 2025-04-26T12:35:46 | firewall | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect HTTP traffic from 10.41.249.22:585 to 10.239.177.235:330 MITRE Technique: T1574.002 | {
"geo_location": "Niger",
"device_hash": "085b0431d12e4c4627d33193a3d56c4aa2c876a47ff88f2dcdfd3c1d4e43bca7",
"user_agent": "Opera/9.38.(Windows NT 11.0; an-ES) Presto/2.9.166 Version/12.00",
"session_id": "163436c6-d04b-4430-b7d0-862a955eedff",
"risk_score": 44.05,
"confidence": 0.62
} | null | inspect | null | null | null | MITRE Technique: T1574.002 | Firewall inspect HTTP traffic from 10.41.249.22:585 to 10.239.177.235:330 MITRE Technique: T1574.002 | null | null | null | null | 10.41.249.22 | 10.239.177.235 | null | null | null | null | null | null | null | null | 585 | 330 | HTTP | 163,593 | 1,354 | null | null |
23834df6-cc9a-486d-b862-34ed908b6376 | 2025-06-10T16:12:20 | ai | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by webbdustin No additional info noise=posts | {
"geo_location": "Croatia",
"device_hash": "937eeb8c83669755d3107c583481b3b5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.2; Trident/4.1)",
"session_id": "7f4bf09c-dca1-4e36-bea3-59fc54b65bab",
"risk_score": 52.65,
"confidence": 0.4
} | webbdustin | fine_tuning | null | null | null | No additional info | AI system fine_tuning by webbdustin No additional info | null | null | null | null | null | null | null | null | null | null | null | model-8ffffb68 | 2b26eb45da736b93727f3436301c489e | 9ec80132f4b2a23c23c0f70fc36c83ed1863b1e2 | null | null | null | null | null | null | null |
fb75260d-cec6-4f4d-b388-5149a9e1272e | 2025-06-24T05:27:47 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in GCP by loriharrington No additional info | {
"geo_location": "Monaco",
"device_hash": "24086b09c078bb350aa7104e5108ecae71b4778dd1563b17e8ecd87ca75e973f",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_3_5 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/59.0.839.0 Mobile/06U202 Safari/534.2",
"session_id": "025006e3-02f9-450f-82fd-9defbd9cf60... | loriharrington | api_abuse | null | null | null | No additional info | Cloud api_abuse in GCP by loriharrington No additional info | null | null | null | null | null | null | null | null | null | GCP | res-b2f39e31 | null | null | null | null | null | null | null | null | null | null |
30d64eb8-fb01-403c-ba20-37ddd90b0935 | 2025-05-28T01:50:51 | cloud | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in GCP by psmith No additional info | {
"geo_location": "Paraguay",
"device_hash": "95038cfa4d09015b2be4dcef6b10c767",
"user_agent": "Opera/9.32.(Windows NT 4.0; tk-TM) Presto/2.9.183 Version/12.00",
"session_id": "c37b6f09-f392-4ca2-91df-b38f01b6c2bb",
"risk_score": 25.57,
"confidence": 0.16
} | psmith | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in GCP by psmith No additional info | {
"baseline_deviation": 2.3,
"entropy": 6.65,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | GCP | res-4e0bf76d | null | null | null | null | null | null | null | null | null | null |
34facf10-8768-4f97-bba0-1d99a17bd56c | 2025-04-26T19:11:28 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by ashleycortez No additional info noise=06C3634C | {
"geo_location": "China",
"device_hash": "ad377694fcd75aeef58b62ea74d9a388",
"user_agent": "Opera/8.90.(X11; Linux x86_64; lzh-TW) Presto/2.9.172 Version/11.00",
"session_id": "d7358c41-5884-4c8a-b0da-66a12734424e",
"risk_score": 67.37,
"confidence": 0.74
} | ashleycortez | fine_tuning | null | null | null | No additional info | AI system fine_tuning by ashleycortez No additional info | null | null | null | null | null | null | null | null | null | null | null | model-c5228396 | ff53faca653d837313b7ff64d0556743adab1956 | 916b876765166a957bb6ecdfd3a91e8a | null | null | null | null | null | null | null |
226abf01-c449-4742-aeaa-55e5ddb7cc4c | 2025-05-18T05:06:28 | iot | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Guam",
"device_hash": "b139628c2be02ae1a7fc2c1af63ed0c4",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/56.0.876.0 Safari/534.0",
"session_id": "29b981ea-8d12-470e-8895-a65e5e5ad1dc",
"risk_score": 71.04,
"confidence": 0.93
} | null | physical_tamper | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | null | Medical | iot-72ea32e4 | 5.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9a1adfd0-479b-4c70-aa52-935a3cc5d525 | 2025-01-25T02:43:23 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth challenge for shannonwilliams via key from 10.10.69.187 No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "c6c88ba50ff9a1cb4aaf6910c5a3737e",
"user_agent": "Opera/8.50.(X11; Linux i686; ha-NG) Presto/2.9.167 Version/10.00",
"session_id": "76d91d5a-94d9-4d9a-991b-4ac49073c6ae",
"risk_score": 40.43,
"confidence": 0.4
} | shannonwilliams | challenge | null | null | null | No additional info | Auth challenge for shannonwilliams via key from 10.10.69.187 No additional info | null | null | null | null | 10.10.69.187 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 2e:37:ef:fc:0f:d6 |
18bba553-8d38-479f-8421-472cd674f18b | 2025-06-26T10:29:49 | ids_alert | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|high| desc=Darktrace Alert: Domain Fronting detected from 112.25.122.228 targeting N/A No additional info noise=categories | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "5f990a44ccfd6cd4b7a0b28f5ada8c8598ceafd2",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_1; rv:1.9.6.20) Gecko/2236-08-03 14:55:45 Firefox/14.0",
"session_id": "751753b6-96dc-4edd-8a37-8d15eafcf477",
"risk_score": 24.07,
"confidence"... | null | null | null | null | null | No additional info | Darktrace Alert: Domain Fronting detected from 112.25.122.228 targeting N/A No additional info | null | null | null | null | 112.25.122.228 | N/A | Domain Fronting | SIG-8300 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
8e5063c2-2e55-4e42-bd93-fe311f08b702 | 2025-07-03T06:05:32 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for leeemily via SAML from 38.129.192.139 MITRE Technique: T1134.001 | {
"geo_location": "Mexico",
"device_hash": "6de99100fdfb102755817c6323330ed8b23358ebd1e7491b068c94d06e021bd7",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/4.0)",
"session_id": "556a8cc8-361d-4c31-9ad4-907891f125cc",
"risk_score": 53.64,
"confidence": 0.37
} | leeemily | failed | null | null | null | MITRE Technique: T1134.001 | Auth failed for leeemily via SAML from 38.129.192.139 MITRE Technique: T1134.001 | null | null | null | null | 38.129.192.139 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | 51:96:b7:d5:84:b2 |
a764869a-0d9b-4ec0-9f3b-9b30ce161e25 | 2025-02-28T21:01:47 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system model_access by uharrison No additional info | {
"geo_location": "Hong Kong",
"device_hash": "601fbecf878c3cbb42c3ff0076d583220de2a3dc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 4.0; Trident/4.0)",
"session_id": "cbea671d-8871-4e6d-9e07-25bd7ef5b41f",
"risk_score": 21.74,
"confidence": 0.92
} | uharrison | model_access | null | null | null | No additional info | AI system model_access by uharrison No additional info | null | null | null | null | null | null | null | null | null | null | null | model-277c4918 | 75fb75a55473ec04d77c574ed885778e535054c25d9162faf146b83c0ef48249 | 3b1d77b954abdb6d2b9a40f10871cc27a5c17124afe93a86cd0a39938a3811db | null | null | null | null | null | null | null |
b238a1ab-010e-4a3b-a857-24330aaaa17c | 2025-06-16T19:06:22 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: Credential Stuffing detected from 179.142.160.181 targeting 188.109.231.146 No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "55cb21d076a8ec5924c6a2099a005ff98af9b809",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/532.9.7 (KHTML, like Gecko) Version/4.0.4 Safari/532.9.7",
"session_id": "87977dc3-d21f-4554-8e63-9a8088f46143",
"risk_score": 76.36,
"confidence": 0.19... | null | null | null | null | null | No additional info | LogRhythm Alert: Credential Stuffing detected from 179.142.160.181 targeting 188.109.231.146 No additional info | null | null | null | null | 179.142.160.181 | 188.109.231.146 | Credential Stuffing | SIG-7965 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
103ac091-f85d-4eda-95d8-f1e3b16175aa | 2025-05-08T09:38:15 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only DNS traffic from 16.211.0.201:765 to 219.209.160.165:431 No additional info | {
