event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8 values | source stringclasses 20 values | severity stringclasses 6 values | raw_log stringlengths 91 282 | advanced_metadata dict | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17 values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5 values | additional_info stringlengths 18 148 | description stringlengths 45 225 | action stringclasses 55 values | bytes int64 105 1,000k ⌀ | protocol stringclasses 10 values | user stringlengths 3 22 ⌀ | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4 values | behavioral_analytics dict | device_type stringclasses 5 values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100 values | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7 values | mac_address stringlengths 17 17 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | cloud_service stringclasses 5 values | resource_id stringlengths 12 12 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
c9c7e2d5-fa2b-44a0-b19c-35bc6b7ca5d1 | 2025-04-20T01:16:49 | ai | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|medium| desc=AI system training_data_poisoning by cranejoanne No additional info | {
"geo_location": "North Korea",
"device_hash": "2d82d7bca4dee3d8ab9b66a1cda94c3d0cfad66e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/3.1)",
"session_id": "f3aea2fb-0ab4-442d-bf9b-95a09eabb0c2",
"risk_score": 56.08,
"confidence": 0.3
} | null | null | null | null | null | No additional info | AI system training_data_poisoning by cranejoanne No additional info | training_data_poisoning | null | null | cranejoanne | null | null | null | null | null | null | null | null | null | null | null | null | model-9b8549e7 | aeeb1ffa64834187c18f448b0fb515efbe784b59 | 9ceeaee01016e889da89ad971484fd2957584b0a | null | null |
0de9d723-d7ed-4a12-9c00-4d771a67657d | 2025-02-03T12:00:57 | iot | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor command_injection MITRE Technique: T1566.001 noise=app/category | {
"geo_location": "North Korea",
"device_hash": "dac77ba070d8c637ebc0beb31c88ab3f736fb38aa86f4474f334c574a7c6e454",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; bo-CN) AppleWebKit/533.26.6 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6533.26.6",
"session_id": "b2763984-e211-467e-b69a-c0215916b539",
"risk_score": 62.74,
"confidence": 0.67
} | null | null | null | null | null | MITRE Technique: T1566.001 | IoT device Sensor command_injection MITRE Technique: T1566.001 | command_injection | null | null | null | null | null | null | {
"baseline_deviation": 1.18,
"entropy": 7.16,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Sensor | iot-971675d3 | 5.0 | null | null | null | null | null | null | null | null | null | null |
4bfaa0ee-4a58-46b5-a001-0f4c5eb34b5f | 2025-01-24T11:33:39 | cloud | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in AWS by usmith No additional info | {
"geo_location": "Argentina",
"device_hash": "8ff6f9f0d7065579476faf319f38d1082f9c090b74d7c093cec0c25fd1fa4a5e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_2 rv:4.0; mag-IN) AppleWebKit/535.2.3 (KHTML, like Gecko) Version/5.1 Safari/535.2.3",
"session_id": "b2f0e6ab-47e8-4116-b6e3-689dbd7e6896",
"risk_score": 80.98,
"confidence": 0.56
} | null | null | null | null | null | No additional info | Cloud lambda_execution in AWS by usmith No additional info | lambda_execution | null | null | usmith | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-1eb22c59 |
0f68fc66-cc26-4599-addc-c43b67a0c4b1 | 2025-02-21T15:48:47 | iot | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical command_injection No additional info | {
"geo_location": "Panama",
"device_hash": "a01d6c8f8c6b7a22b71711bcc56fff754f84d003",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; wa-BE) AppleWebKit/533.8.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6533.8.6",
"session_id": "21293de9-8d40-4fdb-baea-a73af9cea470",
"risk_score": 51.76,
"confidence": 0.38
} | null | null | null | null | null | No additional info | IoT device Medical command_injection No additional info | command_injection | null | null | null | null | null | null | null | Medical | iot-91ef0a24 | 6.7 | null | null | null | null | null | null | null | null | null | null |
92fb557a-1db4-4a96-9f8f-6f0c34905886 | 2025-05-01T03:25:00 | ai | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by lhall MITRE Technique: T1110.003 noise=wp-content/main | {
"geo_location": "Montserrat",
"device_hash": "2ac15bc6b63103176123bac591aee66f59df3a4693208ef5292c9e83503f04ba",
"user_agent": "Opera/8.18.(Windows NT 5.1; brx-IN) Presto/2.9.161 Version/12.00",
"session_id": "ebc39e97-5127-4006-9da1-4b63aa6364f4",
"risk_score": 65.93,
"confidence": 0.61
} | null | null | null | null | null | MITRE Technique: T1110.003 | AI system adversarial_input by lhall MITRE Technique: T1110.003 | adversarial_input | null | null | lhall | null | null | null | {
"baseline_deviation": 1.43,
"entropy": 4.42,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-e69c7cc6 | 561ffc0ecbe01cd70e93c4a36eb353e3 | 0818848330ed1c81f370c549163cacf0061cf9c24654245ccef36d064d3c81f5 | null | null |
584a6067-237d-4dd5-b8fa-f58174bb89d3 | 2025-03-14T05:24:08 | endpoint | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access leader by tammytaylor No additional info | {
"geo_location": "Isle of Man",
"device_hash": "1f53da59d6a51795d8c2dd36439c67bbc0f872a9e2c0c897f8bfde44863f94b9",
"user_agent": "Opera/8.47.(X11; Linux x86_64; lo-LA) Presto/2.9.174 Version/10.00",
"session_id": "6dc156eb-e4e3-416d-b62a-51e9471107cf",
"risk_score": 53.55,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Endpoint file_access leader by tammytaylor No additional info | file_access | null | null | tammytaylor | leader | 4,297 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6bf4174a-a6a5-4356-a8eb-aa8848dfe33a | 2025-06-13T11:40:31 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in Alibaba by hmcdaniel No additional info | {
"geo_location": "Russia",
"device_hash": "8c197a494403f41614038bd1ddb9a05db9909c07",
"user_agent": "Mozilla/5.0 (Windows CE; doi-IN; rv:1.9.1.20) Gecko/4168-11-23 14:01:55 Firefox/3.6.7",
"session_id": "ed91196a-9ee2-49bd-ba79-58b6ebd07a54",
"risk_score": 64,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Alibaba by hmcdaniel No additional info | permission_escalation | null | null | hmcdaniel | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-64d8687e |
6f5a6b22-9cd2-4dd3-b483-379924326b3b | 2025-03-03T15:51:28 | ids_alert | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|critical| desc=CrowdStrike Alert: Credential Stuffing detected from 103.172.237.31 targeting 97.38.147.140 No additional info | {
"geo_location": "Nigeria",
"device_hash": "2b3d5641aed969827a2019dd5e1e006d304ec11fe587c9528a4efd01eaed9bea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/5.1)",
"session_id": "3698a06a-29d9-44a2-ae30-8531e08294b1",
"risk_score": 59.15,
"confidence": 0.26
} | 103.172.237.31 | 97.38.147.140 | Credential Stuffing | SIG-6484 | Policy | No additional info | CrowdStrike Alert: Credential Stuffing detected from 103.172.237.31 targeting 97.38.147.140 No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 2.24,
"entropy": 7.07,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
ac06ea94-a20b-47d3-a441-8b949b3e52dd | 2025-05-01T05:18:05 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for garciatimothy via SAML from 126.179.95.77 No additional info | {
"geo_location": "United Kingdom",
"device_hash": "cf94ee09abf61495697a6d6f9970d55c",
"user_agent": "Opera/8.82.(Windows NT 5.01; cs-CZ) Presto/2.9.168 Version/10.00",
"session_id": "629fc180-17c6-4c8b-8540-80266183ae85",
"risk_score": 38.76,
"confidence": 0.53
} | 126.179.95.77 | null | null | null | null | No additional info | Auth success for garciatimothy via SAML from 126.179.95.77 No additional info | success | null | null | garciatimothy | null | null | null | null | null | null | null | null | null | null | SAML | 95:b8:39:e5:66:f5 | null | null | null | null | null |
63ad9052-8ed8-49c6-b4f6-4484fc1b6775 | 2025-06-03T19:59:24 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only NTP traffic from 10.31.22.149:433 to 55.105.212.221:413 No additional info | {
"geo_location": "Sweden",
"device_hash": "96d0f478e10c9362b3e78e10293a4347c1b32dbc",
"user_agent": "Mozilla/5.0 (Windows NT 5.01) AppleWebKit/534.1 (KHTML, like Gecko) Chrome/13.0.807.0 Safari/534.1",
"session_id": "e3abef92-a07f-4da3-9280-aa9bb520beef",
"risk_score": 60.47,
"confidence": 0.26
} | 10.31.22.149 | 55.105.212.221 | null | null | null | No additional info | Firewall log-only NTP traffic from 10.31.22.149:433 to 55.105.212.221:413 No additional info | log-only | 438,155 | NTP | null | null | null | null | null | null | null | null | 433 | 413 | 1,682 | null | null | null | null | null | null | null |
520a4117-172d-4b6c-8216-cddeacb522b1 | 2025-01-17T12:45:29 | ids_alert | Tanium v7.4.0 | emergency | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=Tanium Alert: AI Model Poisoning detected from 95.225.111.139 targeting 107.21.191.74 No additional info | {
"geo_location": "Mali",
"device_hash": "f0323c4750361a34db1246b1d6e08a6e47a6f6d0",
"user_agent": "Mozilla/5.0 (Linux; Android 1.6) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/57.0.846.0 Safari/532.0",
"session_id": "16b5799b-e0dd-4583-8372-e7ec7097aa47",
"risk_score": 73.37,
"confidence": 0.38
} | 95.225.111.139 | 107.21.191.74 | AI Model Poisoning | SIG-3307 | Recon | No additional info | Tanium Alert: AI Model Poisoning detected from 95.225.111.139 targeting 107.21.191.74 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9f10af8c-9155-4ee8-9eee-0cf86fcb1f29 | 2025-06-15T19:16:14 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start around by beckmarcus No additional info | {
"geo_location": "Madagascar",
"device_hash": "955264fc565ee10c5e00c11fb9a5ac94692f320d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 5.2; Trident/5.0)",
