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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
a7db4e57-be9d-44f1-9ec2-98c2271bfab9 | 2025-03-15T09:02:05 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device Camera physical_tamper MITRE Technique: T1071.001 | {
"geo_location": "Brazil",
"device_hash": "fad45e556a13b0e781d75b4866b69655",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/3.1)",
"session_id": "008a34c2-653b-4d78-af4d-342514efa60d",
"risk_score": 61.31,
"confidence": 0.46
} | null | null | null | null | null | MITRE Technique: T1071.001 | IoT device Camera physical_tamper MITRE Technique: T1071.001 | physical_tamper | null | null | null | null | null | null | {
"baseline_deviation": 1.75,
"entropy": 4.97,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Camera | iot-fca9d6df | 5.5 | null | null | null | null | null | null | null | null | null | null |
a657cefa-d8e6-4536-9ba0-342369d40ad1 | 2025-06-12T13:00:22 | network | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|network|info| desc=Network data_exfiltration from 52.201.197.90 to 47.156.232.136 MITRE Technique: T1204.002 | {
"geo_location": "China",
"device_hash": "ceae038e95499c40012ba10847d4090707d4a408",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/5.0)",
"session_id": "011f365b-0bf4-412c-84f9-533152d502de",
"risk_score": 58.78,
"confidence": 0.67
} | 52.201.197.90 | 47.156.232.136 | null | null | null | MITRE Technique: T1204.002 | Network data_exfiltration from 52.201.197.90 to 47.156.232.136 MITRE Technique: T1204.002 | data_exfiltration | 495,232 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3462afe3-7218-4db4-852e-eed3c45f2572 | 2025-04-28T00:50:29 | ai | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|critical| desc=AI system model_access by smithjohn MITRE Technique: T1574.002 | {
"geo_location": "Guadeloupe",
"device_hash": "79808ab89b83234a971c167aeee2dd82b9835e43",
"user_agent": "Opera/9.40.(Windows 98; Win 9x 4.90; hr-HR) Presto/2.9.172 Version/11.00",
"session_id": "4e46c497-6ab3-4cee-afdf-69fe572954b5",
"risk_score": 54.23,
"confidence": 0.33
} | null | null | null | null | null | MITRE Technique: T1574.002 | AI system model_access by smithjohn MITRE Technique: T1574.002 | model_access | null | null | smithjohn | null | null | null | null | null | null | null | null | null | null | null | null | model-55fb7708 | 0bd0eb6bee32b5bd565997728f734b4eeed9eccb16cc7d7aca2c3c33486c2e1c | 5639f4068957924af21a21fc0277e973 | null | null |
fcb779a6-3fe5-4d36-8169-fbc97dce7fd6 | 2025-03-23T07:21:44 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud crypto_mining in Azure by denise89 No additional info noise=posts | {
"geo_location": "Albania",
"device_hash": "f7bd6086203f801e9e5397fe728063aa0d36d6e2",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.0; Trident/3.0)",
"session_id": "3dab4ee0-2748-4529-8fae-00cba686340a",
"risk_score": 29.93,
"confidence": 0.29
} | null | null | null | null | null | No additional info | Cloud crypto_mining in Azure by denise89 No additional info | crypto_mining | null | null | denise89 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-5770ea62 |
7de07877-b8d3-4f92-9a43-42062ff308ce | 2025-04-13T16:25:59 | auth | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth failed for choward via biometric from 71.76.176.72 No additional info noise=UmFjZSBub3RlLg== | {
"geo_location": "Micronesia",
"device_hash": "90ea8765f59aa323d405f86af992a7b048d6f8e8",
"user_agent": "Opera/9.57.(Windows NT 6.2; ru-RU) Presto/2.9.186 Version/10.00",
"session_id": "ac35686c-c6d4-40d5-bf3f-c310c5603022",
"risk_score": 81.82,
"confidence": 0.93
} | 71.76.176.72 | null | null | null | null | No additional info | Auth failed for choward via biometric from 71.76.176.72 No additional info | failed | null | null | choward | null | null | null | null | null | null | null | null | null | null | biometric | 79:15:4f:21:01:a8 | null | null | null | null | null |
6646d6c5-7391-4d5f-9ac3-1d8483ce3732 | 2025-04-09T14:16:19 | network | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|high| desc=Network connection from 10.241.58.165 to 10.8.30.237 MITRE Technique: T1204.002 | {
"geo_location": "Macao",
"device_hash": "5a51be124da074bcb51f83b9d3f18d3adad728c1",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_7) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/40.0.833.0 Safari/531.0",
"session_id": "2a920ec6-7575-4210-b978-2aab98e07e59",
"risk_score": 55.37,
"confidence": 0.5
} | 10.241.58.165 | 10.8.30.237 | null | null | null | MITRE Technique: T1204.002 | Network connection from 10.241.58.165 to 10.8.30.237 MITRE Technique: T1204.002 | connection | 334,459 | HTTP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b7eb90b4-8004-44cb-affd-920c96fa590b | 2025-05-24T23:28:50 | auth | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|high| desc=Auth bypass for thompsonvicki via SAML from 112.165.167.55 MITRE Technique: T1059.001 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "cb7c3c9c426be269519529fd69ce81c0",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_5 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) CriOS/20.0.820.0 Mobile/39O312 Safari/536.1",
"session_id": "c15743fb-f035-4598-bf2e-a066c997ba2c",
"risk_score": 30.75,
"confidence": 0.04
} | 112.165.167.55 | null | null | null | null | MITRE Technique: T1059.001 | Auth bypass for thompsonvicki via SAML from 112.165.167.55 MITRE Technique: T1059.001 | bypass | null | null | thompsonvicki | null | null | null | null | null | null | null | null | null | null | SAML | a0:58:b8:7a:94:d8 | null | null | null | null | null |
16df71a8-f681-4cd4-9508-18a19ef73b8d | 2025-07-06T08:15:20 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud instance_creation in Azure by alexandriamedina No additional info | {
"geo_location": "Nigeria",
"device_hash": "0dda3da9db045ec6922a185b68db537599e421f1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_8_4; rv:1.9.6.20) Gecko/2505-06-11 16:42:02 Firefox/3.6.3",
"session_id": "6f46de5f-0b72-47d1-88e5-11dbf78ec6bd",
"risk_score": 85.13,
"confidence": 0.53
} | null | null | null | null | null | No additional info | Cloud instance_creation in Azure by alexandriamedina No additional info | instance_creation | null | null | alexandriamedina | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-a30726eb |
0a56d14f-47f2-41d5-a2d4-f07877d5af3d | 2025-04-25T08:54:31 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task respond by rodriguezjoseph No additional info noise=blog | {
"geo_location": "Cameroon",
"device_hash": "e721706bf13000cf5e4c641ac96553028c12f99e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.0) AppleWebKit/531.35.6 (KHTML, like Gecko) Version/4.0 Safari/531.35.6",
"session_id": "d0a81ee2-62e7-491d-ada5-1d5506834a91",
"risk_score": 61.72,
"confidence": 0.38
} | null | null | null | null | null | No additional info | Endpoint scheduled_task respond by rodriguezjoseph No additional info | scheduled_task | null | null | rodriguezjoseph | respond | 8,621 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5c80804e-f484-41a6-9e07-d314ffcfc6b5 | 2025-04-01T23:15:32 | network | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|info| desc=Network bandwidth_usage from 88.198.192.34 to 39.214.50.14 Associated Threat Actor: REvil | {
"geo_location": "Zimbabwe",
"device_hash": "c95d077a5322e96e5fd45bb336ee87468631a95d2f0ae2e2c9ff509bf17c6d0f",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_2 rv:2.0; szl-PL) AppleWebKit/531.36.3 (KHTML, like Gecko) Version/5.1 Safari/531.36.3",
"session_id": "ca8fac05-48b7-4d57-a1f1-d777813a442b",
"risk_score": 41.27,
"confidence": 0.73
} | 88.198.192.34 | 39.214.50.14 | null | null | null | Associated Threat Actor: REvil | Network bandwidth_usage from 88.198.192.34 to 39.214.50.14 Associated Threat Actor: REvil | bandwidth_usage | 316,097 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2789971e-8ad2-4db4-b914-57fcd4c14223 | 2025-01-20T12:20:47 | ids_alert | OSSEC v3.7.0 | emergency | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|emergency| desc=OSSEC Alert: Container Escape detected from 130.105.27.167 targeting N/A MITRE Technique: T1053.005 | {
"geo_location": "Albania",
"device_hash": "8a5ad50635d97701de17f187b8217b6a0cba46c1dfeea8b150fbfcfa45405feb",
"user_agent": "Mozilla/5.0 (Windows NT 6.1; fo-FO; rv:1.9.0.20) Gecko/3389-07-22 19:11:14 Firefox/3.8",
"session_id": "5d3fa065-2883-472c-9c0a-befbd738bd98",
"risk_score": 35.91,
"confidence": 0.58
} | 130.105.27.167 | N/A | Container Escape | SIG-6113 | Recon | MITRE Technique: T1053.005 | OSSEC Alert: Container Escape detected from 130.105.27.167 targeting N/A MITRE Technique: T1053.005 | null | null | null | null | null | null | null | {