"geo_location": "South Africa",
"device_hash": "da16becca1c5936c50fdc7740826dbc1b6a078d886bab56c362a3cdeb33755c5",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.1)",
"session_id": "2123788f-daa7-41e5-9285-85dc0f40d34a",
"risk_score": 60.83,
"confidence": 0.74
} | null | log-only | null | null | null | No additional info | Firewall log-only DNS traffic from 16.211.0.201:765 to 219.209.160.165:431 No additional info | null | null | null | null | 16.211.0.201 | 219.209.160.165 | null | null | null | null | null | null | null | null | 765 | 431 | DNS | 118,432 | 2,943 | null | null |
98334d7b-9b6c-4277-8687-5b8885c5b54d | 2025-03-25T22:31:44 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC side_channel Associated Threat Actor: TA505 | {
"geo_location": "Cote d'Ivoire",
"device_hash": "f49767e554a5fcf5eff0b08ceea22a40",
"user_agent": "Opera/9.60.(X11; Linux x86_64; hi-IN) Presto/2.9.183 Version/10.00",
"session_id": "b522624c-2869-4b38-92f2-6f39b7e70f89",
"risk_score": 5.08,
"confidence": 0.38
} | null | side_channel | null | null | null | Associated Threat Actor: TA505 | IoT device HVAC side_channel Associated Threat Actor: TA505 | null | HVAC | iot-85cebd82 | 3.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
008d3d03-9f11-43dd-9787-92c1a12b59e9 | 2025-01-13T06:22:23 | firewall | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|high| desc=Firewall deny HTTP traffic from 10.3.11.74:45645 to 31.58.139.202:403 No additional info | {
"geo_location": "Djibouti",
"device_hash": "0909b0d814110bc1e7ec110f92a68f2a",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.42.4 (KHTML, like Gecko) Version/4.0 Safari/532.42.4",
"session_id": "0439d81f-4a4d-484a-8a20-786161f76a22",
"risk_score": 58.4,
"confidence": 0.78
} | null | deny | null | null | null | No additional info | Firewall deny HTTP traffic from 10.3.11.74:45645 to 31.58.139.202:403 No additional info | null | null | null | null | 10.3.11.74 | 31.58.139.202 | null | null | null | null | null | null | null | null | 45,645 | 403 | HTTP | 830,516 | 2,201 | null | null |
a0e13617-b535-4904-99ba-d9b4a6b3864a | 2025-06-10T13:18:44 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 73.9.246.108 to 85.64.224.47 No additional info | {
"geo_location": "Costa Rica",
"device_hash": "2a970934d977f9454b1d240d634cc830d41e5f7f",
"user_agent": "Opera/9.85.(X11; Linux i686; is-IS) Presto/2.9.187 Version/11.00",
"session_id": "906bea84-8750-4ca3-baae-51ff6c06d3db",
"risk_score": 39.91,
"confidence": 0.15
} | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 73.9.246.108 to 85.64.224.47 No additional info | null | null | null | null | 73.9.246.108 | 85.64.224.47 | null | null | null | null | null | null | null | null | null | null | ICMP | 534,365 | null | null | null |
2c703e2b-0bf1-47ce-8a90-cf633c3f0ce2 | 2025-03-22T02:41:48 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network connection from 92.177.83.39 to 220.69.236.72 No additional info noise=UmVhbGx5IFRWLg== | {
"geo_location": "Mongolia",
"device_hash": "0f89a3521fe50bcc19ac8a049c4fc606",
"user_agent": "Mozilla/5.0 (Linux; Android 1.5) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/29.0.884.0 Safari/533.0",
"session_id": "a877a30a-e04d-4e27-8ef5-8f2e93db4a83",
"risk_score": 42.78,
"confidence": 0.03
} | null | connection | null | null | null | No additional info | Network connection from 92.177.83.39 to 220.69.236.72 No additional info | null | null | null | null | 92.177.83.39 | 220.69.236.72 | null | null | null | null | null | null | null | null | null | null | ICMP | 57,829 | null | null | null |
569031a6-39fb-4848-b54e-2e326eee29a6 | 2025-02-16T01:59:04 | auth | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|low| desc=Auth timeout for tonimills via password from 182.30.225.218 No additional info | {
"geo_location": "Lesotho",
"device_hash": "9bc5fd8592913d10cfa16dc6e3190757c3988614",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3734-12-12 15:01:06 Firefox/13.0",
"session_id": "ea143eed-0476-4e65-bd6b-73f646603a7e",
"risk_score": 37.79,
"confidence": 0.5
} | tonimills | timeout | null | null | null | No additional info | Auth timeout for tonimills via password from 182.30.225.218 No additional info | null | null | null | null | 182.30.225.218 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 7a:ad:c5:00:2e:31 |
93f9c461-178a-4482-8bce-30256bc55b77 | 2025-02-08T05:24:05 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: Living-off-the-Land detected from 180.191.33.129 targeting 181.26.195.154 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "e63846dc2b19d29394c6b335de470798eb65cb2e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/535.45.7 (KHTML, like Gecko) Version/5.0.1 Safari/535.45.7",
"session_id": "d71fee2f-f600-4234-94ec-239694281006",
"risk_score": 69.01,
"confidence": 0.02
... | null | null | null | null | null | No additional info | Snort Alert: Living-off-the-Land detected from 180.191.33.129 targeting 181.26.195.154 No additional info | null | null | null | null | 180.191.33.129 | 181.26.195.154 | Living-off-the-Land | SIG-3910 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
8f4c76f0-98bb-41c7-b02c-c10b027b6e24 | 2025-07-05T16:48:56 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for nmurray via passwordless from 126.73.157.47 No additional info | {
"geo_location": "Wallis and Futuna",
"device_hash": "96307d59dd0db5ffd34a0bac97044038c3d6b7fb846c2d4f2d8dd5b77fc9d2c5",
"user_agent": "Opera/9.35.(X11; Linux x86_64; ss-ZA) Presto/2.9.160 Version/10.00",
"session_id": "d40e0987-6f2d-49b6-ba34-86bc22f99294",
"risk_score": 51.3,
"confidence": 0.74
} | nmurray | failed | null | null | null | No additional info | Auth failed for nmurray via passwordless from 126.73.157.47 No additional info | null | null | null | null | 126.73.157.47 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 55:5e:78:ab:7c:66 |
a8b22c0f-debc-41a1-b0cc-2ed9a322bb01 | 2025-02-10T11:05:04 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in Alibaba by matthewritter No additional info noise=UmVzcG9uZC4= | {
"geo_location": "Fiji",
"device_hash": "8b74fc94bbd4fb0e666da66cd79c6d62",
"user_agent": "Opera/9.98.(X11; Linux x86_64; yo-NG) Presto/2.9.179 Version/11.00",
"session_id": "b0a6f319-ee99-49b8-a666-b1d1cfc8ba90",
"risk_score": 59.73,
"confidence": 0.96
} | matthewritter | instance_creation | null | null | null | No additional info | Cloud instance_creation in Alibaba by matthewritter No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-924351d6 | null | null | null | null | null | null | null | null | null | null |
febf975d-92d3-4e41-83a4-e601121eb824 | 2025-02-21T19:52:47 | ai | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by ahoward MITRE Technique: T1110.003 | {
"geo_location": "Bhutan",
"device_hash": "ae14dde2d99e01a3de30a1b6f68457f3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/5.1)",
"session_id": "ca2409a5-fa62-44b7-ab95-d4f6ca3aca03",
"risk_score": 59.65,
"confidence": 0.59
} | ahoward | model_inversion | null | null | null | MITRE Technique: T1110.003 | AI system model_inversion by ahoward MITRE Technique: T1110.003 | {
"baseline_deviation": 0.91,
"entropy": 3.81,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-218dac14 | 2e35d4dd3a7ca69616ecf7fdd3c4e3068b812b906de1b4ec3753fa111c1b096d | 1db5e8334210a735c77c1b44c05bae30 | null | null | null | null | null | null | null |
835c4a7d-eb3f-4b8e-b018-f87814b697ce | 2025-05-18T20:49:13 | firewall | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|firewall|low| desc=Firewall quarantine DNS traffic from 92.169.175.109:45113 to 10.245.98.52:113 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Tanzania",
"device_hash": "01285aa275618f0c34d0ed6bed639278e175c19f",
"user_agent": "Opera/8.84.(Windows 98; Win 9x 4.90; ss-ZA) Presto/2.9.166 Version/12.00",
"session_id": "52193dd6-f883-46c1-85a3-22d90bb89349",
"risk_score": 21.25,
"confidence": 0.06
} | null | quarantine | null | null | null | Unconventional IOC: GPU memory artifacts | Firewall quarantine DNS traffic from 92.169.175.109:45113 to 10.245.98.52:113 Unconventional IOC: GPU memory artifacts | null | null | null | null | 92.169.175.109 | 10.245.98.52 | null | null | null | null | null | null | null | null | 45,113 | 113 | DNS | 411,623 | 2,621 | null | null |