"session_id": "682f1997-344d-42d3-b898-319022497c7e",
"risk_score": 84.09,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Endpoint process_start around by beckmarcus No additional info | process_start | null | null | beckmarcus | around | 9,532 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
86814a98-0e91-49b6-9c22-a9fabebd9f82 | 2025-05-06T00:35:13 | auth | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|high| desc=Auth challenge for kelly42 via passwordless from 167.241.57.197 Associated Threat Actor: Lazarus Group | {
"geo_location": "Jordan",
"device_hash": "fe9ae0677269859d7212bba949d62362",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_7_0 rv:3.0; hr-HR) AppleWebKit/532.46.3 (KHTML, like Gecko) Version/4.0.2 Safari/532.46.3",
"session_id": "875ce980-959f-4d5c-816f-6632fca9544e",
"risk_score": 57.35,
"confidence": 0.78
} | 167.241.57.197 | null | null | null | null | Associated Threat Actor: Lazarus Group | Auth challenge for kelly42 via passwordless from 167.241.57.197 Associated Threat Actor: Lazarus Group | challenge | null | null | kelly42 | null | null | null | null | null | null | null | null | null | null | passwordless | 74:68:1c:37:00:a4 | null | null | null | null | null |
dcfd6d5c-f284-4039-8627-6a9cf2fe080c | 2025-02-13T23:22:34 | iot | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|critical| desc=IoT device Camera protocol_violation MITRE Technique: T1059.005 noise=T2ZmZXIu | {
"geo_location": "Bolivia",
"device_hash": "3be40ce7c040999324e1c6fc1cad2060",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/2515-08-03 22:28:53 Firefox/3.8",
"session_id": "3c1de3b6-b02a-4c2e-88e4-3645a9789884",
"risk_score": 52.06,
"confidence": 1
} | null | null | null | null | null | MITRE Technique: T1059.005 | IoT device Camera protocol_violation MITRE Technique: T1059.005 | protocol_violation | null | null | null | null | null | null | null | Camera | iot-4879c276 | 9.5 | null | null | null | null | null | null | null | null | null | null |
39819b95-6b19-465e-9b5b-0d3da90e797a | 2025-05-26T20:52:44 | iot | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Chile",
"device_hash": "dc8535944a7e9972f87562f1343b0d2eef1a92e64adde527a2563223e6ccc1cd",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_8; rv:1.9.6.20) Gecko/2852-10-23 12:43:38 Firefox/3.8",
"session_id": "6a58bcea-1900-46e1-8954-ce273d6f1245",
"risk_score": 62.3,
"confidence": 0.52
} | null | null | null | null | null | No additional info | IoT device Sensor unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Sensor | iot-0a70e8dc | 2.0 | null | null | null | null | null | null | null | null | null | null |
3560c1a6-30b7-441e-9b0c-3d2f8915f1de | 2025-03-07T06:46:08 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load life by wwoods No additional info | {
"geo_location": "Angola",
"device_hash": "230e09f0dafca48afe6a2c65d42b413e",
"user_agent": "Opera/8.55.(Windows NT 5.01; hak-TW) Presto/2.9.188 Version/10.00",
"session_id": "8c1a915b-2ef5-41f3-a39c-dfe58754f84b",
"risk_score": 72.8,
"confidence": 0.44
} | null | null | null | null | null | No additional info | Endpoint driver_load life by wwoods No additional info | driver_load | null | null | wwoods | life | 3,030 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
27253866-896d-43b1-b5c2-95dfc825f25f | 2025-01-28T07:07:45 | iot | Wazuh v4.5.0 | info | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Medical side_channel No additional info | {
"geo_location": "Chile",
"device_hash": "aa8e3b7d1d7086370511680c9581841b40391d71ac9f314e9ba3396288b254cd",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "48d6aa9d-ffc7-4196-ab8d-ab4845d73cba",
"risk_score": 32.28,
"confidence": 0.15
} | null | null | null | null | null | No additional info | IoT device Medical side_channel No additional info | side_channel | null | null | null | null | null | null | null | Medical | iot-5649119b | 7.7 | null | null | null | null | null | null | null | null | null | null |
50cd2713-a0aa-47ea-800d-985c75a451c7 | 2028-08-02T13:54:52 | endpoint | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint process_start trouble by qwillis No additional info | {
"geo_location": "Russia",
"device_hash": "00c93db38a83b6dfc4a9155bc9a159699ec2c58fbf47f1307056d39974a2cfc5",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/6085-10-04 15:28:09 Firefox/3.6.4",
"session_id": "4c821258-c88a-4058-90df-07934ad86f54",
"risk_score": 56.22,
"confidence": 0.46
} | null | null | null | null | null | No additional info | Endpoint process_start trouble by qwillis No additional info | process_start | null | null | qwillis | trouble | 5,215 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c5c6c56f-6bf7-4c6d-806c-92f50fb732e6 | 2025-04-16T10:24:34 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth success for tonysalinas via biometric from 134.131.50.140 No additional info | {
"geo_location": "Isle of Man",
"device_hash": "c9d02d870d8db88ab29fd7fbd21e8e87c84e87c8",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_5 rv:5.0; kw-GB) AppleWebKit/534.9.3 (KHTML, like Gecko) Version/5.1 Safari/534.9.3",
"session_id": "a34bae7b-c714-44b4-add6-8dfd02084b45",
"risk_score": 45.56,
"confidence": 0.87
} | 134.131.50.140 | null | null | null | null | No additional info | Auth success for tonysalinas via biometric from 134.131.50.140 No additional info | success | null | null | tonysalinas | null | null | null | null | null | null | null | null | null | null | biometric | b3:8d:43:a5:3b:c3 | null | null | null | null | null |
2d429544-4976-4057-86d0-e3c896faafcd | 2025-06-12T23:14:22 | cloud | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in OCI by zchen No additional info | {
"geo_location": "Liechtenstein",
"device_hash": "d50e864e965f3783a766f58ec4993ab6",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/532.3.2 (KHTML, like Gecko) Version/5.0.4 Safari/532.3.2",
"session_id": "0fe12137-517f-4d76-b0b0-d08e22837143",
"risk_score": 85.76,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Cloud storage_access in OCI by zchen No additional info | storage_access | null | null | zchen | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-40c95e7b |
00d8550c-da53-4562-b280-1dc4ce571583 | 2025-06-27T08:04:23 | ai | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by parkerbrenda MITRE Technique: T1053.005 noise=RGF0YSBtaXNzLg== | {
"geo_location": "Georgia",
"device_hash": "9801218bb4b7f528b8ea1af413572752b69e100b",
"user_agent": "Opera/9.99.(Windows NT 10.0; ar-SD) Presto/2.9.177 Version/10.00",
"session_id": "cdc6475f-79cb-4369-bc2a-11f83650b3d9",
"risk_score": 59.51,
"confidence": 0.11
} | null | null | null | null | null | MITRE Technique: T1053.005 | AI system adversarial_input by parkerbrenda MITRE Technique: T1053.005 | adversarial_input | null | null | parkerbrenda | null | null | null | null | null | null | null | null | null | null | null | null | model-5847973a | 4db7f16ba0405a44aa061a595f6f87f7299e1680 | e044f67f2f6e34474b502de4c2b6d31fa4be10eb | null | null |
a587af0d-71b0-4445-961b-792b999ce453 | 2025-02-22T23:43:23 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint persistence_mechanism thus by vnelson No additional info | {
"geo_location": "Portugal",
"device_hash": "26e4f94aff93efa8087cd53826da2d78",
"user_agent": "Opera/9.29.(Windows 95; ml-IN) Presto/2.9.165 Version/11.00",
"session_id": "b8022874-3f3b-410f-8e18-b4333d85faf8",
"risk_score": 53.03,
"confidence": 0.7
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism thus by vnelson No additional info | persistence_mechanism | null | null | vnelson | thus | 482 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8c651928-4cac-4aba-b007-5fbf451fddaa | 2025-07-08T03:22:09 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall log-only SSH traffic from 195.220.162.71:8005 to 8.223.64.228:158 Geo anomaly: Impossible travel detected noise=3B5784BB | {
"geo_location": "South Georgia and the South Sandwich Islands",
"device_hash": "66857960c724b1cf7966b22bef52c028",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/3302-02-21 09:08:23 Firefox/3.8",
"session_id": "baa6906f-988b-4913-89aa-13d66ac30388",
"risk_score": 67.74,
"confidence": 0.42
} | 195.220.162.71 | 8.223.64.228 | null | null | null | Geo anomaly: Impossible travel detected | Firewall log-only SSH traffic from 195.220.162.71:8005 to 8.223.64.228:158 Geo anomaly: Impossible travel detected | log-only | 501,478 | SSH | null | null | null | null | null | null | null | null | 8,005 | 158 | 1,228 | null | null | null | null | null | null | null |
18d4a915-04bf-44f8-ad1f-dd3d7216156e | 2025-01-13T16:28:22 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Thermostat protocol_violation MITRE Technique: T1218.011 | {
"geo_location": "Turkmenistan",
"device_hash": "85cd777c87967a7a09fc75c18698851a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 10.0; Trident/5.0)",
"session_id": "81585012-51fc-4b28-a542-689dc4480031",
"risk_score": 64.1,
"confidence": 0.59
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Thermostat protocol_violation MITRE Technique: T1218.011 | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-de5de15b | 9.0 | null | null | null | null | null | null | null | null | null | null |
c205adc8-af54-440c-9e2f-9b084305f891 | 2025-04-26T09:15:42 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: Cloud API Abuse detected from 184.7.219.93 targeting 132.74.124.67 No additional info | {
"geo_location": "Comoros",
"device_hash": "c7b7462b688303da222447019896246e2d740b34",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_8 rv:2.0; ks-IN) AppleWebKit/533.30.4 (KHTML, like Gecko) Version/4.0.5 Safari/533.30.4",
"session_id": "ed4136e9-3761-4660-9336-257ef96f3302",
"risk_score": 46.89,
"confidence": 0.75