"baseline_deviation": 0.99,
"entropy": 6.41,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
d1105613-00c5-4413-aba0-36ee58148a02 | 2025-06-21T06:11:35 | auth | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|high| desc=Auth failed for gonzalesfelicia via password from 97.30.96.121 No additional info | {
"geo_location": "Myanmar",
"device_hash": "5c7f5d61b65cac8e15e446775bd8bb062fbd9c8b997f83075b036e8e3b5bded4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/5.1)",
"session_id": "77c67cc3-2223-4301-a2da-3d556c713548",
"risk_score": 71.19,
"confidence": 0.39
} | 97.30.96.121 | null | null | null | null | No additional info | Auth failed for gonzalesfelicia via password from 97.30.96.121 No additional info | failed | null | null | gonzalesfelicia | null | null | null | null | null | null | null | null | null | null | password | 1d:f1:89:4d:9a:94 | null | null | null | null | null |
775aee89-6be2-4fad-a401-59fa3b8b824b | 2025-01-13T09:29:39 | cloud | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in OCI by laura58 MITRE Technique: T1204.002 | {
"geo_location": "British Virgin Islands",
"device_hash": "64052b8b12a0a5990193f67a025b2bbd346e2ed60479715f3de6505116146ed7",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 16_7_7 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/13.0.819.0 Mobile/49W502 Safari/536.0",
"session_id": "26c08070-4bc0-48f5-92e9-f6bb28c53382",
"risk_score": 59.6,
"confidence": 0.64
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud permission_escalation in OCI by laura58 MITRE Technique: T1204.002 | permission_escalation | null | null | laura58 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-07f2f41b |
bad5ad4a-127b-4b8f-8b6c-4340938b3a7d | 2025-07-09T02:00:11 | network | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 44.169.197.31 to 25.41.73.254 MITRE Technique: T1071.001 | {
"geo_location": "Marshall Islands",
"device_hash": "0d9adcc27029a270bccdc7d529aa432eb7f45df879ec1c34aefcad18f2517bd9",
"user_agent": "Mozilla/5.0 (Windows NT 5.2) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/40.0.839.0 Safari/535.2",
"session_id": "911785b2-1076-4200-9394-e4fda6d6837e",
"risk_score": 57.63,
"confidence": 0.25
} | 44.169.197.31 | 25.41.73.254 | null | null | null | MITRE Technique: T1071.001 | Network latency_spike from 44.169.197.31 to 25.41.73.254 MITRE Technique: T1071.001 | latency_spike | 114,896 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4b78b025-a88d-4df4-8a35-995d493e7e36 | 2025-05-06T21:18:53 | auth | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|auth|low| desc=Auth locked for ashleynorman via SAML from 10.242.138.232 No additional info | {
"geo_location": "Bolivia",
"device_hash": "b1783e4f862b31aceef275a875d9d34f",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_1 rv:6.0; bo-CN) AppleWebKit/532.44.6 (KHTML, like Gecko) Version/5.0 Safari/532.44.6",
"session_id": "c7afd849-1696-48a0-a6c9-08704b7aa755",
"risk_score": 17.75,
"confidence": 0.8
} | 10.242.138.232 | null | null | null | null | No additional info | Auth locked for ashleynorman via SAML from 10.242.138.232 No additional info | locked | null | null | ashleynorman | null | null | null | null | null | null | null | null | null | null | SAML | 94:69:0f:53:9a:e9 | null | null | null | null | null |
38890028-04bc-4aff-8312-d2706a4c1a90 | 2025-03-30T12:29:10 | endpoint | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint powershell_exec fine by charlesraymond MITRE Technique: T1110.003 | {
"geo_location": "Jamaica",
"device_hash": "fffb36cdfb7f56c6c315d00d37bdb90d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 4.0; Trident/4.1)",
"session_id": "00d4226b-a1eb-41ac-9b7f-d46f4b2527f4",
"risk_score": 42.37,
"confidence": 0.8
} | null | null | null | null | null | MITRE Technique: T1110.003 | Endpoint powershell_exec fine by charlesraymond MITRE Technique: T1110.003 | powershell_exec | null | null | charlesraymond | fine | 6,674 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
06e7f48c-67b7-4523-8120-b701c5c44a2d | 2025-02-07T19:51:21 | auth | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|low| desc=Auth challenge for dianamccall via key from 216.9.128.240 No additional info | {
"geo_location": "South Africa",
"device_hash": "ff74a3bd22f8fbaa15f659d25c55dda3",
"user_agent": "Mozilla/5.0 (Windows NT 6.2; wal-ET; rv:1.9.1.20) Gecko/6589-08-30 15:37:58 Firefox/3.8",
"session_id": "76aded58-c71e-41bb-a073-f91489d6aebc",
"risk_score": 69.21,
"confidence": 0.41
} | 216.9.128.240 | null | null | null | null | No additional info | Auth challenge for dianamccall via key from 216.9.128.240 No additional info | challenge | null | null | dianamccall | null | null | null | null | null | null | null | null | null | null | key | dd:bf:e4:00:8a:8e | null | null | null | null | null |
5850965b-dd6e-408b-92b2-884b4371d5a8 | 2025-02-01T04:15:36 | firewall | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect HTTP traffic from 216.223.197.198:731 to 18.199.12.136:466 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "e044d499a24a783d8856dc78dfccfd4cb0d4d7455665abbbe5d24e0b30f7d0d4",
"user_agent": "Opera/8.31.(Windows NT 6.0; zu-ZA) Presto/2.9.161 Version/11.00",
"session_id": "2b33c9be-7f60-40a1-9abb-d0ce544842f3",
"risk_score": 42.86,
"confidence": 0.91
} | 216.223.197.198 | 18.199.12.136 | null | null | null | No additional info | Firewall inspect HTTP traffic from 216.223.197.198:731 to 18.199.12.136:466 No additional info | inspect | 897,385 | HTTP | null | null | null | null | null | null | null | null | 731 | 466 | 2,128 | null | null | null | null | null | null | null |
d4e5aa05-a079-49bc-ad6d-1e628a2a1eaf | 2025-04-09T18:51:45 | ai | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by mackenziestewart MITRE Technique: T1204.002 | {
"geo_location": "Afghanistan",
"device_hash": "163184915474e791581a2a0b3b5f88ad13322bab",
"user_agent": "Opera/8.55.(X11; Linux x86_64; ky-KG) Presto/2.9.170 Version/11.00",
"session_id": "5ab792d8-1f50-45a4-a0a3-ba8c1a8e3f86",
"risk_score": 48.73,
"confidence": 0.26
} | null | null | null | null | null | MITRE Technique: T1204.002 | AI system fine_tuning by mackenziestewart MITRE Technique: T1204.002 | fine_tuning | null | null | mackenziestewart | null | null | null | null | null | null | null | null | null | null | null | null | model-eac691d4 | d783be42e0612e4960c0a01f97fec9ead84d558d6c21780dbc854fbeee948c3c | 930336545b07a3d79979d66ff6e96bb64236dd5c62db16dc7a5ac755a0dd498d | null | null |
b019aa9e-b189-4525-a3ac-05b4c7f44dc6 | 2026-10-05T05:14:57 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for bakertonya via password from 32.227.14.147 No additional info | {
"geo_location": "Saint Helena",
"device_hash": "2e7ec686ffa93cbf6d1cd8cb37875494",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/11.7p1669.0 Mobile/91T044 Safari/532.2",
"session_id": "85d86df7-d9eb-487b-ad13-a9c6a86c8caf",
"risk_score": 32.56,
"confidence": 0.22
} | 32.227.14.147 | null | null | null | null | No additional info | Auth locked for bakertonya via password from 32.227.14.147 No additional info | locked | null | null | bakertonya | null | null | null | null | null | null | null | null | null | null | password | f5:83:3b:32:a5:23 | null | null | null | null | null |
e15cbf78-295b-4557-b595-9b90011ba5b2 | 2025-04-24T06:09:49 | endpoint | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint persistence_mechanism southern by april84 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "763f3d366a90e04c767c6f41a2f436b6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/5.1)",
"session_id": "21988726-e20c-4f13-9a18-b6d573ee47ba",
"risk_score": 36.55,
"confidence": 0.59
} | null | null | null | null | null | No additional info | Endpoint persistence_mechanism southern by april84 No additional info | persistence_mechanism | null | null | april84 | southern | 352 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
874146b7-9ca3-4ec1-98fe-af17b2110e6d | 2025-01-29T01:26:03 | ai | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by ashley62 No additional info noise=18E711C4 | {
"geo_location": "Madagascar",
"device_hash": "3e9cca583d73be27b672809726828b4541f7ac1379082ab6d84e4e4c8eb03fb0",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/28.0.849.0 Safari/535.1",
"session_id": "8e859737-95cd-4958-b72b-fe2e9a305f34",
"risk_score": 29.31,
"confidence": 0.82