54565575-d565-422d-9fc4-9b1bd43ca33b | 2025-05-24T07:56:46 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Sensor command_injection MITRE Technique: T1053.005 noise=draw|subject|wide | {
"geo_location": "Guinea",
"device_hash": "8497f510fc6a2055a823315d0df617f1f68e8bd5eb946b0b2c15c99435ced6bf",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.3) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/37.0.889.0 Safari/536.0",
"session_id": "89287601-7123-4665-bbce-d8ca1392f6ed",
"risk_score": 54.23,
"... | null | command_injection | null | null | null | MITRE Technique: T1053.005 | IoT device Sensor command_injection MITRE Technique: T1053.005 | {
"baseline_deviation": 0.92,
"entropy": 5.59,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-ab0968dd | 9.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
290803e3-a224-48c5-9923-3d21f22f1743 | 2025-02-08T16:44:51 | 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 valeriecummings via password from 134.52.51.57 No additional info | {
"geo_location": "Serbia",
"device_hash": "62a133b6e740510070ba8a0e49ee8c11",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 10_3_3 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/12.7w3622.0 Mobile/86Y644 Safari/536.2",
"session_id": "5ddccd9d-a80c-4591-a292-1dc96c6ea42a",
"risk_score": 71.08,... | valeriecummings | challenge | null | null | null | No additional info | Auth challenge for valeriecummings via password from 134.52.51.57 No additional info | null | null | null | null | 134.52.51.57 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | 89:5b:fb:4a:d8:eb |
0f8486cb-a140-43f1-a64f-7a4eda61bb58 | 2025-05-09T01:12:13 | firewall | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow NTP traffic from 10.118.129.255:939 to 129.7.184.118:639 MITRE Technique: T1204.002 noise=39C2857B | {
"geo_location": "Pakistan",
"device_hash": "68b83889cabf6947fcf0daecce525fb6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; cs-CZ) AppleWebKit/531.4.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6531.4.1",
"session_id": "8ee6b1dc-74c4-4d4b-9703-22fb0fc1ed5a",
"risk_score":... | null | allow | null | null | null | MITRE Technique: T1204.002 | Firewall allow NTP traffic from 10.118.129.255:939 to 129.7.184.118:639 MITRE Technique: T1204.002 | null | null | null | null | 10.118.129.255 | 129.7.184.118 | null | null | null | null | null | null | null | null | 939 | 639 | NTP | 206,604 | 3,174 | null | null |
37490dbb-2eaa-406d-b489-20091f1cdc14 | 2025-05-22T10:21:57 | ai | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|medium| desc=AI system prompt_injection by sara25 Training data poisoning attempt | {
"geo_location": "South Africa",
"device_hash": "373c9bf3e195fa35b581a62c75af4cc1cf9d510e09c70aeda84cdeed79a2d1bd",
"user_agent": "Mozilla/5.0 (Windows NT 5.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/18.0.849.0 Safari/533.0",
"session_id": "d1a2e315-a892-4f06-b7da-7c9efb912b66",
"risk_score": 57.63,
"... | sara25 | prompt_injection | null | null | null | Training data poisoning attempt | AI system prompt_injection by sara25 Training data poisoning attempt | null | null | null | null | null | null | null | null | null | null | null | model-ecd4e34d | 271db4f855f99ff4fa53844341bea5c5 | 54c89f55121acc1b5b84168351afbc3960e87720a0b04d0b84b69825507310f1 | null | null | null | null | null | null | null |
ecbbd2d1-95a1-4404-9573-919ded5f3cfb | 2025-03-06T09:13:20 | ai | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by crystal73 No additional info noise=explore | {
"geo_location": "Jordan",
"device_hash": "b8dd4f4028816ea2997461da27c80240cc8a0125",
"user_agent": "Mozilla/5.0 (Linux; Android 5.1) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/27.0.820.0 Safari/534.2",
"session_id": "10a54a9c-c833-4d2a-ac3e-70d53152bd0e",
"risk_score": 65.79,
"confidence": 0.73
} | crystal73 | adversarial_input | null | null | null | No additional info | AI system adversarial_input by crystal73 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-e12d23dc | 1f4b762619661f15a0fcb1be77b282c2038a55f8 | 65b30cba78f4b5f017c2c4a5d2d50f428a2d53c82c86ee37406157b761a4f463 | null | null | null | null | null | null | null |
9dd0b234-ba5c-4121-96b8-9e612bac8f0b | 2025-06-14T05:26:21 | ai | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ai|info| desc=AI system model_access by dawn04 No additional info | {
"geo_location": "Gambia",
"device_hash": "d6ba952d4032267b902a37d0ccfab28c9210f304",
"user_agent": "Opera/8.87.(Windows 98; Win 9x 4.90; nn-NO) Presto/2.9.176 Version/10.00",
"session_id": "ba14eaec-c28e-4de4-9dc4-a5c20804d7a0",
"risk_score": 27.69,
"confidence": 0.9
} | dawn04 | model_access | null | null | null | No additional info | AI system model_access by dawn04 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-f0b5e426 | 816cc7c6f44a2bd7b66eb1f4abb93050114abb543b9ea5a3cff56e642616dd2a | 46a56af238c150f8d885596bc62cd8c8 | null | null | null | null | null | null | null |
4fee3920-7455-45d3-bc64-aab7143c5629 | 2025-04-23T20:43:51 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC protocol_violation No additional info noise=attack|religious|miss | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "05b19362ba9268e1c04af572f37d744428258630d765a4d0ced512beec69001f",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.6.6 (KHTML, like Gecko) Version/5.0.5 Safari/535.6.6",
"session_id": "a08d1019-dcc5-4de8-8c87-39b89e93169b",
"ri... | null | protocol_violation | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | null | HVAC | iot-8c45031b | 6.8 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d8ac6bb-0aa5-4bac-830e-58ead175b9ae | 2025-01-24T23:27:44 | endpoint | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|high| desc=Endpoint persistence_mechanism /life/financial.pptx by michael30 Associated Threat Actor: Equation Group | {
"geo_location": "Spain",
"device_hash": "884c398b98239ecc69dfee3dcafca23cce48139b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_3; rv:1.9.3.20) Gecko/9110-06-24 11:58:29 Firefox/8.0",
"session_id": "f7a27484-c8f9-4612-9dc2-e2f4a5710cab",
"risk_score": 39.94,
"confidence": 0.46
} | michael30 | persistence_mechanism | /life/financial.pptx | 8,744 | explorer.exe | Associated Threat Actor: Equation Group | Endpoint persistence_mechanism /life/financial.pptx by michael30 Associated Threat Actor: Equation Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f7e7b1a0-ee62-41b0-a5d4-5abfe20d6106 | 2025-01-27T02:01:23 | ai | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by tapiathomas No additional info | {
"geo_location": "Tanzania",
"device_hash": "71245848c865c348f0b33a8bb87984a8d57666ef",
"user_agent": "Opera/8.93.(X11; Linux x86_64; ber-MA) Presto/2.9.188 Version/11.00",
"session_id": "6ff3c61d-076c-485a-938c-1705580ffb27",
"risk_score": 49.57,
"confidence": 0
} | tapiathomas | training_data_poisoning | null | null | null | No additional info | AI system training_data_poisoning by tapiathomas No additional info | null | null | null | null | null | null | null | null | null | null | null | model-4ca421f1 | eb4b9dd3d915a584a2e275ba4506230ef5e8d451ba8d307caa4b84d784ceb3f3 | f1151d1d565529a2ed4d4e847aa8a356e6766e91 | null | null | null | null | null | null | null |
1a66781a-5a6a-411e-8239-4ccb2def81c6 | 2025-03-09T09:28:24 | ids_alert | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|critical| desc=Elastic SIEM Alert: ICS Attack detected from 20.30.242.205 targeting N/A No additional info | {
"geo_location": "Taiwan",
"device_hash": "d6b17bca22d21e85db3b7112fd6fd5df4319271b",
"user_agent": "Mozilla/5.0 (Windows 95; shs-CA; rv:1.9.2.20) Gecko/9817-08-18 16:35:21 Firefox/8.0",
"session_id": "ec2ab5f3-6b92-45e1-a1ab-7097df5be2a4",
"risk_score": 38.72,
"confidence": 0.92
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: ICS Attack detected from 20.30.242.205 targeting N/A No additional info | null | null | null | null | 20.30.242.205 | N/A | ICS Attack | SIG-5996 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
eb55295d-bca2-4c86-b650-63872f93f8d8 | 2025-07-08T05:12:10 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud storage_access in AWS by masoneric MITRE Technique: T1566.001 | Associated Threat Actor: APT34 | {
"geo_location": "Malta",
"device_hash": "0dc1364899f39ec1397a475241aeaea58866efa5d4e1d9aae79bc9ee11dfd062",