} | 184.7.219.93 | 132.74.124.67 | Cloud API Abuse | SIG-4994 | Policy | No additional info | Tanium Alert: Cloud API Abuse detected from 184.7.219.93 targeting 132.74.124.67 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4f98519d-b4a9-4729-9fb4-6e53968d05c7 | 2025-06-24T15:37:36 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Medical side_channel MITRE Technique: T1218.011 noise=tag/tag/wp-content | {
"geo_location": "El Salvador",
"device_hash": "775ac32cb0caca83d6411719b410fabf49f97af0cf0635021ae82ee5b6007a3f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/3.1)",
"session_id": "9718ac15-eeef-4783-bbc1-163f719f5be1",
"risk_score": 19.08,
"confidence": 0.99
} | null | null | null | null | null | MITRE Technique: T1218.011 | IoT device Medical side_channel MITRE Technique: T1218.011 | side_channel | null | null | null | null | null | null | null | Medical | iot-88339828 | 6.5 | null | null | null | null | null | null | null | null | null | null |
41fa18b9-94f3-4db5-9593-142d30d21519 | 2025-04-23T18:50:40 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system model_access by alison27 No additional info | {
"geo_location": "Burkina Faso",
"device_hash": "981522ca67e19a169c5cb5a6554ef736",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "056e6db6-7c8f-4b18-8e1f-dc5d46b99799",
"risk_score": 24.34,
"confidence": 0.67
} | null | null | null | null | null | No additional info | AI system model_access by alison27 No additional info | model_access | null | null | alison27 | null | null | null | null | null | null | null | null | null | null | null | null | model-7fbc058a | 9c22938153344cc78d0e5fd99fab197372587a17 | 25b1c6fb5a97a8fd27391c2542ff4fb082e83770 | null | null |
13b73789-f0d4-43a9-8b60-df1a484f92c8 | 2025-06-18T00:22:14 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor command_injection MITRE Technique: T1486 | {
"geo_location": "Micronesia",
"device_hash": "d6bbf45b95c747aa95651695fbfce66153918de4afbbdcdd69638fb50f0d9f3e",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_2) AppleWebKit/536.0 (KHTML, like Gecko) Chrome/42.0.891.0 Safari/536.0",
"session_id": "2a01a285-235f-4844-999a-8a70cdf00116",
"risk_score": 24.39,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1486 | IoT device Sensor command_injection MITRE Technique: T1486 | command_injection | null | null | null | null | null | null | null | Sensor | iot-ab3c5743 | 1.0 | null | null | null | null | null | null | null | null | null | null |
f9c9cf84-93ba-47a3-b32b-44ff960128d2 | 2025-04-14T18:22:08 | auth | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|high| desc=Auth locked for nperry via MFA from 86.148.40.15 No additional info | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "a60408d14d843d23a415b32dac5928a0f54d7b39143b1b6347fe0cb1b312ca81",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/2180-09-15 19:10:42 Firefox/12.0",
"session_id": "248d235a-39ba-432d-a730-d81621f4e1a3",
"risk_score": 63.78,
"confidence": 0.88
} | 86.148.40.15 | null | null | null | null | No additional info | Auth locked for nperry via MFA from 86.148.40.15 No additional info | locked | null | null | nperry | null | null | null | null | null | null | null | null | null | null | MFA | 7e:bb:77:ba:ca:20 | null | null | null | null | null |
f256fbc6-26e7-4023-b7f7-f43c1ae4bc60 | 2025-04-05T16:40:15 | firewall | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|low| desc=Firewall allow TCP traffic from 72.63.119.1:18043 to 126.164.57.132:766 No additional info noise=QXZhaWxhYmxlLg== | {
"geo_location": "Burkina Faso",
"device_hash": "4e5dac7c371956d9976a8bb8f279af3a63441348745bfe36391bee5157a08ad1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/3.1)",
"session_id": "3ffce0e7-4fac-41a0-973e-5bf16b156f08",
"risk_score": 67.34,
"confidence": 0.76
} | 72.63.119.1 | 126.164.57.132 | null | null | null | No additional info | Firewall allow TCP traffic from 72.63.119.1:18043 to 126.164.57.132:766 No additional info | allow | 836,897 | TCP | null | null | null | null | null | null | null | null | 18,043 | 766 | 2,441 | null | null | null | null | null | null | null |
730ef2c7-b122-4538-abb4-34db86dabec6 | 2025-01-13T23:52:09 | cloud | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|critical| desc=Cloud shadow_it in GCP by barrerajessica No additional info | {
"geo_location": "Venezuela",
"device_hash": "a15efb7cb797ffb95fa9a25f17992b1f5b26447e3a877080b4da165c3802eb1f",
"user_agent": "Opera/8.46.(X11; Linux x86_64; mai-IN) Presto/2.9.160 Version/10.00",
"session_id": "d344b3ab-2967-485f-afed-5e31fe19cf21",
"risk_score": 51.55,
"confidence": 0.33
} | null | null | null | null | null | No additional info | Cloud shadow_it in GCP by barrerajessica No additional info | shadow_it | null | null | barrerajessica | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-1ec50d29 |
2d1d2627-b5ad-44be-8df0-da97dc33cea5 | 2025-04-03T16:24:29 | ids_alert | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|low| desc=Palo Alto Cortex Alert: Container Escape detected from 97.104.101.92 targeting N/A No additional info | {
"geo_location": "Hong Kong",
"device_hash": "e10cd4e45fadd73e0b0ba95c74efac98595ba8b1",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/6810-11-21 08:35:02 Firefox/3.8",
"session_id": "24d365a2-0000-48f4-bc4b-96a2b7dff2b1",
"risk_score": 62.5,
"confidence": 0.03
} | 97.104.101.92 | N/A | Container Escape | SIG-5816 | Exploit | No additional info | Palo Alto Cortex Alert: Container Escape detected from 97.104.101.92 targeting N/A No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
7a781dfd-95e4-4171-a13f-06171a973821 | 2025-07-03T12:04:23 | network | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 119.192.122.16 to 10.210.30.100 No additional info | {
"geo_location": "Finland",
"device_hash": "55205a47900ce8679154e3fe26be93fd3d0eb1e4",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0.2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/14.0.850.0 Safari/535.2",
"session_id": "0af32a89-f5bb-4237-a8fe-454636809954",
"risk_score": 75.25,
"confidence": 0.15
} | 119.192.122.16 | 10.210.30.100 | null | null | null | No additional info | Network bandwidth_usage from 119.192.122.16 to 10.210.30.100 No additional info | bandwidth_usage | 81,903 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b4d0ec50-d452-448f-8bf9-180e820fcf35 | 2025-05-15T08:55:05 | firewall | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|firewall|medium| desc=Firewall drop SSH traffic from 41.225.79.167:331 to 162.158.31.189:517 Geo anomaly: Impossible travel detected | {
"geo_location": "Tunisia",
"device_hash": "22dc3f6eea82bbb7f46ba23c85b4c3c77a88ee6bd9076d1044e69b2f8e2b62fc",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/534.1 (KHTML, like Gecko) CriOS/17.0.800.0 Mobile/11A007 Safari/534.1",
"session_id": "14a83c70-db38-4e22-a8e4-e54dda097dbd",
"risk_score": 38.55,
"confidence": 0.09
} | 41.225.79.167 | 162.158.31.189 | null | null | null | Geo anomaly: Impossible travel detected | Firewall drop SSH traffic from 41.225.79.167:331 to 162.158.31.189:517 Geo anomaly: Impossible travel detected | drop | 661,517 | SSH | null | null | null | null | null | null | null | null | 331 | 517 | 1,061 | null | null | null | null | null | null | null |
4e2bb75d-d9b9-4d77-82e4-7243479ae65b | 2025-04-25T19:22:10 | ids_alert | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|medium| desc=Suricata Alert: DDoS detected from 205.238.249.211 targeting 90.200.191.133 Associated Threat Actor: APT35 noise=posts/blog | {
"geo_location": "Brazil",
"device_hash": "f834959f44a4b4a6dc79948a509d61e2",
"user_agent": "Opera/9.93.(Windows 95; ko-KR) Presto/2.9.165 Version/11.00",
"session_id": "4bb1c3a9-e419-4e5a-a8e7-b48b798ae48c",
"risk_score": 41.18,
"confidence": 0.96
} | 205.238.249.211 | 90.200.191.133 | DDoS | SIG-6704 | Policy | Associated Threat Actor: APT35 | Suricata Alert: DDoS detected from 205.238.249.211 targeting 90.200.191.133 Associated Threat Actor: APT35 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
66098ee6-2931-4045-8424-64252749da8a | 2025-06-09T18:28:33 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by chanbrian MITRE Technique: T1574.002 | {
"geo_location": "Uzbekistan",
"device_hash": "95cbd4015f18f5679059c5a033d1f91a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.0; Trident/3.1)",
"session_id": "099c5261-1cf5-4835-b07d-8b75ddb9ebb2",
"risk_score": 47.52,
"confidence": 0.41
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system adversarial_input by chanbrian MITRE Technique: T1574.002 | adversarial_input | null | null | chanbrian | null | null | null | null | null | null | null | null | null | null | null | null | model-cfc3eaca | dba7394f93f00f43cc31dad2896f54bcc88797a89f773a4703199d6a9cfe87fb | 0580b67baf58250562a0b6551b51c5c1 | null | null |
76a206d7-1536-4cc0-a98c-54f7e09785d7 | 2025-01-28T06:07:17 | network | AlienVault v5.7.0 | high | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|high| desc=Network disconnection from 23.98.175.212 to 214.203.55.218 MITRE Technique: T1134.001 noise=list/tags | {
"geo_location": "Montserrat",
"device_hash": "fa17cb07895fa2585804de65d6c8a552b92f1eef",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.32.6 (KHTML, like Gecko) Version/4.0.3 Safari/532.32.6",
"session_id": "dedc6635-06d0-44d1-8d64-ddc792394c98",
"risk_score": 60.59,
"confidence": 0.77
} | 23.98.175.212 | 214.203.55.218 | null | null | null | MITRE Technique: T1134.001 | Network disconnection from 23.98.175.212 to 214.203.55.218 MITRE Technique: T1134.001 | disconnection | 888,809 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f4b31be2-2783-43aa-8c5c-4e2a545846b7 | 2025-06-16T02:46:27 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Armenia",
"device_hash": "f556e991bf40c2a825a4411434ae2cff243230525a8480d2dc06ddbf4a653bd9",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_0 rv:6.0; fy-DE) AppleWebKit/533.43.5 (KHTML, like Gecko) Version/4.1 Safari/533.43.5",
"session_id": "7cfc1ef4-c1d9-4314-8ff0-1ab103de0180",
"risk_score": 42.92,
"confidence": 0.83
} | null | null | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | HVAC | iot-28ec6055 | 6.3 | null | null | null | null | null | null | null | null | null | null |