} | null | null | null | null | null | No additional info | AI system membership_inference by ashley62 No additional info | membership_inference | null | null | ashley62 | null | null | null | null | null | null | null | null | null | null | null | null | model-16262edc | e4bfcab667f0215b4eca01644ce0635d621cdd83 | 9fa0b70839b91d8f439ff2ef1d8aa400f82c2568142326a567053b5681ffc1ba | null | null |
7be7c8d4-5e21-44b9-8007-8ecb25e174f8 | 2025-05-16T14:26:01 | ai | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|low| desc=AI system model_inversion by deniseturner No additional info noise=U3VyZS4= | {
"geo_location": "Brunei Darussalam",
"device_hash": "29045b3e53e7eebd782f9981088b81d774469578470865bd47ccf7724429d4df",
"user_agent": "Mozilla/5.0 (Android 4.3; Mobile; rv:17.0) Gecko/17.0 Firefox/17.0",
"session_id": "d0dc0f2a-0a78-41cd-84b9-96036d6f7b74",
"risk_score": 59.31,
"confidence": 0.35
} | null | null | null | null | null | No additional info | AI system model_inversion by deniseturner No additional info | model_inversion | null | null | deniseturner | null | null | null | null | null | null | null | null | null | null | null | null | model-aeca8d36 | 7813b72d5fa992dbc50805566364de1e | ab06144e7714d9fa36e83e5314bc8e319e00369baa5d37fc039a062c6d116028 | null | null |
2f0181b1-5753-4842-88ae-15b98aa0acf8 | 2025-04-22T09:05:54 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install energy by sjones MITRE Technique: T1574.002 | {
"geo_location": "Sri Lanka",
"device_hash": "575ab127b7f035ce00cffefb231b9ba4",
"user_agent": "Opera/8.15.(Windows NT 11.0; fi-FI) Presto/2.9.169 Version/10.00",
"session_id": "2f92f5c3-7ffa-42a1-a769-f5b1c7c8c794",
"risk_score": 71.67,
"confidence": 0.71
} | null | null | null | null | null | MITRE Technique: T1574.002 | Endpoint service_install energy by sjones MITRE Technique: T1574.002 | service_install | null | null | sjones | energy | 7,305 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eb59db66-ecee-48b6-b183-8ddcb177adb2 | 2025-05-10T23:35:48 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system adversarial_input by cheryl43 No additional info | {
"geo_location": "Syrian Arab Republic",
"device_hash": "0b40147c3826fec88b5c0c1987f82b06b65e5176",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_12_7; rv:1.9.3.20) Gecko/4307-10-24 11:56:44 Firefox/3.8",
"session_id": "fa1fffde-feea-4ace-bb4f-b79a45b6ded9",
"risk_score": 32.02,
"confidence": 0.9
} | null | null | null | null | null | No additional info | AI system adversarial_input by cheryl43 No additional info | adversarial_input | null | null | cheryl43 | null | null | null | {
"baseline_deviation": 2.43,
"entropy": 4.93,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | model-7b0166a8 | 603e6d2b2526cd18b64f8b4b5bc03b8b39bd4fad7fe6ac0102e9d03593ca7b1f | 0dbba5cf56333d1a5d91f4a8c9ff1fbc | null | null |
1e9d8d6e-096f-4ad4-b140-a7c84187fa4f | 2025-06-20T07:51:04 | endpoint | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection capital by jessicapalmer MITRE Technique: T1547.001 | Fileless execution detected | {
"geo_location": "Tunisia",
"device_hash": "c2d55d83de4d1fd48628cbff69d31bb1757c32d7",
"user_agent": "Opera/8.57.(Windows 98; Win 9x 4.90; wo-SN) Presto/2.9.190 Version/12.00",
"session_id": "b0d02522-0574-4221-a821-3122a8780d88",
"risk_score": 51.76,
"confidence": 0.44
} | null | null | null | null | null | MITRE Technique: T1547.001 | Fileless execution detected | Endpoint memory_injection capital by jessicapalmer MITRE Technique: T1547.001 | Fileless execution detected | memory_injection | null | null | jessicapalmer | capital | 9,628 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9875fde1-7084-4255-b491-824df31420f3 | 2025-06-20T18:40:20 | auth | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth failed for awang via MFA from 91.86.118.215 No additional info | {
"geo_location": "Vietnam",
"device_hash": "984e058fc83fc7df5147e163f8129c459fa9d07a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.0; Trident/3.1)",
"session_id": "35106756-fa7d-4426-a882-e020cb6b5115",
"risk_score": 31.33,
"confidence": 0.83
} | 91.86.118.215 | null | null | null | null | No additional info | Auth failed for awang via MFA from 91.86.118.215 No additional info | failed | null | null | awang | null | null | null | null | null | null | null | null | null | null | MFA | a1:30:40:4b:b1:23 | null | null | null | null | null |
1a353631-3a30-4097-981c-2dad02865bdd | 2025-05-20T04:13:04 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task around by opierce No additional info | {
"geo_location": "Saint Pierre and Miquelon",
"device_hash": "c96c88dc0347335843e2399fe66cb0fc",
"user_agent": "Mozilla/5.0 (Android 4.0.1; Mobile; rv:43.0) Gecko/43.0 Firefox/43.0",
"session_id": "e56bfe0e-abfd-4247-9914-b533c94c63e7",
"risk_score": 61.53,
"confidence": 0.66
} | null | null | null | null | null | No additional info | Endpoint scheduled_task around by opierce No additional info | scheduled_task | null | null | opierce | around | 7,121 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4642017f-ed37-4466-b175-4290aae337a9 | 2025-05-22T08:11:02 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Sensor command_injection No additional info | {
"geo_location": "Myanmar",
"device_hash": "ecf890298f157927ceb462095b4002fbcdfd4b99",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/534.49.6 (KHTML, like Gecko) Version/5.0 Safari/534.49.6",
"session_id": "04f50fb2-9629-43c1-8175-08144d8c784c",
"risk_score": 49.68,
"confidence": 0.39
} | null | null | null | null | null | No additional info | IoT device Sensor command_injection No additional info | command_injection | null | null | null | null | null | null | null | Sensor | iot-162a1cbd | 7.2 | null | null | null | null | null | null | null | null | null | null |
22d65f82-2ae5-4aeb-9447-a207add48bf2 | 2025-07-11T04:26:00 | ids_alert | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|high| desc=Elastic SIEM Alert: Domain Fronting detected from 10.75.178.87 targeting 45.75.111.76 No additional info | {
"geo_location": "Belarus",
"device_hash": "9dc6f05f24bf87ff416982522de9ffb8d3ab19aa",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/39.0.894.0 Safari/532.1",
"session_id": "354fe2d0-8c27-475e-965d-8983aebe43a2",
"risk_score": 57.6,
"confidence": 0.64
} | 10.75.178.87 | 45.75.111.76 | Domain Fronting | SIG-3879 | Recon | No additional info | Elastic SIEM Alert: Domain Fronting detected from 10.75.178.87 targeting 45.75.111.76 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
016f9d4a-0811-491b-9a48-899d68d109a1 | 2025-07-05T17:09:59 | cloud | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|cloud|critical| desc=Cloud permission_escalation in AWS by qmartinez No additional info noise=55A02A20 | {
"geo_location": "Bosnia and Herzegovina",
"device_hash": "a76c3f01bca3d4e2f70791471132f795",
"user_agent": "Opera/9.60.(X11; Linux i686; is-IS) Presto/2.9.177 Version/11.00",
"session_id": "98a1e379-b7a4-49e8-ad83-10f27acd80f6",
"risk_score": 23.19,
"confidence": 0.42
} | null | null | null | null | null | No additional info | Cloud permission_escalation in AWS by qmartinez No additional info | permission_escalation | null | null | qmartinez | null | null | null | {
"baseline_deviation": 2.5,
"entropy": 7.27,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | AWS | res-4a047494 |
7b129d14-868f-4e9b-8a2c-c9cf9814c122 | 2025-02-23T12:34:13 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint process_stop else by wsanders No additional info | {
"geo_location": "Gabon",
"device_hash": "7eb316c27adc77350d84aff32a54f2e9",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; lg-UG) AppleWebKit/533.5.7 (KHTML, like Gecko) Version/4.0.5 Mobile/8B111 Safari/6533.5.7",
"session_id": "b5840595-a1ba-444f-85e7-1a198c5da36e",
"risk_score": 73.58,
"confidence": 0.37
} | null | null | null | null | null | No additional info | Endpoint process_stop else by wsanders No additional info | process_stop | null | null | wsanders | else | 1,050 | svchost.exe | {
"baseline_deviation": 2.04,
"entropy": 7.66,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
c18f43bb-d4dd-4210-8fde-084a366e2923 | 2029-02-22T09:30:05 | iot | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|iot|low| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "46041cfde531ce7c8b18985ff28a592f07cde08a4284297c86bb56457a0a4294",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 14_2 like Mac OS X) AppleWebKit/533.2 (KHTML, like Gecko) CriOS/49.0.810.0 Mobile/84Q351 Safari/533.2",
"session_id": "6d2e87df-efd9-4e9b-9317-f781c70d7274",
"risk_score": 31.78,
"confidence": 0.2