"user_agent": "Opera/9.37.(Windows NT 5.1; kw-GB) Presto/2.9.167 Version/11.00",
"session_id": "f302514b-1326-4bc6-97ee-3044ed98b92c",
"risk_score": 68.56,
"confidence": 0.88
} | masoneric | storage_access | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: APT34 | Cloud storage_access in AWS by masoneric MITRE Technique: T1566.001 | Associated Threat Actor: APT34 | null | null | null | null | null | null | null | null | null | AWS | res-33509281 | null | null | null | null | null | null | null | null | null | null |
3d8aa9db-3cf5-4d21-969a-dec82e8407d9 | 2025-01-15T12:54:33 | endpoint | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec speak by flynnluis No additional info | {
"geo_location": "Sweden",
"device_hash": "5c356360ace03e6caef9fddae893e54d",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/60.0.867.0 Safari/532.0",
"session_id": "e756b9b2-b8df-443a-98ec-b5885feabc58",
"risk_score": 94.71,
"confidence": 0.72
} | flynnluis | powershell_exec | speak | 8,786 | svchost.exe | No additional info | Endpoint powershell_exec speak by flynnluis No additional info | {
"baseline_deviation": 2.41,
"entropy": 4.8,
"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 |
f2339c26-3cc0-43dd-b8d7-55bd7fd72ad2 | 2025-01-18T05:44:16 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall drop SMB traffic from 27.19.102.37:52 to 142.178.1.68:956 No additional info noise=one|sometimes|paper | {
"geo_location": "Cape Verde",
"device_hash": "e7df5301b9cb036dff94b2b372ad95e48021899819d5948447e1e04728e6152a",
"user_agent": "Opera/9.62.(Windows CE; bhb-IN) Presto/2.9.190 Version/11.00",
"session_id": "0432dc0f-5c26-4e7d-bad8-a1bed1eb73f4",
"risk_score": 31.86,
"confidence": 0.49
} | null | drop | null | null | null | No additional info | Firewall drop SMB traffic from 27.19.102.37:52 to 142.178.1.68:956 No additional info | null | null | null | null | 27.19.102.37 | 142.178.1.68 | null | null | null | null | null | null | null | null | 52 | 956 | SMB | 161,654 | 3,358 | null | null |
cf32c411-9b67-4f1e-bba7-fa99011a8fba | 2025-04-21T18:54:02 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny NTP traffic from 3.14.192.44:54613 to 47.97.43.103:404 No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "fbd46cfd8b412d05973088c581c98c74942be725",
"user_agent": "Mozilla/5.0 (Android 5.1.1; Mobile; rv:38.0) Gecko/38.0 Firefox/38.0",
"session_id": "dfc7ee3e-f375-44bc-b2df-cbd46e9ac6d2",
"risk_score": 50.85,
"confidence": 0.8
} | null | deny | null | null | null | No additional info | Firewall deny NTP traffic from 3.14.192.44:54613 to 47.97.43.103:404 No additional info | null | null | null | null | 3.14.192.44 | 47.97.43.103 | null | null | null | null | null | null | null | null | 54,613 | 404 | NTP | 221,664 | 2,626 | null | null |
dfc74b91-b7a2-4ef9-a5c4-2b6bd4e1e906 | 2025-07-01T11:40:31 | network | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|critical| desc=Network covert_channel from 61.122.75.93 to 40.132.191.80 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Bahamas",
"device_hash": "2e022642fb4375964098c571119a404056c52112",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; zu-ZA) AppleWebKit/533.9.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6533.9.1",
"session_id": "1dfa3729-986e-4c87-abb5-4c0bc002e74f",
"risk_... | null | covert_channel | null | null | null | Unconventional IOC: Bios timestamp anomalies | Network covert_channel from 61.122.75.93 to 40.132.191.80 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | 61.122.75.93 | 40.132.191.80 | null | null | null | null | null | null | null | null | null | null | TCP | 570,816 | null | null | null |
47e9ab1b-020c-4e72-8bbd-8ed6725c547a | 2027-10-02T11:08:01 | ids_alert | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|medium| desc=Zeek Alert: Cloud API Abuse detected from 28.95.252.251 targeting N/A MITRE Technique: T1059.001 | {
"geo_location": "Nauru",
"device_hash": "ec48b33d091bf46a4b6683b81569c13f8a05c54d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.1; Trident/4.0)",
"session_id": "292fb346-169b-4869-93fa-1c6e51ab4446",
"risk_score": 48.27,
"confidence": 0.57
} | null | null | null | null | null | MITRE Technique: T1059.001 | Zeek Alert: Cloud API Abuse detected from 28.95.252.251 targeting N/A MITRE Technique: T1059.001 | null | null | null | null | 28.95.252.251 | N/A | Cloud API Abuse | SIG-5190 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
826699fa-46d3-4792-bd53-fe846fa5ee7d | 2025-01-24T00:26:19 | cloud | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in AWS by rjimenez No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "3ac7a22eb11d522b1414ef593fe1625b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows CE; Trident/4.0)",
"session_id": "43bf0d48-1d15-48a3-baa6-8c1fcf8a9812",
"risk_score": 15.76,
"confidence": 0.66
} | rjimenez | instance_creation | null | null | null | No additional info | Cloud instance_creation in AWS by rjimenez No additional info | null | null | null | null | null | null | null | null | null | AWS | res-64c571ad | null | null | null | null | null | null | null | null | null | null |
f2442b16-9ad7-46c9-a654-7bc0e4a80064 | 2025-02-05T19:56:30 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall allow RDP traffic from 175.43.21.145:1004 to 91.11.156.88:597 Associated Threat Actor: BlueNoroff noise=VW5pdC4= | {
"geo_location": "Iran",
"device_hash": "fa1c12de6bd799fbdbdd7adaa9cf5d18",
"user_agent": "Opera/8.30.(Windows 98; nan-TW) Presto/2.9.161 Version/12.00",
"session_id": "07b39b56-9880-4acc-8cba-8c957f4175ce",
"risk_score": 34.9,
"confidence": 0.63
} | null | allow | null | null | null | Associated Threat Actor: BlueNoroff | Firewall allow RDP traffic from 175.43.21.145:1004 to 91.11.156.88:597 Associated Threat Actor: BlueNoroff | null | null | null | null | 175.43.21.145 | 91.11.156.88 | null | null | null | null | null | null | null | null | 1,004 | 597 | RDP | 588,205 | 1,618 | null | null |
493fec88-fe6d-4f16-96cb-2a17ab602ca0 | 2025-02-12T13:28:18 | ai | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by tkim No additional info | {
"geo_location": "Guatemala",
"device_hash": "9bf3f65558f3e430f994621a421ada08015de76ad2bff0d108b4753a8d86ccf1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/534.30.1 (KHTML, like Gecko) Version/5.0.1 Safari/534.30.1",
"session_id": "8ad8b185-da6f-417d-95ee-1ab0699cbe1f",
"risk_score":... | tkim | api_abuse | null | null | null | No additional info | AI system api_abuse by tkim No additional info | {
"baseline_deviation": 2.34,
"entropy": 6.95,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | model-b712f146 | dcc38ec490d35cf23884adea97c78446 | 58b44614ff33c23199b7aa8dd1f6c588 | null | null | null | null | null | null | null |
92031b91-e5bb-456d-8ada-0bbed7333042 | 2025-01-16T12:43:38 | network | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|medium| desc=Network protocol_anomaly from 178.223.217.71 to 207.57.183.66 No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "f73fdbb51c2c20105dd3c9570f6ee4ff",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/53.0.899.0 Safari/535.1",
"session_id": "74ef34f4-f9ac-429f-b1b9-69dc0a8c8e0c",
"risk_score": 56.07,
"confidence": 0.22
} | null | protocol_anomaly | null | null | null | No additional info | Network protocol_anomaly from 178.223.217.71 to 207.57.183.66 No additional info | null | null | null | null | 178.223.217.71 | 207.57.183.66 | null | null | null | null | null | null | null | null | null | null | UDP | 202,096 | null | null | null |
162fd4f7-577f-45bc-bb15-05bf9713df1b | 2025-06-16T18:14:27 | network | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|low| desc=Network protocol_anomaly from 116.119.223.197 to 86.244.191.191 MITRE Technique: T1190 | {
"geo_location": "Russia",
"device_hash": "454a5361c1f242f28c2c0c565f0ab5f53beec624ee8ed2dc8cb667c89c8bae34",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.4) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/37.0.841.0 Safari/535.2",
"session_id": "842201ca-90c3-43f2-8a91-cfb6378be193",
"risk_score": 82.86,
"... | null | protocol_anomaly | null | null | null | MITRE Technique: T1190 | Network protocol_anomaly from 116.119.223.197 to 86.244.191.191 MITRE Technique: T1190 | null | null | null | null | 116.119.223.197 | 86.244.191.191 | null | null | null | null | null | null | null | null | null | null | ICMP | 672,623 | null | null | null |