19b2a9c9-5873-462f-950a-a954a08a7414 | 2025-04-05T07:31:42 | auth | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|high| desc=Auth challenge for fishermark via passwordless from 187.121.6.203 MITRE Technique: T1204.002 | {
"geo_location": "Paraguay",
"device_hash": "f1e3d3a6fd00413bc74a4d115cdbff097916e07e",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_0; rv:1.9.4.20) Gecko/5785-08-12 11:19:00 Firefox/3.8",
"session_id": "1efc4013-c705-4bda-8aca-6cc6279286ec",
"risk_score": 56.29,
"confidence": 0.53
} | 187.121.6.203 | null | null | null | null | MITRE Technique: T1204.002 | Auth challenge for fishermark via passwordless from 187.121.6.203 MITRE Technique: T1204.002 | challenge | null | null | fishermark | null | null | null | null | null | null | null | null | null | null | passwordless | c2:b9:59:78:34:5c | null | null | null | null | null |
4dd07ff3-c44f-4f3c-8c29-cf237709ba1e | 2025-03-14T04:47:45 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by stephanie05 No additional info | {
"geo_location": "Zimbabwe",
"device_hash": "f5718b0bddfeb7eeeaf23b8f6126690bf4ccdd08",
"user_agent": "Opera/9.23.(X11; Linux x86_64; gd-GB) Presto/2.9.181 Version/10.00",
"session_id": "a5ce2d76-26dc-47ad-95ba-97eea016d028",
"risk_score": 26.67,
"confidence": 0.78
} | null | null | null | null | null | No additional info | AI system api_abuse by stephanie05 No additional info | api_abuse | null | null | stephanie05 | null | null | null | null | null | null | null | null | null | null | null | null | model-4522a634 | a8dc621ae6236143a909c649b8d16cae3028540a6cde4fc5c37459a1977bfc25 | 6f5c2a326ede59b894999a68ca61b95d | null | null |
ff7e4958-6174-4140-b1e2-43765d2a08cf | 2025-02-26T23:24:03 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine RDP traffic from 77.113.83.133:5919 to 203.48.85.92:319 No additional info noise=list | {
"geo_location": "Lithuania",
"device_hash": "64e5b734e590895b8c108a14ca31cd17",
"user_agent": "Opera/8.52.(Windows NT 6.0; lij-IT) Presto/2.9.182 Version/12.00",
"session_id": "cd534d30-7808-4a30-a37d-9a8e63b14e2c",
"risk_score": 59.65,
"confidence": 0.86
} | 77.113.83.133 | 203.48.85.92 | null | null | null | No additional info | Firewall quarantine RDP traffic from 77.113.83.133:5919 to 203.48.85.92:319 No additional info | quarantine | 789,708 | RDP | null | null | null | null | null | null | null | null | 5,919 | 319 | 1,489 | null | null | null | null | null | null | null |
c69785e7-fd97-41fa-a222-7dc7b9265a1c | 2025-05-21T22:57:05 | ai | OSSEC v3.7.0 | critical | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|critical| desc=AI system fine_tuning by abigail77 MITRE Technique: T1547.001 | {
"geo_location": "Ethiopia",
"device_hash": "3ba5ca7730cf90ea9a03bacc00388ccd8dbcbe57",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/5.0)",
"session_id": "16cf33ca-63e0-4f94-a09b-cbe480271258",
"risk_score": 44.64,
"confidence": 0.5
} | null | null | null | null | null | MITRE Technique: T1547.001 | AI system fine_tuning by abigail77 MITRE Technique: T1547.001 | fine_tuning | null | null | abigail77 | null | null | null | null | null | null | null | null | null | null | null | null | model-7bfcde2d | f2379f2f8abfd3126947398927fa50f0902300d3 | 25109c27705b086189b0e27f9b7d8947 | null | null |
65613be8-4446-4262-9663-0951b0073646 | 2025-07-02T07:27:51 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in Azure by erodriguez No additional info | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "a4a42fbc7e195dadccd54c27248ddab063c39b80",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.13.6 (KHTML, like Gecko) Version/4.1 Safari/532.13.6",
"session_id": "dcc48910-b0b2-4014-a709-2b33238d5eda",
"risk_score": 73,
"confidence": 0.9
} | null | null | null | null | null | No additional info | Cloud permission_escalation in Azure by erodriguez No additional info | permission_escalation | null | null | erodriguez | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-2767500c |
c88e74f4-e101-4119-9cd5-ccae00261fc9 | 2025-04-28T10:57:56 | iot | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat side_channel No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "f94a2647aa38a67ba304b43e30ab3c1de455af9ef8a24955620c422fcf2dfd50",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; lg-UG) AppleWebKit/533.13.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6533.13.3",
"session_id": "593d88d1-2966-4d87-9f28-816375a04c66",
"risk_score": 27.86,
"confidence": 0.53
} | null | null | null | null | null | No additional info | IoT device Thermostat side_channel No additional info | side_channel | null | null | null | null | null | null | null | Thermostat | iot-37e1a5fc | 8.9 | null | null | null | null | null | null | null | null | null | null |
1e356312-912a-46b3-9630-a5866e239007 | 2025-01-20T18:50:27 | cloud | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud storage_access in OCI by jodiwoodward MITRE Technique: T1218.011 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "2d8d2f94464b24f99bc47bfe85e348d3c28e404f",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 4_2_1 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) FxiOS/16.4e7280.0 Mobile/84L224 Safari/533.2",
"session_id": "45c6df2a-f33a-4d11-bc88-4a355a7b4caf",
"risk_score": 53.86,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1218.011 | Cloud storage_access in OCI by jodiwoodward MITRE Technique: T1218.011 | storage_access | null | null | jodiwoodward | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-01782f85 |
6a85ddff-e8d5-478b-8c36-ee1b2760e11f | 2025-04-19T18:02:52 | iot | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|low| desc=IoT device Camera battery_drain No additional info | {
"geo_location": "Gibraltar",
"device_hash": "c097f6bf3cc53e35fe1c771cc6d236b79e150873",
"user_agent": "Opera/9.44.(Windows NT 6.2; szl-PL) Presto/2.9.165 Version/11.00",
"session_id": "9a25c081-02a1-44d7-9d1c-bbadf7604963",
"risk_score": 46.36,
"confidence": 0.71
} | null | null | null | null | null | No additional info | IoT device Camera battery_drain No additional info | battery_drain | null | null | null | null | null | null | {
"baseline_deviation": 0.78,
"entropy": 6.62,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Camera | iot-a4fcf432 | 9.1 | null | null | null | null | null | null | null | null | null | null |
df87c271-26bb-42a1-8336-a00ee5f56de6 | 2025-05-13T04:58:55 | endpoint | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access during by davidcarroll MITRE Technique: T1486 | {
"geo_location": "Niue",
"device_hash": "24e6fe4c796618c16841627dfa187f4a",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_12_3 rv:5.0; sr-RS) AppleWebKit/534.34.6 (KHTML, like Gecko) Version/5.0 Safari/534.34.6",
"session_id": "b631342a-a50b-48b8-896c-a2919ec46727",
"risk_score": 69.13,
"confidence": 0.55
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint file_access during by davidcarroll MITRE Technique: T1486 | file_access | null | null | davidcarroll | during | 1,901 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
722e6783-3258-49b7-ad0b-61b80414e55b | 2025-07-01T22:06:19 | auth | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth locked for vegabrittany via key from 6.186.226.225 MITRE Technique: T1566.001 | Associated Threat Actor: APT34 noise=list | {
"geo_location": "Palestinian Territory",
"device_hash": "ac71e57a6c9949a88116019a1150aa1b0fd72eaa",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; ks-IN; rv:1.9.1.20) Gecko/5796-06-27 10:10:29 Firefox/7.0",
"session_id": "5e59d033-b0bd-4140-9b0d-e84ff35ba324",
"risk_score": 26.1,
"confidence": 0.77
} | 6.186.226.225 | null | null | null | null | MITRE Technique: T1566.001 | Associated Threat Actor: APT34 | Auth locked for vegabrittany via key from 6.186.226.225 MITRE Technique: T1566.001 | Associated Threat Actor: APT34 | locked | null | null | vegabrittany | null | null | null | null | null | null | null | null | null | null | key | 9c:e1:b9:cd:91:05 | null | null | null | null | null |
2606710e-b000-4302-8f5f-135a27444281 | 2025-06-18T22:45:37 | cloud | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in GCP by awilson MITRE Technique: T1543.003 | Unconventional IOC: Power consumption spikes | {
"geo_location": "Niue",
"device_hash": "15a8df38b80e39fdd0ae0ef2da1ea2640efa26d1",
"user_agent": "Mozilla/5.0 (Linux; Android 4.4.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/29.0.822.0 Safari/532.2",
"session_id": "a0bdd42a-481a-4fdf-a02a-3e4191049cda",
"risk_score": 19.7,
"confidence": 0.43
} | null | null | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: Power consumption spikes | Cloud instance_creation in GCP by awilson MITRE Technique: T1543.003 | Unconventional IOC: Power consumption spikes | instance_creation | null | null | awilson | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-d27f5e79 |
ae16c70e-7fae-4d35-9bb6-5904376fd253 | 2025-03-24T03:48:06 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth timeout for steven23 via MFA from 216.121.32.129 No additional info noise=question|artist|say | {
"geo_location": "Canada",
"device_hash": "deac98a6d7b4264cb58e0a03ce065700",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Trident/5.1)",
"session_id": "24fe7e56-988d-459a-b1f4-959304dc7355",
"risk_score": 68.53,
"confidence": 0.83
} | 216.121.32.129 | null | null | null | null | No additional info | Auth timeout for steven23 via MFA from 216.121.32.129 No additional info | timeout | null | null | steven23 | null | null | null | null | null | null | null | null | null | null | MFA | 2e:19:12:29:0d:72 | null | null | null | null | null |
d8dbae62-f53c-4d17-b1cb-f8a4a4ae7c49 | 2025-05-15T03:00:01 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow HTTPS traffic from 44.215.129.106:927 to 42.244.136.228:262 No additional info noise=list/app/blog | {
"geo_location": "Guernsey",