} | null | null | null | null | null | No additional info | IoT device Camera side_channel No additional info | side_channel | null | null | null | null | null | null | null | Camera | iot-0983992d | 3.3 | null | null | null | null | null | null | null | null | null | null |
e3e656a8-5ce1-466e-b0d7-a721d852d1b3 | 2025-02-18T23:58:49 | ids_alert | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|critical| desc=LogRhythm Alert: Living-off-the-Land detected from 143.17.55.143 targeting N/A No additional info | {
"geo_location": "Jamaica",
"device_hash": "ab866ea1164d80657425b850f9d52431a742b3df",
"user_agent": "Opera/9.31.(X11; Linux i686; lv-LV) Presto/2.9.183 Version/11.00",
"session_id": "62819a3b-674a-4161-89b0-4d1fd76ec5ac",
"risk_score": 64.7,
"confidence": 0.55
} | 143.17.55.143 | N/A | Living-off-the-Land | SIG-5024 | Recon | No additional info | LogRhythm Alert: Living-off-the-Land detected from 143.17.55.143 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 |
3a5b89bb-6900-467f-b6c4-6557d09452b4 | 2025-02-21T15:09:36 | cloud | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in AWS by kbradford No additional info | {
"geo_location": "Nigeria",
"device_hash": "0866647955850ac8224e4eaf87b360e654f97129",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; ast-ES; rv:1.9.2.20) Gecko/2414-07-19 21:14:10 Firefox/3.8",
"session_id": "66e60ebf-03a7-4e7f-959a-66818f58337f",
"risk_score": 70.02,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Cloud api_abuse in AWS by kbradford No additional info | api_abuse | null | null | kbradford | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-54ed5349 |
563d448c-a06d-4f82-b24c-6b867e78b305 | 2025-05-05T22:51:10 | iot | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Antarctica (the territory South of 60 deg S)",
"device_hash": "b0632c29ab6feb61c41ac05bc94ca6ebeebc2770028b14d47f2f29c5b14a1ac2",
"user_agent": "Opera/9.93.(Windows NT 11.0; mr-IN) Presto/2.9.167 Version/10.00",
"session_id": "9f9b0165-cf24-4ede-8264-829b762e1ab0",
"risk_score": 29.76,
"confidence": 0.03
} | null | null | null | null | null | No additional info | IoT device Camera protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Camera | iot-f861a06f | 3.0 | null | null | null | null | null | null | null | null | null | null |
533fb1b8-9c99-4663-91d6-4654ff29d60d | 2025-01-25T04:32:18 | ids_alert | AlienVault v5.7.0 | critical | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|critical| desc=AlienVault Alert: Supply Chain Compromise detected from 223.82.50.37 targeting 102.253.113.9 MITRE Technique: T1574.002 noise=stage|capital|message | {
"geo_location": "Fiji",
"device_hash": "e0ed1b3a47cb36ec6414650766b682c86c3a9f09d4b38bb444ceac8232883fbc",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 11.0; Trident/3.0)",
"session_id": "3eb6bf96-3cf5-46fd-ab8f-6484e5cf556e",
"risk_score": 40.53,
"confidence": 0.37
} | 223.82.50.37 | 102.253.113.9 | Supply Chain Compromise | SIG-1937 | Policy | MITRE Technique: T1574.002 | AlienVault Alert: Supply Chain Compromise detected from 223.82.50.37 targeting 102.253.113.9 MITRE Technique: T1574.002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9989ec1d-5a34-4077-b63a-b6da23ff6568 | 2028-05-23T14:06:41 | ai | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ai|high| desc=AI system membership_inference by gilbertadam No additional info | {
"geo_location": "Kenya",
"device_hash": "8504157f3e013f45e5f8cb33735ede75d50c8bef",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows CE; Trident/4.1)",
"session_id": "b123877b-edef-489b-aab0-9cc97ec00b60",
"risk_score": 77.02,
"confidence": 0.05
} | null | null | null | null | null | No additional info | AI system membership_inference by gilbertadam No additional info | membership_inference | null | null | gilbertadam | null | null | null | null | null | null | null | null | null | null | null | null | model-359be825 | 4ce4505d0274fe93caad1fb91cdb15d6 | 31bcbd4ba14e3b39aa1ba302082c4c83 | null | null |
67a25311-5fdd-4375-a11e-aebe665abef3 | 2025-03-16T02:08:59 | auth | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for smithmichelle via passwordless from 157.103.21.123 Credential stuffing pattern detected | {
"geo_location": "San Marino",
"device_hash": "b89f99d47bffe2a76074037e9bc6357ca55e411c",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/33.0.826.0 Safari/535.1",
"session_id": "9399eaf0-2af5-4ef8-a913-22c954d8ed1c",
"risk_score": 28.11,
"confidence": 0.06
} | 157.103.21.123 | null | null | null | null | Credential stuffing pattern detected | Auth timeout for smithmichelle via passwordless from 157.103.21.123 Credential stuffing pattern detected | timeout | null | null | smithmichelle | null | null | null | null | null | null | null | null | null | null | passwordless | cb:80:39:d2:5f:a3 | null | null | null | null | null |
f5fa9088-2088-4a1c-bed9-562cfa46b9d6 | 2025-02-01T02:40:43 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud storage_access in GCP by andrea51 No additional info | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "427122cca5e71868229cddf16bf376718e47dd8c0290e031562099e77ad42206",
"user_agent": "Opera/9.59.(Windows NT 6.1; mni-IN) Presto/2.9.176 Version/12.00",
"session_id": "a580a7aa-e6d8-4c11-8cf1-1c20e6a7d0d7",
"risk_score": 5.37,
"confidence": 0.76
} | null | null | null | null | null | No additional info | Cloud storage_access in GCP by andrea51 No additional info | storage_access | null | null | andrea51 | null | null | null | {
"baseline_deviation": 0.9,
"entropy": 2.89,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | GCP | res-3f7362d0 |
5c3b9d7e-51a8-4b58-934c-ce07e11b95b1 | 2025-04-11T21:46:55 | cloud | Carbon Black v7.8.0 | high | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in OCI by jacob77 No additional info | {
"geo_location": "Guinea",
"device_hash": "b666df160880602ea27be262ca1112b20acb994dea3d06bf1d851f04f8ba0a26",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.22.7 (KHTML, like Gecko) Version/5.0.2 Safari/532.22.7",
"session_id": "111fee75-2f1a-4c3b-b630-20e7da38a27c",
"risk_score": 60.6,
"confidence": 0.54
} | null | null | null | null | null | No additional info | Cloud api_abuse in OCI by jacob77 No additional info | api_abuse | null | null | jacob77 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-f5817f5b |
54bddf0b-53f6-4c83-8d5f-239c587746fa | 2025-01-26T11:12:26 | endpoint | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop /garden/mouth.gif by ianvillegas Living-off-the-land technique detected | {
"geo_location": "Guyana",
"device_hash": "d0f1157af58bd3cfe189ad26d4ef8b8315d69d18bbf812c99fb0c5b89f69b17c",
"user_agent": "Opera/8.89.(X11; Linux i686; sl-SI) Presto/2.9.182 Version/11.00",
"session_id": "3f2555a2-62be-4d0f-bc7e-1203e0233ebf",
"risk_score": 80.06,
"confidence": 0.57
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint process_stop /garden/mouth.gif by ianvillegas Living-off-the-land technique detected | process_stop | null | null | ianvillegas | /garden/mouth.gif | 5,585 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
18238cb0-d005-4c9a-9835-8acd56361368 | 2025-02-05T16:25:46 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_start while by katrina54 MITRE Technique: T1190 | {
"geo_location": "Zambia",
"device_hash": "9a33dda38f101ce34a119887d39a35f4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_5 rv:5.0; ky-KG) AppleWebKit/531.13.7 (KHTML, like Gecko) Version/4.0.4 Safari/531.13.7",
"session_id": "458fb505-becf-4e0d-9cee-6817f1e68710",
"risk_score": 51.88,
"confidence": 0.7
} | null | null | null | null | null | MITRE Technique: T1190 | Endpoint process_start while by katrina54 MITRE Technique: T1190 | process_start | null | null | katrina54 | while | 3,166 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
fa9ecda6-c967-4506-9979-531cd94e3fc1 | 2025-06-26T14:53:40 | cloud | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in GCP by andrew97 MITRE Technique: T1204.002 | {
"geo_location": "Sudan",
"device_hash": "17f8a0a960e836773460070bde3df3f9",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_9) AppleWebKit/534.0 (KHTML, like Gecko) Chrome/30.0.881.0 Safari/534.0",
"session_id": "272f81f0-44d1-4251-8f3b-3c8fe2b54b91",
"risk_score": 73.43,
"confidence": 0.72
} | null | null | null | null | null | MITRE Technique: T1204.002 | Cloud container_escape in GCP by andrew97 MITRE Technique: T1204.002 | container_escape | null | null | andrew97 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-cec9f9c8 |
ddb063a5-2955-4115-ac9f-e00552ba5692 | 2025-04-11T00:05:03 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTP traffic from 87.154.4.14:113 to 221.241.89.211:20054 No additional info | {
"geo_location": "Eritrea",