d5dfa4a8-5535-4cf7-9bc7-4d528b35b5cd | 2025-03-07T04:37:51 | ids_alert | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|critical| desc=Wazuh Alert: DDoS detected from 151.136.130.23 targeting N/A No additional info | {
"geo_location": "Honduras",
"device_hash": "74ef695fd2037b780358a0d05ac731b0",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; ku-TR; rv:1.9.2.20) Gecko/9271-06-15 12:15:14 Firefox/3.8",
"session_id": "0fcfc4a3-ba58-42f1-b7e9-859aa279b858",
"risk_score": 61.94,
"confidence": 0.87
} | null | null | null | null | null | No additional info | Wazuh Alert: DDoS detected from 151.136.130.23 targeting N/A No additional info | null | null | null | null | 151.136.130.23 | N/A | DDoS | SIG-4310 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
b209ed2d-b56e-46c5-9fa6-00b393385bfc | 2025-06-14T23:15:53 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network protocol_anomaly from 67.100.255.229 to 40.192.216.186 MITRE Technique: T1204.002 | {
"geo_location": "Mauritius",
"device_hash": "eac473d775ff908b10c5a9679f846956",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/42.0.849.0 Mobile/30U218 Safari/533.2",
"session_id": "46d11a05-0569-418e-bc54-978cf73bd3f3",
"risk_score": 72.34,... | null | protocol_anomaly | null | null | null | MITRE Technique: T1204.002 | Network protocol_anomaly from 67.100.255.229 to 40.192.216.186 MITRE Technique: T1204.002 | null | null | null | null | 67.100.255.229 | 40.192.216.186 | null | null | null | null | null | null | null | null | null | null | HTTPS | 104,404 | null | null | null |
e4bc9556-ec97-4c7a-a37a-879eeccc576b | 2025-03-14T22:01:25 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 131.170.156.160 to 154.97.90.137 No additional info | {
"geo_location": "Korea",
"device_hash": "fed1645b47b708cf86c9777c9875a321f2527466",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_3 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) CriOS/30.0.814.0 Mobile/14H918 Safari/536.2",
"session_id": "0c672002-9d0b-4850-ae71-33442509724e",
"risk_score": 39... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 131.170.156.160 to 154.97.90.137 No additional info | null | null | null | null | 131.170.156.160 | 154.97.90.137 | null | null | null | null | null | null | null | null | null | null | UDP | 997,567 | null | null | null |
e80f030c-31e1-4f26-a2de-2335860e700d | 2025-05-03T05:59:09 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in Alibaba by matthewdavis No additional info noise=behavior|each|boy | {
"geo_location": "Macao",
"device_hash": "adfa2e4a3949112fc15aaf9067d3e1a1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/533.5.3 (KHTML, like Gecko) Version/5.0.5 Safari/533.5.3",
"session_id": "a4f828cd-19a4-4634-8e35-d09ac8337ded",
"risk_score": 52.79,
"confidence": 1
} | matthewdavis | crypto_mining | null | null | null | No additional info | Cloud crypto_mining in Alibaba by matthewdavis No additional info | null | null | null | null | null | null | null | null | null | Alibaba | res-07395e3b | null | null | null | null | null | null | null | null | null | null |
24a8b1fb-c816-4921-80a7-f5bb493320f2 | 2025-06-06T18:40:46 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in AWS by davismichael MITRE Technique: T1574.002 | {
"geo_location": "China",
"device_hash": "7d2af1eac9d87e3139855495ffec7da0",
"user_agent": "Opera/9.92.(X11; Linux i686; or-IN) Presto/2.9.185 Version/11.00",
"session_id": "af07c322-2064-45a1-8f2a-355ae96b932e",
"risk_score": 65.57,
"confidence": 0.29
} | davismichael | permission_escalation | null | null | null | MITRE Technique: T1574.002 | Cloud permission_escalation in AWS by davismichael MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | AWS | res-670d6b74 | null | null | null | null | null | null | null | null | null | null |
250eea59-b1e0-41fa-ad5d-9e4bf988454b | 2025-03-31T09:17:36 | network | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|critical| desc=Network connection from 1.11.76.120 to 15.23.225.150 No additional info noise=category/main/posts | {
"geo_location": "Hong Kong",
"device_hash": "8acf524bb1113b2a06eb4aea9fc0413b4f7103856b8aa26cf6da45c727536fb7",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_0 rv:3.0; nan-TW) AppleWebKit/531.23.6 (KHTML, like Gecko) Version/5.0.2 Safari/531.23.6",
"session_id": "8efeca5f-4f1b-44bb-a2ee-1b900... | null | connection | null | null | null | No additional info | Network connection from 1.11.76.120 to 15.23.225.150 No additional info | null | null | null | null | 1.11.76.120 | 15.23.225.150 | null | null | null | null | null | null | null | null | null | null | TCP | 572,199 | null | null | null |
4a984455-187c-477f-adaa-5db78152bf75 | 2025-04-10T01:22:58 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in Azure by jessica00 MITRE Technique: T1110.003 | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "6a5a890d9635e8e21dcd3d55cd6c4f7f",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_11_9) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/18.0.854.0 Safari/536.1",
"session_id": "546600db-0079-4be3-a5f7-aaaaf38aa85b",
"risk_score": 53.31,
... | jessica00 | permission_escalation | null | null | null | MITRE Technique: T1110.003 | Cloud permission_escalation in Azure by jessica00 MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | Azure | res-7397bac5 | null | null | null | null | null | null | null | null | null | null |
4722400a-b754-4289-9a99-bb8b7714a253 | 2025-03-19T13:42:32 | cloud | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|critical| desc=Cloud lambda_execution in OCI by hdaniels MITRE Technique: T1071.001 | {
"geo_location": "Solomon Islands",
"device_hash": "782c46380a3bae329b8d95d0b908c69f",
"user_agent": "Opera/9.61.(X11; Linux i686; gv-GB) Presto/2.9.182 Version/11.00",
"session_id": "ea1c4542-4a51-4f2a-b067-f96ec0786a4f",
"risk_score": 37.6,
"confidence": 0.36
} | hdaniels | lambda_execution | null | null | null | MITRE Technique: T1071.001 | Cloud lambda_execution in OCI by hdaniels MITRE Technique: T1071.001 | null | null | null | null | null | null | null | null | null | OCI | res-6a4c5787 | null | null | null | null | null | null | null | null | null | null |
0c2082c7-64fa-4dac-8cb9-8bb81aa04738 | 2025-02-24T07:36:22 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: Supply Chain Compromise detected from 193.109.237.116 targeting 9.4.120.154 No additional info | {
"geo_location": "Afghanistan",
"device_hash": "b3411ea8020a1c460dc85fa432c13fcee6655441",
"user_agent": "Mozilla/5.0 (Android 4.2.2; Mobile; rv:48.0) Gecko/48.0 Firefox/48.0",
"session_id": "d06ce867-c320-409e-96e8-c11511221610",
"risk_score": 56.93,
"confidence": 0.82
} | null | null | null | null | null | No additional info | Zeek Alert: Supply Chain Compromise detected from 193.109.237.116 targeting 9.4.120.154 No additional info | null | null | null | null | 193.109.237.116 | 9.4.120.154 | Supply Chain Compromise | SIG-6213 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
97cc0b22-911b-4ba5-9127-6532ecad97fc | 2025-05-19T17:02:57 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine ICMP traffic from 135.13.147.37:375 to 132.224.171.9:658 No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "fa7512bd8a212e52a3f62a34a1fd6834",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_1 rv:6.0; zh-SG) AppleWebKit/533.13.5 (KHTML, like Gecko) Version/5.1 Safari/533.13.5",
"session_id": "52e4fad8-8fe8-4f1d-9ab8-655c0ee4439e",
"risk_score": 23.93,
"co... | null | quarantine | null | null | null | No additional info | Firewall quarantine ICMP traffic from 135.13.147.37:375 to 132.224.171.9:658 No additional info | null | null | null | null | 135.13.147.37 | 132.224.171.9 | null | null | null | null | null | null | null | null | 375 | 658 | ICMP | 831,850 | 1,747 | null | null |
283396cf-3780-4d7e-a659-3ada78ad179f | 2025-04-28T03:31:30 | auth | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|medium| desc=Auth challenge for orichards via OAuth from 137.209.177.206 No additional info | {
"geo_location": "Korea",
"device_hash": "45a7021819ef152795eab6c17cca4234",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_2) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/27.0.813.0 Safari/535.0",
"session_id": "a826daaf-e050-4e5c-aecd-23afc46cf3f2",
"risk_score": 86.66,
"confidence": 0.22