"device_hash": "59880bdb17da151307a6527906338378441454f6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Trident/5.1)",
"session_id": "5edcdfb1-94e2-43a3-a640-6f913314bde3",
"risk_score": 59.8,
"confidence": 0.64
} | 44.215.129.106 | 42.244.136.228 | null | null | null | No additional info | Firewall allow HTTPS traffic from 44.215.129.106:927 to 42.244.136.228:262 No additional info | allow | 377,692 | HTTPS | null | null | null | null | null | null | null | null | 927 | 262 | 2,216 | null | null | null | null | null | null | null |
8240979e-9b0f-4eb8-af4a-df9bac5da038 | 2025-02-15T00:02:12 | endpoint | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /pattern/cover.avi by paulacameron No additional info | {
"geo_location": "Mozambique",
"device_hash": "65b6fad39d862cc72fd1f3ac6f4bc2607168c492",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.1)",
"session_id": "f3bdf314-d394-4871-96cf-a95feba9a2be",
"risk_score": 59.45,
"confidence": 0.66
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /pattern/cover.avi by paulacameron No additional info | wmi_exec | null | null | paulacameron | /pattern/cover.avi | 2,011 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8a999fe1-3cb4-4285-82f3-27a57385e50c | 2021-05-20T13:27:44 | iot | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC firmware_update No additional info | {
"geo_location": "Belize",
"device_hash": "4c2c7e2a5c988a4b4f7359f5b6c528c6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/4.1)",
"session_id": "16c35767-1ec2-473c-b656-d7e9d840a3ec",
"risk_score": 54.32,
"confidence": 0
} | null | null | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | HVAC | iot-e20d1757 | 7.8 | null | null | null | null | null | null | null | null | null | null |
7415848a-4e07-4bd7-adfb-41006f7b5e7a | 2025-04-23T17:29:23 | ai | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by kandrews MITRE Technique: T1574.002 noise=V2hpdGUu | {
"geo_location": "Palestinian Territory",
"device_hash": "a958b59e7662919e05c0bf9a0655d856",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; niu-NZ) AppleWebKit/534.50.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B114 Safari/6534.50.1",
"session_id": "1bdf8380-ee93-445b-9b8f-1d51dfc2d9ae",
"risk_score": 11.5,
"confidence": 0.86
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system membership_inference by kandrews MITRE Technique: T1574.002 | membership_inference | null | null | kandrews | null | null | null | null | null | null | null | null | null | null | null | null | model-6a5d119c | 43d7f2d86fb2ca1cbf42f17c9038e7e1e14a74bead75b53df03a8039e028741a | f73b05cba58a3832405e7d8f0df532e804a7c7d2 | null | null |
29496a11-14e4-4f94-bfe4-dde2cb5f044f | 2025-07-02T06:05:29 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system api_abuse by villanuevadiane No additional info | {
"geo_location": "Martinique",
"device_hash": "41c876c2942d3bc2a6d4eb263a37af66bb472f85",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; os-RU) AppleWebKit/532.40.5 (KHTML, like Gecko) Version/4.0.5 Mobile/8B116 Safari/6532.40.5",
"session_id": "2d8a892d-7015-4cc9-8004-77058d5906c4",
"risk_score": 21.2,
"confidence": 0.04
} | null | null | null | null | null | No additional info | AI system api_abuse by villanuevadiane No additional info | api_abuse | null | null | villanuevadiane | null | null | null | null | null | null | null | null | null | null | null | null | model-bb0a0f66 | ed6737b444c1013e90289459bc9fc5b3bb0956c599d43dc82f1b305a34ffe9cd | e6542ea39090cbd514231f376a30b19a37e9bb8a | null | null |
dcff0528-3426-4800-a12b-5389df659822 | 2025-05-05T12:32:41 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in AWS by daisysanders No additional info | {
"geo_location": "Lao People's Democratic Republic",
"device_hash": "a033ba9d4c197211b9699ecab9ccc5a1",
"user_agent": "Opera/8.98.(X11; Linux i686; nan-TW) Presto/2.9.179 Version/11.00",
"session_id": "dfb751df-4444-4673-829d-b19b47bdfdc7",
"risk_score": 59.01,
"confidence": 0.23
} | null | null | null | null | null | No additional info | Cloud container_escape in AWS by daisysanders No additional info | container_escape | null | null | daisysanders | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-9c39c5c5 |
fc574632-d520-4f83-85b1-1f2234cae993 | 2025-03-16T17:07:28 | ids_alert | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|low| desc=OSSEC Alert: SQL Injection detected from 6.40.92.70 targeting 126.21.109.80 MITRE Technique: T1071.001 | {
"geo_location": "China",
"device_hash": "4e7ec5b12c413789569f10def93c0f24",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/57.0.834.0 Safari/531.0",
"session_id": "4582156c-da81-4b2b-b77b-f046a613e885",
"risk_score": 18.78,
"confidence": 0.09
} | 6.40.92.70 | 126.21.109.80 | SQL Injection | SIG-8402 | Policy | MITRE Technique: T1071.001 | OSSEC Alert: SQL Injection detected from 6.40.92.70 targeting 126.21.109.80 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 |
8ea4ad47-60bb-4461-bb17-79eb37aa8066 | 2025-01-20T20:54:16 | iot | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|high| desc=IoT device Camera unusual_activity No additional info | {
"geo_location": "Fiji",
"device_hash": "7b320fff070fa8ce0934b776aec565fe",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/38.0.815.0 Safari/533.0",
"session_id": "0a28b018-d64d-43de-bb0a-cecd736fdfd6",
"risk_score": 40.99,
"confidence": 0.8
} | null | null | null | null | null | No additional info | IoT device Camera unusual_activity No additional info | unusual_activity | null | null | null | null | null | null | null | Camera | iot-4c82f545 | 10.4 | null | null | null | null | null | null | null | null | null | null |
b042ff2d-4869-4927-93e1-1ad2c63cf45f | 2025-07-04T15:35:26 | auth | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|auth|medium| desc=Auth challenge for heatherbender via passwordless from 11.0.249.86 MITRE Technique: T1566.001 noise=notice|must|go | {
"geo_location": "Moldova",
"device_hash": "afcbe8a34fa337b9347b47f36e24de7f",
"user_agent": "Mozilla/5.0 (Linux; Android 8.0.0) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/53.0.812.0 Safari/535.1",
"session_id": "cce8b923-80e0-414d-970b-c41c2f3e3bfb",
"risk_score": 39.73,
"confidence": 0.22
} | 11.0.249.86 | null | null | null | null | MITRE Technique: T1566.001 | Auth challenge for heatherbender via passwordless from 11.0.249.86 MITRE Technique: T1566.001 | challenge | null | null | heatherbender | null | null | null | {
"baseline_deviation": 1.93,
"entropy": 3.57,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | passwordless | 7c:2b:75:98:a7:37 | null | null | null | null | null |
65e656bb-32a7-49eb-b3e0-6d0de444e892 | 2025-03-26T07:55:12 | ids_alert | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|high| desc=Suricata Alert: Port Scan detected from 220.168.195.69 targeting 146.113.162.167 Associated Threat Actor: Lazarus Group | {
"geo_location": "Guatemala",
"device_hash": "f83554b21794784d791d1db4c4b50b90fb64594d",
"user_agent": "Mozilla/5.0 (Windows 98; uk-UA; rv:1.9.2.20) Gecko/7823-10-22 15:02:56 Firefox/3.8",
"session_id": "00ad51d8-8b7e-43c6-9c9f-7b3290aee996",
"risk_score": 53.63,
"confidence": 0.26
} | 220.168.195.69 | 146.113.162.167 | Port Scan | SIG-6802 | Exploit | Associated Threat Actor: Lazarus Group | Suricata Alert: Port Scan detected from 220.168.195.69 targeting 146.113.162.167 Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
893a9b3c-0ce7-4860-a15c-c7d8eaf4857d | 2025-06-05T09:48:18 | auth | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|low| desc=Auth failed for justinreynolds via MFA from 212.191.181.35 Credential stuffing pattern detected | {
"geo_location": "Turkey",
"device_hash": "3e546f1c8d2f1576b95ac174db90ce3806397cc27add23336f2af96e8867bcc1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_8 rv:6.0; os-RU) AppleWebKit/532.3.6 (KHTML, like Gecko) Version/4.0 Safari/532.3.6",
"session_id": "16e3f790-942f-4b42-8adf-b843099e7a7c",
"risk_score": 100,
"confidence": 0.37
} | 212.191.181.35 | null | null | null | null | Credential stuffing pattern detected | Auth failed for justinreynolds via MFA from 212.191.181.35 Credential stuffing pattern detected | failed | null | null | justinreynolds | null | null | null | null | null | null | null | null | null | null | MFA | e8:2d:db:b2:13:a3 | null | null | null | null | null |
f6790447-0a72-4847-be12-9aba77a692e0 | 2025-03-16T21:23:23 | ai | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|low| desc=AI system prompt_injection by woconnor No additional info | {
"geo_location": "Botswana",
"device_hash": "b2f5d7d77d259e148a060bc5aadb608d64eb506e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/535.49.7 (KHTML, like Gecko) Version/4.1 Safari/535.49.7",
"session_id": "2fbda23a-8812-4e05-8178-222f277ca6a3",
"risk_score": 70.83,
"confidence": 0.05
} | null | null | null | null | null | No additional info | AI system prompt_injection by woconnor No additional info | prompt_injection | null | null | woconnor | null | null | null | null | null | null | null | null | null | null | null | null | model-9d632d49 | 40fbe64112da630dbf5e50091af19529986aabf4 | 4ebc8faad7fe8a503238891fcff3587a | null | null |
ad02d924-e6ab-4f25-81c7-a7932c2f3c69 | 2029-12-29T01:35:56 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network data_exfiltration from 201.196.113.73 to 212.198.36.10 No additional info | {
"geo_location": "United States of America",
"device_hash": "a29ee1d4db50bb44fd52538e7e0d34be",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.1)",
"session_id": "58ab2f61-cb7f-4ccd-b83c-0be2635c6edd",
"risk_score": 65.81,
"confidence": 0.5
} | 201.196.113.73 | 212.198.36.10 | null | null | null | No additional info | Network data_exfiltration from 201.196.113.73 to 212.198.36.10 No additional info | data_exfiltration | 94,165 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a08d279a-b307-4391-a8c5-6b0821e8c2f6 | 2025-06-25T14:34:18 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth timeout for hlee via OAuth from 215.138.71.138 No additional info | {