"device_hash": "92412c866306a45e1769683c6cf4a58b42c39a4339fae39f203af3f4ff07caed",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.1) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/23.0.845.0 Safari/536.2",
"session_id": "a6c7ad39-0a3e-46d7-8d6c-c9e2b05ee5ba",
"risk_score": 55.37,
"confidence": 0.18
} | 87.154.4.14 | 221.241.89.211 | null | null | null | No additional info | Firewall log-only HTTP traffic from 87.154.4.14:113 to 221.241.89.211:20054 No additional info | log-only | 760,294 | HTTP | null | null | null | null | null | null | null | null | 113 | 20,054 | 1,294 | null | null | null | null | null | null | null |
02d99736-25ce-4d25-9b3b-30468703ae4a | 2025-03-28T01:27:29 | auth | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|auth|info| desc=Auth locked for smeadows via key from 49.88.28.147 No additional info | {
"geo_location": "Faroe Islands",
"device_hash": "10907538c0e85a3f051c779a40b6aa90",
"user_agent": "Mozilla/5.0 (Android 5.0.1; Mobile; rv:61.0) Gecko/61.0 Firefox/61.0",
"session_id": "77c89a8f-e027-4784-9f08-03d9a672cea8",
"risk_score": 40.32,
"confidence": 0.07
} | 49.88.28.147 | null | null | null | null | No additional info | Auth locked for smeadows via key from 49.88.28.147 No additional info | locked | null | null | smeadows | null | null | null | null | null | null | null | null | null | null | key | cf:6f:d4:94:0c:ca | null | null | null | null | null |
984f4d3d-c039-4dc9-a130-b01bdfc5b031 | 2025-03-02T03:46:22 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud api_abuse in Azure by iross No additional info | {
"geo_location": "Canada",
"device_hash": "fb9890deaf26c38be993f7d2619ebb887e3f598d94451bcf3fcc107678842fe3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/5.1)",
"session_id": "87771dfb-79a5-43eb-85f7-ddd7aad4485c",
"risk_score": 60.95,
"confidence": 0.74
} | null | null | null | null | null | No additional info | Cloud api_abuse in Azure by iross No additional info | api_abuse | null | null | iross | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-f425d3de |
a5ca4067-dfec-4982-bb39-e26d6ea9d194 | 2025-02-27T05:44:04 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow HTTP traffic from 153.1.128.75:190 to 30.244.109.199:2036 MITRE Technique: T1543.003 | {
"geo_location": "Greenland",
"device_hash": "f78507270382f3edc0014d3d9f0b267a89be7a52d6a81b242a72978b636df50e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/533.6.6 (KHTML, like Gecko) Version/5.0.1 Safari/533.6.6",
"session_id": "9b4dd39b-35c7-427b-afd0-bd910347ed5b",
"risk_score": 76.39,
"confidence": 0.09
} | 153.1.128.75 | 30.244.109.199 | null | null | null | MITRE Technique: T1543.003 | Firewall allow HTTP traffic from 153.1.128.75:190 to 30.244.109.199:2036 MITRE Technique: T1543.003 | allow | 566,218 | HTTP | null | null | null | null | null | null | null | null | 190 | 2,036 | 2,112 | null | null | null | null | null | null | null |
31e1af29-81ee-4b41-8c41-c56a235f5659 | 2025-03-04T14:34:00 | auth | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|auth|low| desc=Auth failed for catherineshea via OAuth from 72.144.75.72 No additional info | {
"geo_location": "Bhutan",
"device_hash": "196b8b6b06f707e0d5bf170d3f692b7b42c2e76d",
"user_agent": "Opera/8.83.(X11; Linux i686; lg-UG) Presto/2.9.181 Version/10.00",
"session_id": "7dce2ad7-0c41-4bd1-8fce-6c794b8276fd",
"risk_score": 48.45,
"confidence": 0.07
} | 72.144.75.72 | null | null | null | null | No additional info | Auth failed for catherineshea via OAuth from 72.144.75.72 No additional info | failed | null | null | catherineshea | null | null | null | {
"baseline_deviation": 0.87,
"entropy": 2.81,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | OAuth | 6b:04:6b:98:b7:02 | null | null | null | null | null |
bfa7f445-572b-41e0-9f61-0cabf7d12fa4 | 2025-02-04T14:13:26 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint process_stop /off/position.pages by robertvasquez No additional info noise=posts | {
"geo_location": "Spain",
"device_hash": "a35c448f5010184e5a34914b63e8284d76d73963",
"user_agent": "Mozilla/5.0 (Linux; Android 1.5) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/17.0.810.0 Safari/533.2",
"session_id": "514854cf-c086-42fa-924c-51d38a98cac3",
"risk_score": 38.97,
"confidence": 0.91
} | null | null | null | null | null | No additional info | Endpoint process_stop /off/position.pages by robertvasquez No additional info | process_stop | null | null | robertvasquez | /off/position.pages | 4,386 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ed9d7cde-6f1e-4740-bb78-3aaa5acd7971 | 2025-04-06T00:06:51 | firewall | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny ICMP traffic from 158.35.106.178:564 to 10.163.191.185:668 No additional info | {
"geo_location": "Maldives",
"device_hash": "8f0d6929880a4ff97aac4ef05efe0a8b",
"user_agent": "Opera/9.45.(Windows NT 4.0; ga-IE) Presto/2.9.176 Version/10.00",
"session_id": "35347173-6554-4a3f-8f81-244afc897177",
"risk_score": 77.46,
"confidence": 0.93
} | 158.35.106.178 | 10.163.191.185 | null | null | null | No additional info | Firewall deny ICMP traffic from 158.35.106.178:564 to 10.163.191.185:668 No additional info | deny | 625,603 | ICMP | null | null | null | null | null | null | null | null | 564 | 668 | 2,753 | null | null | null | null | null | null | null |
d3ec4618-2ab5-4c8d-bdbf-027bb6092dd7 | 2025-06-13T15:59:28 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC battery_drain No additional info | {
"geo_location": "Tonga",
"device_hash": "f1b39a3f798908d2a1cdb1b7960592e9b1359d7de19d071f1fa15f90bf51f75b",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 9_3_5 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/18.0.877.0 Mobile/90Y268 Safari/533.0",
"session_id": "0a88cad8-e1ca-40e7-9c3a-7d6c0ccc7735",
"risk_score": 24.23,
"confidence": 0.62
} | null | null | null | null | null | No additional info | IoT device HVAC battery_drain No additional info | battery_drain | null | null | null | null | null | null | null | HVAC | iot-35c5aea0 | 5.6 | null | null | null | null | null | null | null | null | null | null |
259fe331-568d-465a-a6bd-ac31a80c6341 | 2025-07-10T22:51:03 | network | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|medium| desc=Network beaconing from 123.13.182.136 to 94.46.61.151 DGA domain detected | {
"geo_location": "Ireland",
"device_hash": "23146c26d0424cb6e9faba66a60894d4078666caee2e013526dcafa7d4d01441",
"user_agent": "Opera/8.99.(X11; Linux i686; ckb-IQ) Presto/2.9.169 Version/11.00",
"session_id": "4d685537-50b8-4e5c-955e-34b4664206ef",
"risk_score": 61.24,
"confidence": 0.51
} | 123.13.182.136 | 94.46.61.151 | null | null | null | DGA domain detected | Network beaconing from 123.13.182.136 to 94.46.61.151 DGA domain detected | beaconing | 771,513 | TCP | null | null | null | null | {
"baseline_deviation": 2.39,
"entropy": 7.68,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
48c68dfc-7bd9-4364-aeef-e4a0d4fe162b | 2025-04-06T15:44:47 | auth | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|info| desc=Auth challenge for ubaird via passwordless from 147.210.139.252 No additional info | {
"geo_location": "Tokelau",
"device_hash": "d16ede67fc2f5669b77d8b4f9813555ca131fd38",
"user_agent": "Opera/9.48.(X11; Linux i686; uk-UA) Presto/2.9.186 Version/11.00",
"session_id": "03ac0ee7-8628-4b7d-95fe-717382f47344",
"risk_score": 60.62,
"confidence": 0.5
} | 147.210.139.252 | null | null | null | null | No additional info | Auth challenge for ubaird via passwordless from 147.210.139.252 No additional info | challenge | null | null | ubaird | null | null | null | null | null | null | null | null | null | null | passwordless | 55:0c:15:44:a5:6b | null | null | null | null | null |
86727ebf-e0d5-4786-8c49-672f135bf628 | 2025-01-18T14:19:09 | auth | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|auth|high| desc=Auth timeout for anthonybrown via MFA from 8.156.123.51 MITRE Technique: T1574.002 noise=none|along|record | {
"geo_location": "China",
"device_hash": "a0ba67f34f7caf53f8dcfd60f028907f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/3.0)",
"session_id": "8efb0e5b-2d8a-4ee5-a8a3-9b7211d030b2",
"risk_score": 49.68,
"confidence": 0.27
} | 8.156.123.51 | null | null | null | null | MITRE Technique: T1574.002 | Auth timeout for anthonybrown via MFA from 8.156.123.51 MITRE Technique: T1574.002 | timeout | null | null | anthonybrown | null | null | null | null | null | null | null | null | null | null | MFA | 0e:6c:e6:05:60:dc | null | null | null | null | null |