} | orichards | challenge | null | null | null | No additional info | Auth challenge for orichards via OAuth from 137.209.177.206 No additional info | null | null | null | null | 137.209.177.206 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 9b:23:c2:ae:ff:44 |
57516c2d-de0b-4535-88bb-8962736f0d81 | 2025-05-21T20:20:41 | cloud | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in OCI by caroline62 Associated Threat Actor: Lazarus Group | {
"geo_location": "Russian Federation",
"device_hash": "b80031b8f0ccffae336142bed7c4517f",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; sq-AL; rv:1.9.0.20) Gecko/3458-05-06 12:02:00 Firefox/10.0",
"session_id": "3a77550f-012a-4744-9f65-741fe953616a",
"risk_score": 24.8,
"confidence": 0.32
} | caroline62 | config_change | null | null | null | Associated Threat Actor: Lazarus Group | Cloud config_change in OCI by caroline62 Associated Threat Actor: Lazarus Group | {
"baseline_deviation": 2.53,
"entropy": 6.91,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | OCI | res-4c28873b | null | null | null | null | null | null | null | null | null | null |
879ac270-0448-43d4-837b-59f23443bb10 | 2025-01-28T08:48:23 | ai | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by charlesenglish No additional info | {
"geo_location": "Hungary",
"device_hash": "1b36a496952b85634cde547c550dcd059911712f5713c903d9a036ddfecb6297",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 8_4_1 like Mac OS X) AppleWebKit/531.2 (KHTML, like Gecko) CriOS/33.0.876.0 Mobile/67P669 Safari/531.2",
"session_id": "3b032c25-aea3-4b2d-807e-c667c7... | charlesenglish | api_abuse | null | null | null | No additional info | AI system api_abuse by charlesenglish No additional info | null | null | null | null | null | null | null | null | null | null | null | model-9ae4950b | 5680d0176b1d477d50a632b2dd6aae9b07b34c3dc26f59f3bf32fa5517cb92a4 | 0b8edbb983b6f8521e0297ab9911e762c3bc5f9b | null | null | null | null | null | null | null |
aac3d2ef-5f1e-4523-9a8a-cf06f349a8e6 | 2025-06-27T08:28:32 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /four/mouth.wav by kelly58 No additional info | {
"geo_location": "Togo",
"device_hash": "bb9482f30701fa503ff4fa8b109ac8abe5094539",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_3 rv:5.0; raj-IN) AppleWebKit/532.36.6 (KHTML, like Gecko) Version/4.0.5 Safari/532.36.6",
"session_id": "6b32eb0d-234a-45e5-9b90-360ba96fefee",
"risk_score": 66.58,
... | kelly58 | file_access | /four/mouth.wav | 6,148 | svchost.exe | No additional info | Endpoint file_access /four/mouth.wav by kelly58 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fe3b8f0e-b380-42af-8d2c-bed41b51ab22 | 2025-01-12T17:02:20 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: DNS Tunneling detected from 125.151.39.169 targeting 33.129.32.12 MITRE Technique: T1059.005 | {
"geo_location": "Panama",
"device_hash": "88a5e4413f819a739bcbf87aef67df76",
"user_agent": "Opera/8.51.(Windows 98; oc-FR) Presto/2.9.162 Version/12.00",
"session_id": "9d2dc18b-920f-4f2b-a2ec-f7bc632cc7b9",
"risk_score": 33.07,
"confidence": 0.83
} | null | null | null | null | null | MITRE Technique: T1059.005 | LogRhythm Alert: DNS Tunneling detected from 125.151.39.169 targeting 33.129.32.12 MITRE Technique: T1059.005 | null | null | null | null | 125.151.39.169 | 33.129.32.12 | DNS Tunneling | SIG-9613 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
3f93afec-1646-4fdf-a630-bbd531ce9de4 | 2025-05-13T06:41:48 | ids_alert | FireEye HX v4.5.0 | emergency | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|emergency| desc=FireEye HX Alert: DDoS detected from 64.75.139.240 targeting 181.165.214.18 No additional info noise=finally|environment|first | {
"geo_location": "Iran",
"device_hash": "86d34ee2ba8ef0c254360e8374a3f470122458d6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/3.1)",
"session_id": "e99ae983-2001-4269-b613-6a215cda2512",
"risk_score": 64.8,
"confidence": 0.65
} | null | null | null | null | null | No additional info | FireEye HX Alert: DDoS detected from 64.75.139.240 targeting 181.165.214.18 No additional info | null | null | null | null | 64.75.139.240 | 181.165.214.18 | DDoS | SIG-7616 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
663f6b59-7bb0-4f70-bbd0-d1289c4ae147 | 2025-04-07T11:57:12 | cloud | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud config_change in OCI by russosue No additional info | {
"geo_location": "Marshall Islands",
"device_hash": "66a18e24ad7512027ce94bcd5ca5aeda",
"user_agent": "Mozilla/5.0 (Windows NT 5.1) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/36.0.886.0 Safari/531.2",
"session_id": "d1ca369d-658d-4891-a7d3-47db7fe70f3a",
"risk_score": 45.07,
"confidence": 0.96
} | russosue | config_change | null | null | null | No additional info | Cloud config_change in OCI by russosue No additional info | null | null | null | null | null | null | null | null | null | OCI | res-daf993a9 | null | null | null | null | null | null | null | null | null | null |
c65f1d9b-a15c-4374-8e76-5baa6212cd5a | 2025-07-09T18:27:21 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth challenge for isaiah20 via MFA from 54.4.213.21 No additional info | {
"geo_location": "Rwanda",
"device_hash": "77c4cc06a077fb96628fa861f6284dc0a7b4e353",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 11.0; Trident/5.1)",
"session_id": "2152e9cb-9333-4aa3-8c31-10785fa3eb7f",
"risk_score": 44.98,
"confidence": 0.84
} | isaiah20 | challenge | null | null | null | No additional info | Auth challenge for isaiah20 via MFA from 54.4.213.21 No additional info | null | null | null | null | 54.4.213.21 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 5a:6c:d8:34:26:3a |
2e900a54-1bf5-4a54-b28c-e6884d404b69 | 2025-05-16T15:19:38 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth timeout for rhodescarlos via password from 153.130.121.7 No additional info | {
"geo_location": "Swaziland",
"device_hash": "1329ce2285cd020e95bb4dbad9ec83ba2447f7d412cf231847cb998e56f26172",
"user_agent": "Opera/9.22.(Windows NT 6.0; hu-HU) Presto/2.9.170 Version/11.00",
"session_id": "ae500c61-bc32-4e0d-8e21-831bee10bac9",
"risk_score": 24.56,
"confidence": 0.93
} | rhodescarlos | timeout | null | null | null | No additional info | Auth timeout for rhodescarlos via password from 153.130.121.7 No additional info | null | null | null | null | 153.130.121.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | password | a5:43:55:3a:98:f6 |
e22394a3-8889-4d11-bca6-9fb4b2733ac4 | 2025-02-15T03:09:57 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection case by amanda74 No additional info | {
"geo_location": "Georgia",
"device_hash": "15c555d618f53c209049f1f8af8c31e8a0ab3263",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_3) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/37.0.853.0 Safari/532.2",
"session_id": "5cd7d034-3ce7-4d67-96fe-96c0d97614f7",
"risk_score": 0,
"confidence": 0.5... | amanda74 | memory_injection | case | 5,502 | cmd.exe | No additional info | Endpoint memory_injection case by amanda74 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d3460db4-9c91-415c-b3e8-6c2b98d80e6d | 2025-06-29T14:52:15 | iot | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|info| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "Guinea-Bissau",
"device_hash": "4baa94294d731ea0a872aac3095f0815960e3758",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_7; rv:1.9.6.20) Gecko/6944-12-31 06:40:53 Firefox/3.8",
"session_id": "b64c94c7-ce97-479f-b9b9-2da5357643f6",
"risk_score": 60.44,
"confidence": 0.56
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | null | Thermostat | iot-79a24054 | 3.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8af20289-5c64-4489-86ab-402ee0173715 | 2025-06-27T12:33:54 | cloud | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in Alibaba by aprilshaw Unconventional IOC: GPU memory artifacts | {
"geo_location": "Russian Federation",
"device_hash": "e665472ba56c49fce85720d02824fc1f9d24508d",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_8) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/39.0.866.0 Safari/531.2",
"session_id": "0216a51f-9dbb-4bb9-bf88-2df765cf5a80",
"risk_score": 72.78,... | aprilshaw | storage_access | null | null | null | Unconventional IOC: GPU memory artifacts | Cloud storage_access in Alibaba by aprilshaw Unconventional IOC: GPU memory artifacts | null | null | null | null | null | null | null | null | null | Alibaba | res-b8d3dfe4 | null | null | null | null | null | null | null | null | null | null |