"geo_location": "Saint Vincent and the Grenadines",
"device_hash": "114eed0d1533da457a5b510fa44cd8b9b668f337ffcbb1b87a32dc0954c732b4",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/14.0.858.0 Safari/533.0",
"session_id": "93288870-a7b3-4362-9ce2-652995a49b1e",
"risk_score": 43.29,
"confidence": 0.67
} | 215.138.71.138 | null | null | null | null | No additional info | Auth timeout for hlee via OAuth from 215.138.71.138 No additional info | timeout | null | null | hlee | null | null | null | null | null | null | null | null | null | null | OAuth | 86:fd:81:e3:1a:6b | null | null | null | null | null |
b77a6f8d-3969-4b24-b66f-778ad58c3b47 | 2025-03-13T16:57:34 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth challenge for mitchellemily via key from 151.143.156.249 No additional info | {
"geo_location": "Panama",
"device_hash": "3e3bf90ab2b923de13d7fa379bd8a60571881393",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/20.0.829.0 Safari/533.1",
"session_id": "3598ecea-636d-47d9-a091-f4403cd69cf9",
"risk_score": 14.89,
"confidence": 0.2
} | 151.143.156.249 | null | null | null | null | No additional info | Auth challenge for mitchellemily via key from 151.143.156.249 No additional info | challenge | null | null | mitchellemily | null | null | null | null | null | null | null | null | null | null | key | df:0e:75:53:d8:e6 | null | null | null | null | null |
f1940f70-9c6c-499d-b4aa-d6176b163950 | 2025-05-04T08:18:50 | ai | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by anne66 No additional info | {
"geo_location": "Tanzania",
"device_hash": "05258e4e0af9924ca355b6f7c74c7063",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/2168-08-03 11:19:23 Firefox/9.0",
"session_id": "f16bcba0-66cd-4ec3-941f-991c3d496f95",
"risk_score": 65.11,
"confidence": 0.17
} | null | null | null | null | null | No additional info | AI system adversarial_input by anne66 No additional info | adversarial_input | null | null | anne66 | null | null | null | {
"baseline_deviation": 1.9,
"entropy": 4.8,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-d7327b4c | 32b5d39575e18b9aa1d89b9d11b036c9b409138bd0776a3aab36ff520ef948f6 | 2e864f267ed1d26debee6ed3d7d00f014ddd9f8b | null | null |
511b0f1e-2cda-4672-9e78-393fb9e0f3a1 | 2025-06-23T05:51:44 | ai | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|info| desc=AI system api_abuse by mckinneyamanda MITRE Technique: T1574.002 | {
"geo_location": "Mauritania",
"device_hash": "50c85be15a404f3f0a6db9cd2bd93d69",
"user_agent": "Opera/9.14.(Windows NT 5.2; ps-AF) Presto/2.9.168 Version/11.00",
"session_id": "fbc51090-a50c-45b5-94e3-bed9c5bda063",
"risk_score": 60.73,
"confidence": 0.74
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system api_abuse by mckinneyamanda MITRE Technique: T1574.002 | api_abuse | null | null | mckinneyamanda | null | null | null | null | null | null | null | null | null | null | null | null | model-a4cc7892 | f16864ba2d300c41a50a1d4067ba84b9 | bd233706f7869e8098c9058e198cc4c7 | null | null |
8a2950fa-076d-46a5-a23f-0dd2f36b1a56 | 2025-05-08T22:54:55 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 213.54.108.13 to 197.65.197.58 MITRE Technique: T1543.003 | Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Kazakhstan",
"device_hash": "b9431421d2a1f09a8a861cba2bb919aeb9e840f639658e25dc98239736f2436f",
"user_agent": "Opera/9.35.(X11; Linux x86_64; az-AZ) Presto/2.9.160 Version/11.00",
"session_id": "a7a91e1f-8cf7-4f43-bb2d-c4b30d9a7acb",
"risk_score": 58.7,
"confidence": 0.9
} | 213.54.108.13 | 197.65.197.58 | null | null | null | MITRE Technique: T1543.003 | Unconventional IOC: Unusual DNS TXT records | Network data_exfiltration from 213.54.108.13 to 197.65.197.58 MITRE Technique: T1543.003 | Unconventional IOC: Unusual DNS TXT records | data_exfiltration | 905,726 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0d88a917-f3bb-48f0-8f48-804ce065e867 | 2025-06-30T09:03:43 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network latency_spike from 122.79.10.147 to 209.61.77.78 Possible protocol tunneling | {
"geo_location": "Iran",
"device_hash": "a8a5058b97ab35402651092de75b9ef25887892eb1ae54ca92a3e0597b6acbb0",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; uz-UZ; rv:1.9.2.20) Gecko/4985-11-17 17:54:52 Firefox/15.0",
"session_id": "2d1d7d1d-112d-4231-bca6-e39feef9c47a",
"risk_score": 36.7,
"confidence": 0.7
} | 122.79.10.147 | 209.61.77.78 | null | null | null | Possible protocol tunneling | Network latency_spike from 122.79.10.147 to 209.61.77.78 Possible protocol tunneling | latency_spike | 374,187 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ebb60292-b5a8-4d1b-9fd2-11203c53f4a7 | 2025-06-30T22:20:08 | firewall | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|low| desc=Firewall allow SSH traffic from 113.112.73.5:996 to 221.236.139.117:16878 MITRE Technique: T1574.002 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Guam",
"device_hash": "5722f816fc6327a691732b68d9bfde61",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/16.0.813.0 Safari/536.2",
"session_id": "9251978f-9f74-411c-8379-fccb24324e1e",
"risk_score": 46.89,
"confidence": 0.19
} | 113.112.73.5 | 221.236.139.117 | null | null | null | MITRE Technique: T1574.002 | Unconventional IOC: Thermal sensor anomalies | Firewall allow SSH traffic from 113.112.73.5:996 to 221.236.139.117:16878 MITRE Technique: T1574.002 | Unconventional IOC: Thermal sensor anomalies | allow | 245,485 | SSH | null | null | null | null | {
"baseline_deviation": 2.57,
"entropy": 2.46,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 996 | 16,878 | 3,523 | null | null | null | null | null | null | null |
4522340d-8382-4f6a-979e-7c183c4e8c35 | 2025-04-25T15:34:59 | iot | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|info| desc=IoT device Camera firmware_update No additional info | {
"geo_location": "Saudi Arabia",
"device_hash": "d0a4a0a1f789b0f0f20483067d790e20918085b0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows CE; Trident/3.0)",
"session_id": "88296728-bd5b-4520-870d-bd7c6ee7c6cf",
"risk_score": 62.87,
"confidence": 0.04
} | null | null | null | null | null | No additional info | IoT device Camera firmware_update No additional info | firmware_update | null | null | null | null | null | null | null | Camera | iot-25c2ea92 | 8.4 | null | null | null | null | null | null | null | null | null | null |
35746f78-066e-4e40-a95c-0cdc47fb6d74 | 2025-04-04T21:48:54 | firewall | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|low| desc=Firewall quarantine DNS traffic from 96.170.50.223:782 to 14.33.135.184:478 MITRE Technique: T1078.004 | {
"geo_location": "Nauru",
"device_hash": "aeee26b4fbf9f0f3031a13c3d369aff1",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.1; Trident/3.1)",
"session_id": "3412d9a9-a4a3-456f-b319-b53ad23cd82c",
"risk_score": 25.6,
"confidence": 0.29
} | 96.170.50.223 | 14.33.135.184 | null | null | null | MITRE Technique: T1078.004 | Firewall quarantine DNS traffic from 96.170.50.223:782 to 14.33.135.184:478 MITRE Technique: T1078.004 | quarantine | 569,925 | DNS | null | null | null | null | null | null | null | null | 782 | 478 | 1,478 | null | null | null | null | null | null | null |
61622bf9-d3ae-41b4-9779-ba7ffca1f005 | 2025-04-15T09:40:44 | ai | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by allenjames No additional info | {
"geo_location": "Greece",
"device_hash": "68962ba833f71fcc296f02e329cf8738",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 2_2_1 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) CriOS/51.0.830.0 Mobile/56C497 Safari/534.2",
"session_id": "5b7b09e0-fed2-4fb1-b16c-0f2a38f907a4",
"risk_score": 76.65,
"confidence": 0.99
} | null | null | null | null | null | No additional info | AI system adversarial_input by allenjames No additional info | adversarial_input | null | null | allenjames | null | null | null | null | null | null | null | null | null | null | null | null | model-400e810d | 18eec1d25af7f6749eb060d4198124d86e27d81c | c92464995eac39e3c1be11b85dd5e4a99b55442cb025dc6d409f9891833c0e36 | null | null |
7bdb85c3-d6f6-4990-be89-695fbebb43a5 | 2025-01-24T23:44:31 | firewall | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny HTTPS traffic from 112.220.170.40:587 to 178.63.133.3:41416 No additional info | {
"geo_location": "Iceland",
"device_hash": "66475eb0d0c0bff5c3cce157fdb1ad41",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/532.27.7 (KHTML, like Gecko) Version/5.0.1 Safari/532.27.7",
"session_id": "79792c23-5c4a-4969-becf-0783054d2e0b",
"risk_score": 45.24,
"confidence": 0.41
} | 112.220.170.40 | 178.63.133.3 | null | null | null | No additional info | Firewall deny HTTPS traffic from 112.220.170.40:587 to 178.63.133.3:41416 No additional info | deny | 500,552 | HTTPS | null | null | null | null | null | null | null | null | 587 | 41,416 | 2,582 | null | null | null | null | null | null | null |
135c5c1c-7210-4b1e-b33a-a0dc7c6fb0cb | 2025-06-09T04:46:00 | network | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|critical| desc=Network connection from 86.0.7.44 to 10.129.227.239 Associated Threat Actor: Equation Group | {
"geo_location": "Svalbard & Jan Mayen Islands",
"device_hash": "5f7a2d34c31ef9a3ac322416f7d56645",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/534.30.7 (KHTML, like Gecko) Version/4.0.5 Safari/534.30.7",
"session_id": "88584e49-bec6-4573-b304-1c6125cb49e4",
"risk_score": 22.24,
"confidence": 0.55
} | 86.0.7.44 | 10.129.227.239 | null | null | null | Associated Threat Actor: Equation Group | Network connection from 86.0.7.44 to 10.129.227.239 Associated Threat Actor: Equation Group | connection | 509,989 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9c5549e6-1971-4272-8faf-cde73c41a5e9 | 2025-01-13T11:30:18 | cloud | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|info| desc=Cloud container_escape in GCP by phunt MITRE Technique: T1547.001 | Associated Threat Actor: DarkSide | {