3bafc599-cb83-4e09-9296-8ae4ea011625 | 2025-05-12T06:33:52 | firewall | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|critical| desc=Firewall inspect TCP traffic from 148.52.144.85:416 to 88.78.239.190:7192 MITRE Technique: T1547.001 | Unconventional IOC: Quantum random number deviations | {
"geo_location": "Cuba",
"device_hash": "de4651fc89b7e7d57d4d2709a375b570b0b0a57d70fd2a1fd0bbfd7eab9ea2ab",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/532.49.5 (KHTML, like Gecko) Version/5.0 Safari/532.49.5",
"session_id": "a5bebbbb-213e-41bc-8efb-e35998bb6f64",
"risk_score": 33.78,
"confidence": 0.83
} | 148.52.144.85 | 88.78.239.190 | null | null | null | MITRE Technique: T1547.001 | Unconventional IOC: Quantum random number deviations | Firewall inspect TCP traffic from 148.52.144.85:416 to 88.78.239.190:7192 MITRE Technique: T1547.001 | Unconventional IOC: Quantum random number deviations | inspect | 89,560 | TCP | null | null | null | null | null | null | null | null | 416 | 7,192 | 2,040 | null | null | null | null | null | null | null |
36ad93df-3596-40d3-bacb-679b28b48b7d | 2025-02-22T06:10:31 | iot | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|medium| desc=IoT device HVAC firmware_update Unconventional IOC: Bios timestamp anomalies noise=tags/tags | {
"geo_location": "Switzerland",
"device_hash": "5c280459cee35a6aeea2b45d36c66001",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/6778-06-30 08:12:30 Firefox/3.8",
"session_id": "cb454c9d-e2fe-4dcd-a5a9-b031e46e9066",
"risk_score": 36.76,
"confidence": 0.84
} | null | null | null | null | null | Unconventional IOC: Bios timestamp anomalies | IoT device HVAC firmware_update Unconventional IOC: Bios timestamp anomalies | firmware_update | null | null | null | null | null | null | null | HVAC | iot-43f6e8c2 | 3.9 | null | null | null | null | null | null | null | null | null | null |
d0d8a33d-c2f5-4bd9-94e3-227d76da5bf7 | 2025-05-03T10:38:35 | ids_alert | Tanium v7.4.0 | low | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ids_alert|low| desc=Tanium Alert: Supply Chain Compromise detected from 177.126.42.41 targeting 25.201.239.103 MITRE Technique: T1543.003 | Associated Threat Actor: Inception Framework | Unconventional IOC: Unusual DNS TXT records noise=B037D3FB | {
"geo_location": "Mexico",
"device_hash": "e464af3f44e6bebb723a594d483863ed8190ce3b",
"user_agent": "Mozilla/5.0 (Android 5.0.2; Mobile; rv:13.0) Gecko/13.0 Firefox/13.0",
"session_id": "dff2e8cb-5fee-4a51-858c-33350a127f6d",
"risk_score": 51.88,
"confidence": 0.54
} | 177.126.42.41 | 25.201.239.103 | Supply Chain Compromise | SIG-7165 | Evasion | MITRE Technique: T1543.003 | Associated Threat Actor: Inception Framework | Unconventional IOC: Unusual DNS TXT records | Tanium Alert: Supply Chain Compromise detected from 177.126.42.41 targeting 25.201.239.103 MITRE Technique: T1543.003 | Associated Threat Actor: Inception Framework | Unconventional IOC: Unusual DNS TXT records | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3d9f8773-3255-4dab-919c-2ddc8328b4d0 | 2025-06-08T04:50:54 | ids_alert | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|critical| desc=Palo Alto Cortex Alert: Cloud API Abuse detected from 98.111.67.108 targeting 11.80.219.240 Unconventional IOC: Power consumption spikes noise=Q2VsbC4= | {
"geo_location": "Botswana",
"device_hash": "52584574383da0ee66dabcd1b101d130af36c056ee92a2d05bf9599d21a5defb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "7a3483ff-1644-4f17-8ada-2d8a9be532ba",
"risk_score": 69.26,
"confidence": 0.39
} | 98.111.67.108 | 11.80.219.240 | Cloud API Abuse | SIG-3906 | Policy | Unconventional IOC: Power consumption spikes | Palo Alto Cortex Alert: Cloud API Abuse detected from 98.111.67.108 targeting 11.80.219.240 Unconventional IOC: Power consumption spikes | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8c23d376-2d9d-483e-b94e-5dff291ab601 | 2025-06-19T06:58:44 | endpoint | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|high| desc=Endpoint driver_load family by justinward No additional info | {
"geo_location": "Nauru",
"device_hash": "942605ae6f70af22c52483f889eb88b6",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.0)",
"session_id": "3cb2c855-e949-4784-89de-a22fece342b7",
"risk_score": 40.71,
"confidence": 0.76
} | null | null | null | null | null | No additional info | Endpoint driver_load family by justinward No additional info | driver_load | null | null | justinward | family | 8,031 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2eb72706-f490-46f0-a543-41d8183c9436 | 2025-04-12T06:38:45 | cloud | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud instance_creation in OCI by zamorabryan No additional info | {
"geo_location": "Cyprus",
"device_hash": "98f58aebf806791783584ee290dd7b088b69b108fc7de873a24d01e5ec41b5af",
"user_agent": "Mozilla/5.0 (Android 4.0.1; Mobile; rv:38.0) Gecko/38.0 Firefox/38.0",
"session_id": "1d588cb8-0fa0-4f9a-b3f5-11703451c04b",
"risk_score": 44.28,
"confidence": 0.36
} | null | null | null | null | null | No additional info | Cloud instance_creation in OCI by zamorabryan No additional info | instance_creation | null | null | zamorabryan | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-da52f207 |
9c999c6c-4f30-4390-a86b-8fdfc6fa3740 | 2025-06-03T23:32:12 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in AWS by thomaswarner MITRE Technique: T1218.011 | Associated Threat Actor: TA505 noise=spend|area|expect | {
"geo_location": "Belize",
"device_hash": "b08cc3d97df4beef4725880e171dfa608ba3efeaee0787aba7f31aa470f5d6a1",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.1) AppleWebKit/533.10.6 (KHTML, like Gecko) Version/5.0.1 Safari/533.10.6",
"session_id": "db87f599-a22f-4d3f-b43b-e3bd047f12bb",
"risk_score": 54.51,
"confidence": 0.99
} | null | null | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: TA505 | Cloud container_escape in AWS by thomaswarner MITRE Technique: T1218.011 | Associated Threat Actor: TA505 | container_escape | null | null | thomaswarner | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-feb85d25 |
4409a714-b3b7-41d3-aeab-6d5952768312 | 2025-07-07T17:26:55 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /leader/hour.wav by pamelaking No additional info | {
"geo_location": "Guinea",
"device_hash": "2b9f7a9159af4e7ea66dd4780b6d417841fe61a5",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3.4) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/54.0.894.0 Safari/531.1",
"session_id": "8e594096-f978-4ec6-93ff-6f7269cc5be1",
"risk_score": 53.64,
"confidence": 0.64
} | null | null | null | null | null | No additional info | Endpoint driver_load /leader/hour.wav by pamelaking No additional info | driver_load | null | null | pamelaking | /leader/hour.wav | 9,109 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
09850c62-a8cb-42c5-a828-ebae14d2227e | 2025-05-17T12:17:02 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load /above/blue.css by amandathomas No additional info noise=she|edge|hot | {
"geo_location": "Chile",
"device_hash": "b333f0c473a0e0ba8c5ea5a6c69e0062",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.01; Trident/5.0)",
"session_id": "417e2297-8465-4f98-82d8-a21ac5c89cfc",
"risk_score": 18.89,
"confidence": 0.23
} | null | null | null | null | null | No additional info | Endpoint driver_load /above/blue.css by amandathomas No additional info | driver_load | null | null | amandathomas | /above/blue.css | 2,326 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
056174d3-4d81-4a58-90b1-4512d7200139 | 2025-05-25T17:56:13 | iot | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC side_channel Associated Threat Actor: BlueNoroff | Unconventional IOC: Power consumption spikes | {
"geo_location": "Honduras",
"device_hash": "9ddb1cf7d9eafc5d68812d05a66675d46f53e1488a6239850a33b57096936243",
"user_agent": "Mozilla/5.0 (Linux; Android 2.3) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/48.0.886.0 Safari/532.0",
"session_id": "ef30d068-ed54-42ae-835c-96872b8f34b9",
"risk_score": 44.7,
"confidence": 0.01
} | null | null | null | null | null | Associated Threat Actor: BlueNoroff | Unconventional IOC: Power consumption spikes | IoT device HVAC side_channel Associated Threat Actor: BlueNoroff | Unconventional IOC: Power consumption spikes | side_channel | null | null | null | null | null | null | null | HVAC | iot-c3a52c2c | 2.3 | null | null | null | null | null | null | null | null | null | null |
7f730ac3-f373-42c6-ba89-3700d87b7bcd | 2025-06-07T10:53:24 | cloud | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|high| desc=Cloud api_abuse in GCP by qcox No additional info | {
"geo_location": "Greenland",
"device_hash": "20a1e3489a3015103a44d23c05dae1af687f3d346063dc1f676a6da05341caec",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/41.0.857.0 Safari/533.0",