6837cfc5-fa04-4ea4-bf23-a2f9afd55bcf | 2025-05-15T21:53:24 | ids_alert | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|high| desc=LogRhythm Alert: Zero-Day Exploit detected from 171.207.226.103 targeting 113.32.17.59 MITRE Technique: T1486 | {
"geo_location": "Iran",
"device_hash": "054db2a0421449ffc704e5e84485140ffacbedd4fd3d19dfc1fcabf418bac887",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/5.1)",
"session_id": "29ea5d3f-2ac7-4619-9cd4-ffda64463c78",
"risk_score": 54.63,
"confidence": 0.53
} | null | null | null | null | null | MITRE Technique: T1486 | LogRhythm Alert: Zero-Day Exploit detected from 171.207.226.103 targeting 113.32.17.59 MITRE Technique: T1486 | null | null | null | null | 171.207.226.103 | 113.32.17.59 | Zero-Day Exploit | SIG-3955 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
42a4ceac-ff7e-4f65-a5ad-9eb0e31960d6 | 2025-06-12T02:46:42 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system model_inversion by rodrigueztimothy No additional info | {
"geo_location": "Mayotte",
"device_hash": "d0ff68bfc5ab84b7e84884771fe2180c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/3.0)",
"session_id": "8f9d9e4c-e171-4aa4-b9e8-5391361aa72a",
"risk_score": 83.09,
"confidence": 0.05
} | rodrigueztimothy | model_inversion | null | null | null | No additional info | AI system model_inversion by rodrigueztimothy No additional info | null | null | null | null | null | null | null | null | null | null | null | model-ced0cd3c | b6dea1d0296c180f38792d44fb3f403acadccb8de68756fd696495dd73625ba5 | 1ac5ee0ac33acc28920a1c8a088e4bb5 | null | null | null | null | null | null | null |
a7fdbc10-ef26-4786-9c4f-baccc2852736 | 2023-05-09T12:16:41 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow RDP traffic from 173.148.168.163:63000 to 71.1.61.80:679 Geo anomaly: Impossible travel detected noise=Q2VydGFpbmx5Lg== | {
"geo_location": "Liechtenstein",
"device_hash": "a9bb83744112ca4910e4acec177a120f2ce01ec340238f5bc5be08a9e28e3b8e",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/4550-03-24 18:45:05 Firefox/15.0",
"session_id": "36a12013-fe32-4080-a57f-6b1dd44c5ff4",
"risk_score": 45.77,
"confidence": 0.... | null | allow | null | null | null | Geo anomaly: Impossible travel detected | Firewall allow RDP traffic from 173.148.168.163:63000 to 71.1.61.80:679 Geo anomaly: Impossible travel detected | null | null | null | null | 173.148.168.163 | 71.1.61.80 | null | null | null | null | null | null | null | null | 63,000 | 679 | RDP | 245,867 | 665 | null | null |
5cdb8710-2b2f-490f-b3ee-94430e1db143 | 2029-04-17T23:30:43 | firewall | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only UDP traffic from 219.84.124.53:239 to 152.165.183.33:224 No additional info | {
"geo_location": "Bermuda",
"device_hash": "56b2e5e09041d785b61c853c150c95a398f81819",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_9) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/48.0.873.0 Safari/534.1",
"session_id": "6227e882-8703-4f1d-bc82-b6be5ce555a1",
"risk_score": 48.17,
"confidence"... | null | log-only | null | null | null | No additional info | Firewall log-only UDP traffic from 219.84.124.53:239 to 152.165.183.33:224 No additional info | null | null | null | null | 219.84.124.53 | 152.165.183.33 | null | null | null | null | null | null | null | null | 239 | 224 | UDP | 609,165 | 2,757 | null | null |
447ad7b4-054c-47be-9f71-bb392b44456d | 2025-06-29T14:49:51 | iot | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat sensor_spoofing No additional info | {
"geo_location": "French Guiana",
"device_hash": "ec3b44a1d8e13a1a179e8050daa8fe15",
"user_agent": "Opera/9.55.(Windows 98; gl-ES) Presto/2.9.162 Version/11.00",
"session_id": "07b1ddf8-b337-446d-9aa4-a3aa0575f0ef",
"risk_score": 47.62,
"confidence": 0.24
} | null | sensor_spoofing | null | null | null | No additional info | IoT device Thermostat sensor_spoofing No additional info | null | Thermostat | iot-6bde5b57 | 5.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
44c6cc58-7a94-42e2-89bc-b7490468a14b | 2025-06-06T21:08:41 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: Brute Force detected from 103.126.226.125 targeting 136.100.252.117 No additional info | {
"geo_location": "Niger",
"device_hash": "e6d78215ffaab6a3af99b0d3885f7117b9dd35db838fe2ac29f9578e40e3da6b",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8875-01-06 04:32:18 Firefox/3.8",
"session_id": "578eb591-1706-4dd8-8a46-dcde060ef9ab",
"risk_score": 87.95,
"confidence": 0.78
} | null | null | null | null | null | No additional info | AlienVault Alert: Brute Force detected from 103.126.226.125 targeting 136.100.252.117 No additional info | {
"baseline_deviation": 0.75,
"entropy": 2.32,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 103.126.226.125 | 136.100.252.117 | Brute Force | SIG-2181 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
5587fe15-29fb-4307-b173-7d4fe633b682 | 2025-06-18T17:00:42 | iot | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor firmware_update No additional info | {
"geo_location": "Greece",
"device_hash": "193a7777ee1893073f69220ff26748deac134c7756ed4e225e9aeacc58d94c34",
"user_agent": "Opera/9.70.(X11; Linux x86_64; fy-NL) Presto/2.9.185 Version/12.00",
"session_id": "c3eb0aac-258d-4048-ac37-4ffd2983e618",
"risk_score": 43.67,
"confidence": 0.44
} | null | firmware_update | null | null | null | No additional info | IoT device Sensor firmware_update No additional info | null | Sensor | iot-c41cfaae | 2.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e3b24f23-11bc-44eb-bb6b-2d3ff202276d | 2025-05-31T17:24:16 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system api_abuse by rebecca76 MITRE Technique: T1078.004 | {
"geo_location": "Niue",
"device_hash": "d99852de042ef11bacccda01cffb6c67",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.1)",
"session_id": "e9e0318e-987e-4e69-960a-7909fa822860",
"risk_score": 57.28,
"confidence": 0.24
} | rebecca76 | api_abuse | null | null | null | MITRE Technique: T1078.004 | AI system api_abuse by rebecca76 MITRE Technique: T1078.004 | null | null | null | null | null | null | null | null | null | null | null | model-d233cfee | c9bb14268df1698ea58230b56eaeb260 | 0e7264d70230bf4f0e3e35d5d5b82c2a68a7c48ed192ae8efc92199d72b41908 | null | null | null | null | null | null | null |
adc74630-afa2-4919-b475-f4a811a8ab01 | 2025-03-07T13:44:40 | firewall | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|critical| desc=Firewall deny TCP traffic from 140.214.62.215:375 to 223.102.219.209:850 Associated Threat Actor: Leafminer | {
"geo_location": "Solomon Islands",
"device_hash": "536ec7b1460860d574665d3daac9cd989b25eaad",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; sd-IN) AppleWebKit/531.22.7 (KHTML, like Gecko) Version/3.0.5 Mobile/8B117 Safari/6531.22.7",
"session_id": "2ef9931b-8cf7-4669-b702-e6197ecd6f3e"... | null | deny | null | null | null | Associated Threat Actor: Leafminer | Firewall deny TCP traffic from 140.214.62.215:375 to 223.102.219.209:850 Associated Threat Actor: Leafminer | null | null | null | null | 140.214.62.215 | 223.102.219.209 | null | null | null | null | null | null | null | null | 375 | 850 | TCP | 916,254 | 2,027 | null | null |
b66c073f-2fab-4302-ba40-66044f2f2675 | 2025-03-02T08:18:20 | ai | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by cunninghamjames No additional info | {
"geo_location": "Iran",
"device_hash": "6955de693d391c13be809343fa2bb51c43886574b575efd4f9222d68367c69d8",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/531.30.4 (KHTML, like Gecko) Version/4.0.2 Safari/531.30.4",
"session_id": "2c353e4f-32a8-4542-8ddd-0c208c54456c",
"risk_score": 51.7... | cunninghamjames | api_abuse | null | null | null | No additional info | AI system api_abuse by cunninghamjames No additional info | null | null | null | null | null | null | null | null | null | null | null | model-d93801e4 | 60da9896ae1ffaf6691cff49a087bac7efd09a1b | ea32b7aaa57eb025459bc8aaffc0cc437853ac57 | null | null | null | null | null | null | null |
792c0782-2948-4768-b244-bde50ba3ac31 | 2025-04-28T22:42:12 | endpoint | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install window by brian49 MITRE Technique: T1071.001 | Living-off-the-land technique detected | {