"geo_location": "Vanuatu",
"device_hash": "5b6780b833e3785ca733dc1fcfe03bcb",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_7) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/45.0.878.0 Safari/532.0",
"session_id": "05f06472-59f5-412f-af3b-a3a983cfeb6a",
"risk_score": 29.37,
"confidence": 0.02
} | null | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: DarkSide | Cloud container_escape in GCP by phunt MITRE Technique: T1547.001 | Associated Threat Actor: DarkSide | container_escape | null | null | phunt | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-4430855d |
a09cd845-6e59-4512-a0aa-72e705ae3625 | 2025-01-26T06:45:56 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by iwright MITRE Technique: T1547.001 | {
"geo_location": "Palestinian Territory",
"device_hash": "fb14932dbe85625a83c8edc4f4be335ab993be40",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.0)",
"session_id": "b6c2e18e-c777-4779-aaad-660655d00124",
"risk_score": 60.19,
"confidence": 0.8
} | null | null | null | null | null | MITRE Technique: T1547.001 | AI system model_inversion by iwright MITRE Technique: T1547.001 | model_inversion | null | null | iwright | null | null | null | null | null | null | null | null | null | null | null | null | model-56744ecc | 45eb6cc20d09edd88282007a323e3a368e9b63de | 64fec9876c47280bf64f1f03cebda89d | null | null |
31a28795-8367-4170-962f-60d5ed4375c4 | 2025-04-27T09:15:20 | cloud | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in OCI by sextonlauren MITRE Technique: T1059.005 | Associated Threat Actor: Scattered Spider | Unconventional IOC: Quantum random number deviations | {
"geo_location": "France",
"device_hash": "4ba207dd9aee93561910c3dd1a382c76",
"user_agent": "Opera/8.13.(Windows 98; Win 9x 4.90; ta-IN) Presto/2.9.182 Version/11.00",
"session_id": "de94748c-c1a9-4ff2-903b-4a19921e423b",
"risk_score": 47.73,
"confidence": 0.36
} | null | null | null | null | null | MITRE Technique: T1059.005 | Associated Threat Actor: Scattered Spider | Unconventional IOC: Quantum random number deviations | Cloud storage_access in OCI by sextonlauren MITRE Technique: T1059.005 | Associated Threat Actor: Scattered Spider | Unconventional IOC: Quantum random number deviations | storage_access | null | null | sextonlauren | null | null | null | {
"baseline_deviation": 0.52,
"entropy": 5.66,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | OCI | res-dc7c9ac1 |
e31257d3-2611-4d86-bf9a-99f144c3520d | 2025-04-14T03:19:02 | ids_alert | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|critical| desc=Vectra AI Alert: Domain Fronting detected from 33.186.178.121 targeting N/A Unconventional IOC: Quantum random number deviations | {
"geo_location": "United States of America",
"device_hash": "2326ec18f911e37386218fc4bb49b75629b8556f734b67f64b73aef0690b60f2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Trident/3.0)",
"session_id": "5f14bc1a-f748-48c4-9529-59ba8d40858a",
"risk_score": 44.65,
"confidence": 0.73
} | 33.186.178.121 | N/A | Domain Fronting | SIG-9483 | Malware | Unconventional IOC: Quantum random number deviations | Vectra AI Alert: Domain Fronting detected from 33.186.178.121 targeting N/A Unconventional IOC: Quantum random number deviations | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2d064973-6f5f-4e85-8fe8-2f175ea5ff7f | 2025-04-25T21:33:24 | firewall | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny UDP traffic from 142.244.104.26:27814 to 51.62.247.77:1007 MITRE Technique: T1574.002 noise=water|understand|traditional | {
"geo_location": "Namibia",
"device_hash": "67ef2a9329e0fd601427c4e60fbb0360769dfcaf",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/24.0.890.0 Safari/531.1",
"session_id": "fbe351b3-3b7b-4a4b-8c53-bb2a89e0ae78",
"risk_score": 10.78,
"confidence": 0.8
} | 142.244.104.26 | 51.62.247.77 | null | null | null | MITRE Technique: T1574.002 | Firewall deny UDP traffic from 142.244.104.26:27814 to 51.62.247.77:1007 MITRE Technique: T1574.002 | deny | 553,673 | UDP | null | null | null | null | null | null | null | null | 27,814 | 1,007 | 2,857 | null | null | null | null | null | null | null |
19691e75-6a64-4168-acda-f47ab64b36e1 | 2025-06-29T09:22:09 | cloud | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Alibaba by jonathan43 No additional info | {
"geo_location": "Benin",
"device_hash": "e4bdf16fddcc314139a058c23e212e8ba0bb31c5",
"user_agent": "Opera/8.14.(Windows NT 11.0; pt-BR) Presto/2.9.181 Version/10.00",
"session_id": "ee4271f3-5694-4f36-9415-1695ebf3c64a",
"risk_score": 55.41,
"confidence": 0.05
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by jonathan43 No additional info | api_abuse | null | null | jonathan43 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-865d1c02 |
5f638747-0c66-499b-af0d-050885a4ebbb | 2025-01-19T00:20:28 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth failed for douglas21 via password from 142.36.106.234 No additional info | {
"geo_location": "Hong Kong",
"device_hash": "039d42f4087567f3b92018a36dd74c6924aaaa52",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/28.0.854.0 Safari/535.2",
"session_id": "23cb013f-ab60-4286-ac12-259f363fea45",
"risk_score": 59.51,
"confidence": 0.8
} | 142.36.106.234 | null | null | null | null | No additional info | Auth failed for douglas21 via password from 142.36.106.234 No additional info | failed | null | null | douglas21 | null | null | null | null | null | null | null | null | null | null | password | b5:ba:75:ce:6d:27 | null | null | null | null | null |
7c92e782-e672-4cfb-b989-5a77cb305d9f | 2025-02-25T22:28:53 | endpoint | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task live by scott49 No additional info | {
"geo_location": "Australia",
"device_hash": "bf62def214737dccf0fea8cc21c8296b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/4.0)",
"session_id": "13b770e9-ead7-46e3-a11e-c294cd8b8312",
"risk_score": 30.82,
"confidence": 0.33
} | null | null | null | null | null | No additional info | Endpoint scheduled_task live by scott49 No additional info | scheduled_task | null | null | scott49 | live | 7,672 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
57a23811-6311-4617-9c7f-099386934a07 | 2025-04-27T21:41:28 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth success for karenhall via OAuth from 43.234.246.236 No additional info | {
"geo_location": "Iran",
"device_hash": "b25bf0077ed169e1f60960d242090a0d",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/535.7.2 (KHTML, like Gecko) Version/5.0 Safari/535.7.2",
"session_id": "dc1ab82d-1168-4d0c-b38c-206389eeec20",
"risk_score": 43.03,
"confidence": 0.23
} | 43.234.246.236 | null | null | null | null | No additional info | Auth success for karenhall via OAuth from 43.234.246.236 No additional info | success | null | null | karenhall | null | null | null | null | null | null | null | null | null | null | OAuth | fd:99:7e:dd:d8:2b | null | null | null | null | null |
2b219b74-58c7-48da-b2bd-8904f8bec08a | 2025-04-03T18:05:32 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor sensor_spoofing Associated Threat Actor: TA505 | {
"geo_location": "Bermuda",
"device_hash": "dbb209208462548591405e6f7cfcfc20",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_11_6) AppleWebKit/535.0 (KHTML, like Gecko) Chrome/50.0.896.0 Safari/535.0",
"session_id": "65ef8503-2a13-4657-90b1-670cf9d2e812",
"risk_score": 55.93,
"confidence": 0.51
} | null | null | null | null | null | Associated Threat Actor: TA505 | IoT device Sensor sensor_spoofing Associated Threat Actor: TA505 | sensor_spoofing | null | null | null | null | null | null | null | Sensor | iot-bcd35d84 | 9.8 | null | null | null | null | null | null | null | null | null | null |
9a054ca8-c974-4c83-853d-8b8b8b496678 | 2025-02-22T04:24:21 | iot | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel MITRE Technique: T1547.001 | {
"geo_location": "Serbia",
"device_hash": "0cccdc66b923ac31cdc61257807f361a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ce-RU) AppleWebKit/533.45.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B112 Safari/6533.45.4",
"session_id": "78c09930-6e7c-4fba-acb3-2df8bd8ad14e",
"risk_score": 37.03,
"confidence": 0.87
} | null | null | null | null | null | MITRE Technique: T1547.001 | IoT device Camera side_channel MITRE Technique: T1547.001 | side_channel | null | null | null | null | null | null | null | Camera | iot-cdba4240 | 4.0 | null | null | null | null | null | null | null | null | null | null |
b71a3b2a-0bce-4e89-9cb1-99162c9b1444 | 2025-07-07T16:22:18 | firewall | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|low| desc=Firewall allow DNS traffic from 84.151.147.234:19310 to 82.30.85.254:188 No additional info | {
"geo_location": "Venezuela",
"device_hash": "cd1d7947a0dd09cf41f7d5c0b33c7634",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; byn-ER) AppleWebKit/534.24.6 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6534.24.6",
"session_id": "f186fff2-8981-495c-8205-b440116e776d",
"risk_score": 52.41,
"confidence": 0.55
} | 84.151.147.234 | 82.30.85.254 | null | null | null | No additional info | Firewall allow DNS traffic from 84.151.147.234:19310 to 82.30.85.254:188 No additional info | allow | 296,486 | DNS | null | null | null | null | null | null | null | null | 19,310 | 188 | 3,189 | null | null | null | null | null | null | null |
1c06a7bf-1d9f-4cdc-b9b6-6a752ce6bb02 | 2025-01-19T01:49:20 | ai | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|high| desc=AI system model_access by wheelerevan MITRE Technique: T1078.004 | {
"geo_location": "Cocos (Keeling) Islands",
"device_hash": "c9d06ec0a81d2291845c946047cf8133",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.1)",
"session_id": "d12fe11a-8d92-476f-95e2-f5b8236b072c",
"risk_score": 100,
"confidence": 0.62