"session_id": "41fb3af6-f526-4ed6-b469-67f8d521981c",
"risk_score": 47.67,
"confidence": 0.61
} | null | null | null | null | null | No additional info | Cloud api_abuse in GCP by qcox No additional info | api_abuse | null | null | qcox | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-b96637dd |
1b633b35-5591-494c-a6fa-72c3be1d54bb | 2025-04-21T01:23:52 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint file_access /growth/bill.png by ramirezpeter No additional info | {
"geo_location": "Taiwan",
"device_hash": "07fa5ea8e57481802e7cf1c33b6f4621",
"user_agent": "Opera/9.90.(Windows NT 11.0; xh-ZA) Presto/2.9.190 Version/11.00",
"session_id": "681c5465-c794-4a0d-bf5b-a469dbb9764b",
"risk_score": 14.8,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Endpoint file_access /growth/bill.png by ramirezpeter No additional info | file_access | null | null | ramirezpeter | /growth/bill.png | 1,695 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
62a196f7-060a-4c40-813a-5dee6111d914 | 2025-06-16T05:40:11 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in AWS by elizabeth15 No additional info | {
"geo_location": "Hungary",
"device_hash": "679a04c47b2233f9e6791213063df49d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/3.1)",
"session_id": "09c796d9-8ce0-4f54-9b33-0430341d6825",
"risk_score": 72.16,
"confidence": 0.99
} | null | null | null | null | null | No additional info | Cloud crypto_mining in AWS by elizabeth15 No additional info | crypto_mining | null | null | elizabeth15 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-812f3cb3 |
9a9f5239-bed0-458a-bb62-64c153f08de6 | 2025-05-15T22:20:58 | network | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|medium| desc=Network bandwidth_usage from 209.23.236.78 to 16.178.180.5 DGA domain detected | {
"geo_location": "Bouvet Island (Bouvetoya)",
"device_hash": "3eab143d7b9dfdd29191177480516972",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.0; Trident/5.1)",
"session_id": "c9ce185c-aea9-485f-b77e-d8d767d66db1",
"risk_score": 58.9,
"confidence": 0.86
} | 209.23.236.78 | 16.178.180.5 | null | null | null | DGA domain detected | Network bandwidth_usage from 209.23.236.78 to 16.178.180.5 DGA domain detected | bandwidth_usage | 594,172 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dfee6926-0407-4938-9a98-adaaef3ef126 | 2025-03-17T08:52:45 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection /impact/size.jpeg by mclark No additional info | {
"geo_location": "United States of America",
"device_hash": "e9dffcc9382b105473e408c09e00502d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Trident/4.0)",
"session_id": "b5b26a3a-009a-4dd2-af45-4cf9635ebe65",
"risk_score": 66.59,
"confidence": 0.86
} | null | null | null | null | null | No additional info | Endpoint memory_injection /impact/size.jpeg by mclark No additional info | memory_injection | null | null | mclark | /impact/size.jpeg | 9,656 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
423fabe8-18ab-4b56-8aec-7d87da1e5b25 | 2025-04-24T01:27:17 | network | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|medium| desc=Network latency_spike from 10.214.94.217 to 64.57.193.206 No additional info noise=8C9544AB | {
"geo_location": "Netherlands Antilles",
"device_hash": "d6d5a29e1b41f0998cff37f1466d6e25",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98) AppleWebKit/533.14.3 (KHTML, like Gecko) Version/5.0.5 Safari/533.14.3",
"session_id": "5e080ee5-f01c-4a66-bf97-f008a56f424f",
"risk_score": 64.3,
"confidence": 0.35
} | 10.214.94.217 | 64.57.193.206 | null | null | null | No additional info | Network latency_spike from 10.214.94.217 to 64.57.193.206 No additional info | latency_spike | 866,548 | ICMP | null | null | null | null | {
"baseline_deviation": 2,
"entropy": 4.59,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
5e950077-4287-4ccc-8aca-46a6cede56c3 | 2025-01-14T08:27:04 | ai | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by gjoyce No additional info | {
"geo_location": "Pakistan",
"device_hash": "bfdc8afef7b452f7a771458c9986a2465b6454fe",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_7 rv:5.0; om-KE) AppleWebKit/532.6.3 (KHTML, like Gecko) Version/5.0.2 Safari/532.6.3",
"session_id": "391a9b17-7ea5-4fb2-8299-63df8e31a6ab",
"risk_score": 55.99,
"confidence": 0.52
} | null | null | null | null | null | No additional info | AI system membership_inference by gjoyce No additional info | membership_inference | null | null | gjoyce | null | null | null | null | null | null | null | null | null | null | null | null | model-697cfab6 | ce8cd6c24358d41affbb1851ef877b73 | 040c511514d015f16f85d54939ed5c8557478ca509e633b4a36890a4e9bb3c47 | null | null |
14333a18-6cb3-4e55-8598-f495dcecb266 | 2025-03-27T11:42:19 | ids_alert | Elastic SIEM v8.9.0 | high | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|high| desc=Elastic SIEM Alert: XSS detected from 17.202.224.217 targeting 10.32.160.45 No additional info | {
"geo_location": "Macao",
"device_hash": "1b5cddd7e5c60ab1530ba3bc4940fa77",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; st-ZA) AppleWebKit/531.40.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B114 Safari/6531.40.2",
"session_id": "892c4ef3-8a98-4f83-94a7-49a8010a5833",
"risk_score": 6.64,
"confidence": 0.52
} | 17.202.224.217 | 10.32.160.45 | XSS | SIG-7364 | Recon | No additional info | Elastic SIEM Alert: XSS detected from 17.202.224.217 targeting 10.32.160.45 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d0074a7d-f175-4750-8bd3-250779fa95aa | 2025-05-16T09:14:37 | firewall | Vectra AI v5.0.0 | low | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|low| desc=Firewall drop RDP traffic from 111.176.208.102:735 to 90.51.223.40:266 No additional info | {
"geo_location": "Netherlands Antilles",
"device_hash": "5e29d0ea71b5d9642f28f8d7ea055009",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "e3b108f3-4783-4105-b826-9000509c0bfb",
"risk_score": 55.31,
"confidence": 0.98
} | 111.176.208.102 | 90.51.223.40 | null | null | null | No additional info | Firewall drop RDP traffic from 111.176.208.102:735 to 90.51.223.40:266 No additional info | drop | 327,604 | RDP | null | null | null | null | null | null | null | null | 735 | 266 | 2,310 | null | null | null | null | null | null | null |
7dc13e46-8e99-4aac-8099-4ff2d0e0b0e0 | 2025-03-10T19:32:05 | cloud | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in Azure by patriciamolina No additional info | {
"geo_location": "Antigua and Barbuda",
"device_hash": "05ec201f33c189f75adeee467a029285c1cc04fc",
"user_agent": "Mozilla/5.0 (Windows NT 6.2) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/48.0.887.0 Safari/532.2",
"session_id": "b3446a5c-dfd1-4351-8d19-9471cf4fd5a7",
"risk_score": 64.79,
"confidence": 0.24
} | null | null | null | null | null | No additional info | Cloud storage_access in Azure by patriciamolina No additional info | storage_access | null | null | patriciamolina | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-37789de6 |
2f57dc4e-41f8-40fa-8d41-4782a075c6ae | 2025-02-17T05:57:14 | firewall | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|high| desc=Firewall drop ICMP traffic from 164.153.78.25:329 to 10.183.122.17:501 MITRE Technique: T1110.003 | {
"geo_location": "American Samoa",
"device_hash": "8c6dc3b1bd9507a7585ac2952e690da297b08054",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_6) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/16.0.840.0 Safari/535.1",
"session_id": "3c18ec79-3d76-4f78-8d15-4653e329f855",
"risk_score": 43,
"confidence": 0.26
} | 164.153.78.25 | 10.183.122.17 | null | null | null | MITRE Technique: T1110.003 | Firewall drop ICMP traffic from 164.153.78.25:329 to 10.183.122.17:501 MITRE Technique: T1110.003 | drop | 989,789 | ICMP | null | null | null | null | {
"baseline_deviation": 1.72,
"entropy": 7.45,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 329 | 501 | 3,494 | null | null | null | null | null | null | null |
44262c4a-d518-44d8-b3fb-2301650e8f8a | 2025-05-14T13:26:48 | iot | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|medium| desc=IoT device Thermostat battery_drain Associated Threat Actor: Lazarus Group noise=tags | {
"geo_location": "Bermuda",
"device_hash": "5cc703530707f85cc6f0c9bca6b7f050b8313b1f6d40bc27de342e4ccd9c5e9e",
"user_agent": "Opera/9.97.(Windows NT 11.0; bem-ZM) Presto/2.9.171 Version/11.00",
"session_id": "69f7fb6a-c18e-4665-aabc-b9f2e52ac49d",
"risk_score": 58.59,
"confidence": 0.92