"geo_location": "Saint Barthelemy",
"device_hash": "2a91c08bd224857089bb756c3382a45c3f7194e284ec95b682ce209bde546ca6",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; wal-ET) AppleWebKit/534.43.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6534.43.5",
"session_id": "41e23635-29... | brian49 | service_install | window | 7,802 | cmd.exe | MITRE Technique: T1071.001 | Living-off-the-land technique detected | Endpoint service_install window by brian49 MITRE Technique: T1071.001 | 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 |
88fa9cb1-4057-4714-a417-34063a2dc528 | 2025-03-07T12:03:53 | firewall | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine UDP traffic from 94.141.143.238:338 to 10.20.239.74:47501 MITRE Technique: T1071.001 | {
"geo_location": "Russia",
"device_hash": "fa7a499558b509811f9471d19a489082",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 95) AppleWebKit/535.24.7 (KHTML, like Gecko) Version/5.0.5 Safari/535.24.7",
"session_id": "dca550c2-df41-489c-a3c0-63022a70d704",
"risk_score": 37.94,
"confidence": 0.51
} | null | quarantine | null | null | null | MITRE Technique: T1071.001 | Firewall quarantine UDP traffic from 94.141.143.238:338 to 10.20.239.74:47501 MITRE Technique: T1071.001 | {
"baseline_deviation": 0.82,
"entropy": 2.59,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 94.141.143.238 | 10.20.239.74 | null | null | null | null | null | null | null | null | 338 | 47,501 | UDP | 947,347 | 244 | null | null |
cac59f10-de51-4a77-a519-3e6a668dc224 | 2025-03-20T09:20:56 | iot | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera sensor_spoofing MITRE Technique: T1071.001 noise=WW91bmcu | {
"geo_location": "India",
"device_hash": "ca21c856877e6fe08add8693932cb785f3b0ea9bb65d9da2fab7332c185a9b09",
"user_agent": "Mozilla/5.0 (Windows NT 6.1) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/59.0.883.0 Safari/535.1",
"session_id": "c265cf74-53cd-4b04-8a7c-5b8df9e0bd68",
"risk_score": 100,
"confidenc... | null | sensor_spoofing | null | null | null | MITRE Technique: T1071.001 | IoT device Camera sensor_spoofing MITRE Technique: T1071.001 | null | Camera | iot-3d19019d | 9.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dd6774a3-a980-4a5f-921d-a543328141e0 | 2025-05-24T11:32:56 | cloud | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|info| desc=Cloud permission_escalation in OCI by graymichael No additional info | {
"geo_location": "Bangladesh",
"device_hash": "0560d90279d4f7fe34c9f0cc9c85633048d24a3f0f353e97f0fd02c270243851",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.0)",
"session_id": "709cde49-2e7a-4f56-92ad-1a2a15b4db44",
"risk_score": 46.09,
"confidence": 0.55
} | graymichael | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in OCI by graymichael No additional info | null | null | null | null | null | null | null | null | null | OCI | res-a6223afb | null | null | null | null | null | null | null | null | null | null |
8816ba9d-0ca6-4f41-ad6f-f28c9ffe4de0 | 2025-06-10T03:09:45 | ids_alert | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|critical| desc=CrowdStrike Alert: DDoS detected from 149.46.34.227 targeting 24.191.64.170 No additional info | {
"geo_location": "Namibia",
"device_hash": "d6cf863c1182b783b85cb821fb5a488a520c2185174f1a654ee50132b4ed6f26",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "9f2d9dac-be04-4026-8d4f-efdd845d2cf2",
"risk_score": 69.62,
"confidence": 0.84
} | null | null | null | null | null | No additional info | CrowdStrike Alert: DDoS detected from 149.46.34.227 targeting 24.191.64.170 No additional info | null | null | null | null | 149.46.34.227 | 24.191.64.170 | DDoS | SIG-9388 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
a897157a-fda5-4ef1-95e5-d6e96fdddd77 | 2025-07-01T04:55:06 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by natalie42 No additional info | {
"geo_location": "Russia",
"device_hash": "943dc8acdba20122b608964e251df184489bd465130daa537fcb2473f2d7cff2",
"user_agent": "Mozilla/5.0 (Linux; Android 5.0.2) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/43.0.843.0 Safari/535.0",
"session_id": "a7506aa7-84ad-4c7a-8940-23fcb9bbbf38",
"risk_score": 55.58,
"... | natalie42 | fine_tuning | null | null | null | No additional info | AI system fine_tuning by natalie42 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-2883e8ca | 4e32480bf725f01cf8efdef6265ce6baadc8132a | 99a4e44d282474fc8ffdf9219c801d94 | null | null | null | null | null | null | null |
50a60456-2280-4ac6-a4e5-2c1b7106dd5a | 2025-03-01T00:01:32 | iot | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat command_injection Unconventional IOC: GPU memory artifacts | {
"geo_location": "Germany",
"device_hash": "7587a48eab305c9519a60cb4b340575c4810483fee02fd982312befa03d95796",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/533.20.2 (KHTML, like Gecko) Version/4.1 Safari/533.20.2",
"session_id": "ab06b174-0763-47e8-9c1a-57f964a01b56",
"risk_score": 35.... | null | command_injection | null | null | null | Unconventional IOC: GPU memory artifacts | IoT device Thermostat command_injection Unconventional IOC: GPU memory artifacts | null | Thermostat | iot-d28372a0 | 10.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cb5e3c3f-ceef-449e-9748-2051069703c5 | 2025-02-25T13:52:50 | ids_alert | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Zeek Alert: Fileless Attack detected from 128.98.138.204 targeting 13.235.195.151 No additional info | {
"geo_location": "Micronesia",
"device_hash": "03338ffacb9e2d8d6e0b15f6f3b27c07",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 11_4_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/14.0.828.0 Mobile/12E123 Safari/533.0",
"session_id": "c0d71af3-92f6-4399-b3bf-a13e2c28974e",
"risk_score": 71.... | null | null | null | null | null | No additional info | Zeek Alert: Fileless Attack detected from 128.98.138.204 targeting 13.235.195.151 No additional info | null | null | null | null | 128.98.138.204 | 13.235.195.151 | Fileless Attack | SIG-9487 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
a697dabd-5da3-4793-b3b3-3c8ddcc5fe52 | 2025-06-14T17:46:44 | firewall | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine HTTPS traffic from 114.24.116.78:145 to 134.232.77.141:1012 No additional info | {
"geo_location": "American Samoa",
"device_hash": "94160642b273ad69c99b006d656fcde069539539fc2126b2f4f8a5be3b906707",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; szl-PL; rv:1.9.0.20) Gecko/4176-05-09 21:03:45 Firefox/3.8",
"session_id": "3ee690be-5b1a-4bde-9f67-5f1cc713f2ea",
"risk_score": 57.62,
"confide... | null | quarantine | null | null | null | No additional info | Firewall quarantine HTTPS traffic from 114.24.116.78:145 to 134.232.77.141:1012 No additional info | null | null | null | null | 114.24.116.78 | 134.232.77.141 | null | null | null | null | null | null | null | null | 145 | 1,012 | HTTPS | 577,693 | 803 | null | null |
a9e6d3b7-eb31-4681-b641-36a6c1399258 | 2025-02-28T23:31:54 | endpoint | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism /imagine/thousand.ods by alan26 No additional info | {
"geo_location": "Bahrain",
"device_hash": "ec0c1757fc3a7486a6222ffbbd65e35f192df990",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/4.1)",
"session_id": "a779fbff-a56e-4e4a-bf11-259583a64999",
"risk_score": 34.95,
"confidence": 0.73
} | alan26 | persistence_mechanism | /imagine/thousand.ods | 8,075 | cmd.exe | No additional info | Endpoint persistence_mechanism /imagine/thousand.ods by alan26 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
135622e6-3908-4e64-9233-080aa10f3c0f | 2030-06-12T07:31:44 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Medical sensor_spoofing Associated Threat Actor: REvil | {
"geo_location": "Andorra",
"device_hash": "1c21d2f3a98d9b35216411502ecce752431cbcdc",
"user_agent": "Opera/8.36.(X11; Linux i686; mg-MG) Presto/2.9.177 Version/12.00",
"session_id": "1b6712bf-5800-4b3e-a0cb-c9d840cdf10b",
"risk_score": 44.17,
"confidence": 0.37
} | null | sensor_spoofing | null | null | null | Associated Threat Actor: REvil | IoT device Medical sensor_spoofing Associated Threat Actor: REvil | null | Medical | iot-ef926a52 | 3.0 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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