} | null | null | null | null | null | MITRE Technique: T1078.004 | AI system model_access by wheelerevan MITRE Technique: T1078.004 | model_access | null | null | wheelerevan | null | null | null | null | null | null | null | null | null | null | null | null | model-8a3f0116 | 08aee3895991aea66942b9a5108b15180124cdfa | 3322ccd10244e18a4fca3557904c5e3d2834d94c | null | null |
321991b7-e885-4c55-97da-ddecc3de2527 | 2025-03-09T11:24:20 | endpoint | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task however by thomaswilson MITRE Technique: T1134.001 noise=19240F62 | {
"geo_location": "Russia",
"device_hash": "623c21fa9e1e23320b074a56bb550c72",
"user_agent": "Opera/8.18.(X11; Linux x86_64; pa-IN) Presto/2.9.174 Version/10.00",
"session_id": "670297d9-cfd7-4ee5-aa2d-c9f824962f4a",
"risk_score": 43.16,
"confidence": 0.44
} | null | null | null | null | null | MITRE Technique: T1134.001 | Endpoint scheduled_task however by thomaswilson MITRE Technique: T1134.001 | scheduled_task | null | null | thomaswilson | however | 5,024 | explorer.exe | {
"baseline_deviation": 0.63,
"entropy": 7.56,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
91ae2a37-8ecd-4b52-be42-ce3f9e4974f1 | 2025-03-23T16:43:32 | 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: Cloud API Abuse detected from 55.194.74.125 targeting 10.197.100.170 Unconventional IOC: Bios timestamp anomalies | {
"geo_location": "Bangladesh",
"device_hash": "ba7190f4341d31aaa4ae9a82cd818dd34e72fd05",
"user_agent": "Opera/9.82.(Windows NT 5.0; os-RU) Presto/2.9.173 Version/11.00",
"session_id": "cc7e0f9d-cf03-4a41-a088-ed47e53efcd4",
"risk_score": 42.57,
"confidence": 0.67
} | 55.194.74.125 | 10.197.100.170 | Cloud API Abuse | SIG-2067 | Policy | Unconventional IOC: Bios timestamp anomalies | Elastic SIEM Alert: Cloud API Abuse detected from 55.194.74.125 targeting 10.197.100.170 Unconventional IOC: Bios timestamp anomalies | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
38ce3ab4-0a09-4366-9620-f298a9852e03 | 2025-02-28T18:15:18 | firewall | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|firewall|info| desc=Firewall log-only SMB traffic from 115.87.20.167:725 to 76.219.48.71:270 No additional info | {
"geo_location": "Rwanda",
"device_hash": "17a4cacb6fa12c4ddd9c13a1998f3338e76c3983",
"user_agent": "Mozilla/5.0 (Linux; Android 2.2.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/57.0.866.0 Safari/536.2",
"session_id": "8b4a52b1-cf4e-4626-a30c-dd45d57acabe",
"risk_score": 75.1,
"confidence": 0.35
} | 115.87.20.167 | 76.219.48.71 | null | null | null | No additional info | Firewall log-only SMB traffic from 115.87.20.167:725 to 76.219.48.71:270 No additional info | log-only | 612,015 | SMB | null | null | null | null | null | null | null | null | 725 | 270 | 2,527 | null | null | null | null | null | null | null |
29248f6e-296e-4d03-8177-59012189aa2a | 2025-04-04T21:07:25 | ai | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|high| desc=AI system adversarial_input by crossmelissa No additional info | {
"geo_location": "Sudan",
"device_hash": "d7e8a0eb96075f7686055ba3f89f27372ecce3e8f40d5a0d45dd85cddc155282",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; sid-ET) AppleWebKit/531.22.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6531.22.4",
"session_id": "816e0434-1629-4093-8336-bf6472986a2e",
"risk_score": 70.59,
"confidence": 0.82
} | null | null | null | null | null | No additional info | AI system adversarial_input by crossmelissa No additional info | adversarial_input | null | null | crossmelissa | null | null | null | {
"baseline_deviation": 2.89,
"entropy": 2.15,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-1be111b4 | e7cc06400713e925b43288ff03450d0777c8eb44 | 62b4a1708ff764f82b83511a7e4814219477e06e5f9f502f6197ac051b299c68 | null | null |
bd116afe-65a0-44c8-b05f-91a5887a726b | 2025-02-25T23:21:01 | cloud | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in AWS by daniel15 MITRE Technique: T1543.003 | Associated Threat Actor: Leafminer | {
"geo_location": "Palestinian Territory",
"device_hash": "97ccf61500471f10ccd501ef0cca9b9db7923a0c",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; the-NP; rv:1.9.1.20) Gecko/5599-03-13 17:53:28 Firefox/3.8",
"session_id": "40099650-2dfd-438b-9667-09f4aff492f6",
"risk_score": 36.57,
"confidence": 0.11
} | null | null | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: Leafminer | Cloud config_change in AWS by daniel15 MITRE Technique: T1543.003 | Associated Threat Actor: Leafminer | config_change | null | null | daniel15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-2b953ff3 |
7c16523c-366b-4489-a5d8-deacf1cdde03 | 2025-04-04T17:28:22 | auth | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|info| desc=Auth success for jonesemily via OAuth from 40.39.24.253 No additional info noise=RHJpdmUgdGVuLg== | {
"geo_location": "Liberia",
"device_hash": "427ba00e822ecc3f1436ed3f2a184761a900c548",
"user_agent": "Opera/8.57.(Windows 95; wae-CH) Presto/2.9.162 Version/10.00",
"session_id": "ac48a5cb-02c6-4c76-9c92-6fd853195d1f",
"risk_score": 13.27,
"confidence": 0.54
} | 40.39.24.253 | null | null | null | null | No additional info | Auth success for jonesemily via OAuth from 40.39.24.253 No additional info | success | null | null | jonesemily | null | null | null | null | null | null | null | null | null | null | OAuth | e6:bb:d3:b2:1c:13 | null | null | null | null | null |
cd822e4b-519d-429b-9719-c6098b7ec4b6 | 2025-07-01T02:15:38 | firewall | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|medium| desc=Firewall quarantine SSH traffic from 21.205.88.91:319 to 28.73.138.189:457 No additional info noise=design|war|believe | {
"geo_location": "Madagascar",
"device_hash": "fcfef3b77b156883ddc0a60c6b2aa563",
"user_agent": "Mozilla/5.0 (Android 3.2.6; Mobile; rv:63.0) Gecko/63.0 Firefox/63.0",
"session_id": "7899da21-c558-49de-a1dc-ee8d21be0663",
"risk_score": 57.38,
"confidence": 0.34
} | 21.205.88.91 | 28.73.138.189 | null | null | null | No additional info | Firewall quarantine SSH traffic from 21.205.88.91:319 to 28.73.138.189:457 No additional info | quarantine | 727,889 | SSH | null | null | null | null | null | null | null | null | 319 | 457 | 3,385 | null | null | null | null | null | null | null |
bc652641-8500-4747-81ca-e26749f8beeb | 2025-04-26T10:58:39 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /we/father.wav by joseph63 MITRE Technique: T1486 | {
"geo_location": "Sierra Leone",
"device_hash": "3e2e3d4dcec87bd74945dde25197bf7e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.1)",
"session_id": "8c62a4e4-4f88-4bbf-9774-665cf2fd4b6f",
"risk_score": 68.44,
"confidence": 0.99
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint service_install /we/father.wav by joseph63 MITRE Technique: T1486 | service_install | null | null | joseph63 | /we/father.wav | 7,755 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d2fc7b85-c246-46e9-a458-87753206c82e | 2025-02-03T22:22:07 | cloud | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Alibaba by tiffanyosborne No additional info | {
"geo_location": "Greenland",
"device_hash": "fce1772840290334e3cc54e04ac1984dbf84a816",
"user_agent": "Opera/9.98.(X11; Linux i686; sc-IT) Presto/2.9.160 Version/11.00",
"session_id": "fec3d7ff-73b3-4e1e-9619-a603f76a0128",
"risk_score": 36.07,
"confidence": 0.98
} | null | null | null | null | null | No additional info | Cloud storage_access in Alibaba by tiffanyosborne No additional info | storage_access | null | null | tiffanyosborne | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-14714a3e |
a497ba71-0a9b-4249-af98-316703f94b68 | 2025-06-22T12:26:12 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC command_injection Associated Threat Actor: APT35 noise=search/posts/posts | {
"geo_location": "Italy",
"device_hash": "ce8d9d52cb112831e1786c5535147414",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/49.0.861.0 Mobile/89R093 Safari/536.0",
"session_id": "e9fe93c0-66ca-4561-aea3-373333ba21ac",
"risk_score": 30.83,
"confidence": 0.78
} | null | null | null | null | null | Associated Threat Actor: APT35 | IoT device HVAC command_injection Associated Threat Actor: APT35 | command_injection | null | null | null | null | null | null | null | HVAC | iot-f15904e9 | 6.3 | null | null | null | null | null | null | null | null | null | null |
90280166-bee9-4107-b0cf-77c8ac2c0e0a | 2025-03-21T13:03:46 | cloud | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Alibaba by olsonapril Unconventional IOC: Unusual DNS TXT records | {
"geo_location": "Togo",
"device_hash": "8b3ab6e864e01c6e2e5549b0ddbc50f0",
"user_agent": "Opera/8.45.(Windows NT 5.0; nl-BE) Presto/2.9.166 Version/10.00",
"session_id": "2cba4474-79fe-4052-b164-c3683902aa70",
"risk_score": 65.7,
"confidence": 0.38
} | null | null | null | null | null | Unconventional IOC: Unusual DNS TXT records | Cloud container_escape in Alibaba by olsonapril Unconventional IOC: Unusual DNS TXT records | container_escape | null | null | olsonapril | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-cf1c4b4e |
d83f9050-2c1e-48cd-b89e-2a92547b53d2 | 2029-10-22T19:57:31 | ai | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by thompsonbrenda No additional info noise=CC61D398 | {
"geo_location": "Djibouti",
"device_hash": "8e5f03c3076adc5ba1af04a83afa888086d93767",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 15_8_2 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) FxiOS/14.0j6677.0 Mobile/76K833 Safari/536.0",
"session_id": "354311d7-c2d1-47ef-b550-0426ebad0d05",
"risk_score": 58.11,
"confidence": 0.51
} | null | null | null | null | null | No additional info | AI system model_inversion by thompsonbrenda No additional info | model_inversion | null | null | thompsonbrenda | null | null | null | {
"baseline_deviation": 0.99,
"entropy": 5.1,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | model-d946c410 | da513dbbf18c7233d45b64f98a83e8f303d383cd15c41abc390f51c1dba97d1a | 1a9d78050e8089bd6157d73c8cc58ee0 | null | null |
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