} | null | null | null | null | null | Associated Threat Actor: Lazarus Group | IoT device Thermostat battery_drain Associated Threat Actor: Lazarus Group | battery_drain | null | null | null | null | null | null | null | Thermostat | iot-88d62dad | 1.4 | null | null | null | null | null | null | null | null | null | null |
ce91755e-d80a-439f-ab2d-2414a2ad2a39 | 2025-06-03T05:05:57 | endpoint | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|info| desc=Endpoint memory_injection /fact/reveal.mp3 by gardnergregory MITRE Technique: T1059.005 | {
"geo_location": "Equatorial Guinea",
"device_hash": "150ac193e0cef3f1fca79695d1249c64ff5ab371",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/534.33.2 (KHTML, like Gecko) Version/4.1 Safari/534.33.2",
"session_id": "bdf49044-088d-495d-bc08-9ae9ec02ed85",
"risk_score": 40.71,
"confidence": 0.93
} | null | null | null | null | null | MITRE Technique: T1059.005 | Endpoint memory_injection /fact/reveal.mp3 by gardnergregory MITRE Technique: T1059.005 | memory_injection | null | null | gardnergregory | /fact/reveal.mp3 | 4,682 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2882384f-537a-4397-8783-5786d1191024 | 2025-05-17T18:13:06 | firewall | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|info| desc=Firewall log-only DNS traffic from 18.178.6.71:10948 to 140.218.28.201:33188 MITRE Technique: T1204.002 | Unconventional IOC: CPU microcode changes noise=D229DD4C | {
"geo_location": "Timor-Leste",
"device_hash": "616f1f927f7f7273b44c112b6b186ab53cdf382b",
"user_agent": "Opera/8.57.(Windows NT 5.0; da-DK) Presto/2.9.176 Version/12.00",
"session_id": "ea4ad95b-16f0-435f-9e2e-f3205d9f3691",
"risk_score": 47.97,
"confidence": 0.42
} | 18.178.6.71 | 140.218.28.201 | null | null | null | MITRE Technique: T1204.002 | Unconventional IOC: CPU microcode changes | Firewall log-only DNS traffic from 18.178.6.71:10948 to 140.218.28.201:33188 MITRE Technique: T1204.002 | Unconventional IOC: CPU microcode changes | log-only | 434,533 | DNS | null | null | null | null | null | null | null | null | 10,948 | 33,188 | 2,008 | null | null | null | null | null | null | null |
6abb29a3-a9fd-4d9b-b731-753d0fff8e76 | 2025-05-07T08:29:06 | iot | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "Saint Barthelemy",
"device_hash": "e3d58d06176e695a5a3bf5f9d08ea2eb",
"user_agent": "Opera/9.99.(X11; Linux i686; hak-TW) Presto/2.9.189 Version/11.00",
"session_id": "34932b21-6ba8-40e4-a2a1-7459c7e590d2",
"risk_score": 43.53,
"confidence": 0.61
} | null | null | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | Thermostat | iot-4510260e | 5.5 | null | null | null | null | null | null | null | null | null | null |
760cce21-dbfb-4c57-86b1-cb8310e5ec94 | 2025-01-24T05:26:13 | auth | AlienVault v5.7.0 | info | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|auth|info| desc=Auth success for erinespinoza via SAML from 199.72.29.225 No additional info | {
"geo_location": "Argentina",
"device_hash": "e907fb27015de023eec6f5e6b53dfb97c8aeae20db2d32291fd6be8a283d6062",
"user_agent": "Mozilla/5.0 (Linux; Android 3.1) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/30.0.846.0 Safari/532.2",
"session_id": "ec3872ef-4f94-404b-8068-4b6b159648c7",
"risk_score": 39.08,
"confidence": 0.46
} | 199.72.29.225 | null | null | null | null | No additional info | Auth success for erinespinoza via SAML from 199.72.29.225 No additional info | success | null | null | erinespinoza | null | null | null | null | null | null | null | null | null | null | SAML | fe:43:1c:f8:0c:e8 | null | null | null | null | null |
fae98cd2-b7d8-4050-b679-7372b917a6ab | 2025-05-21T05:28:12 | firewall | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall allow ICMP traffic from 190.204.217.82:25 to 178.66.136.102:30039 No additional info | {
"geo_location": "Micronesia",
"device_hash": "d3439455d36f3d5f1edfdff17e6e9da5b6e39e79bf2cb31e6f84deaed78afe9e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 6_1_6 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) CriOS/45.0.841.0 Mobile/14B918 Safari/533.0",
"session_id": "8030fb5d-b528-49ed-ab28-e6bef23a13e6",
"risk_score": 50.87,
"confidence": 0.51
} | 190.204.217.82 | 178.66.136.102 | null | null | null | No additional info | Firewall allow ICMP traffic from 190.204.217.82:25 to 178.66.136.102:30039 No additional info | allow | 692,669 | ICMP | null | null | null | null | null | null | null | null | 25 | 30,039 | 1,458 | null | null | null | null | null | null | null |
e628c406-4695-435b-a4f4-31109ed7cb87 | 2025-07-06T16:18:43 | ai | Microsoft Sentinel v1.0.0 | info | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|info| desc=AI system fine_tuning by emaldonado MITRE Technique: T1059.001 | {
"geo_location": "Nepal",
"device_hash": "9c945e22543e33705200f9d4876daf8273b6d072a24c1d9300104cdb6097b188",
"user_agent": "Opera/9.29.(X11; Linux x86_64; unm-US) Presto/2.9.163 Version/11.00",
"session_id": "79ae96be-5045-40e1-8e2f-8c48bebd34db",
"risk_score": 67.42,
"confidence": 0.56
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system fine_tuning by emaldonado MITRE Technique: T1059.001 | fine_tuning | null | null | emaldonado | null | null | null | null | null | null | null | null | null | null | null | null | model-9bfa72d8 | cf18a4615447ab18d3e686861daccc62ea39b8d4 | 79421388b62f758970c73aaa10ccde5af9726332 | null | null |
bd5233ef-ca5d-4b60-b511-36a8feba490b | 2025-02-28T01:05:26 | network | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 107.236.143.134 to 221.181.89.111 No additional info | {
"geo_location": "Monaco",
"device_hash": "3e2c230ac3144294d12c7cda1b3bbf6f22d93889",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/4729-02-13 03:21:59 Firefox/15.0",
"session_id": "c4ac42e0-cfe4-494c-b05d-d95d3f7a3474",
"risk_score": 35.88,
"confidence": 0.85
} | 107.236.143.134 | 221.181.89.111 | null | null | null | No additional info | Network protocol_anomaly from 107.236.143.134 to 221.181.89.111 No additional info | protocol_anomaly | 20,054 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2127a83e-171e-4fb8-b317-4a46f2fc1bac | 2025-06-15T03:45:26 | ids_alert | Trellix v10.7.0 | high | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|high| desc=Trellix Alert: Living-off-the-Land detected from 124.72.101.156 targeting 80.227.147.253 Zero-day exploit pattern detected | {
"geo_location": "Guinea",
"device_hash": "28267fd3b8f98fb72c9ff64d42afcd0fbb26585e",
"user_agent": "Mozilla/5.0 (Windows NT 6.0) AppleWebKit/533.0 (KHTML, like Gecko) Chrome/60.0.839.0 Safari/533.0",
"session_id": "0c27fa7b-d937-45e4-be0e-577e6a080f80",
"risk_score": 63.94,
"confidence": 0.95
} | 124.72.101.156 | 80.227.147.253 | Living-off-the-Land | SIG-3456 | Malware | Zero-day exploit pattern detected | Trellix Alert: Living-off-the-Land detected from 124.72.101.156 targeting 80.227.147.253 Zero-day exploit pattern detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4cccaf23-8a96-4067-bcbb-59db5dbdd730 | 2025-02-14T08:40:23 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Port Scan detected from 13.170.13.229 targeting N/A MITRE Technique: T1059.001 | {
"geo_location": "Sweden",
"device_hash": "5f07bf1e87e7446f99da7392dfda22034474cbf1",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_0 rv:5.0; sv-SE) AppleWebKit/532.1.4 (KHTML, like Gecko) Version/4.0.1 Safari/532.1.4",
"session_id": "82126bda-deb0-4b6e-b1f3-e8398f03130a",
"risk_score": 23.87,
"confidence": 0.03
} | 13.170.13.229 | N/A | Port Scan | SIG-6012 | Evasion | MITRE Technique: T1059.001 | CrowdStrike Alert: Port Scan detected from 13.170.13.229 targeting N/A 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 |
9835a61e-a9dc-4593-b0d2-53386dc79cb8 | 2025-03-11T11:47:51 | auth | OSSEC v3.7.0 | high | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|auth|high| desc=Auth bypass for qbrown via biometric from 10.49.194.227 Possible golden ticket usage | {
"geo_location": "Georgia",
"device_hash": "ee44ec8141bd3b6c67247b22c3df4a31fd09c43f000c8246b066091bcc607862",
"user_agent": "Mozilla/5.0 (Android 3.2.2; Mobile; rv:45.0) Gecko/45.0 Firefox/45.0",
"session_id": "03bfbcae-e588-48a1-b71f-d5945c31aacf",
"risk_score": 31.33,
"confidence": 0.16
} | 10.49.194.227 | null | null | null | null | Possible golden ticket usage | Auth bypass for qbrown via biometric from 10.49.194.227 Possible golden ticket usage | bypass | null | null | qbrown | null | null | null | null | null | null | null | null | null | null | biometric | 71:9a:0d:42:1c:40 | null | null | null | null | null |
1b163c0e-63d0-4eda-8394-f26920c70b70 | 2025-02-19T04:42:25 | ids_alert | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|low| desc=Microsoft Sentinel Alert: DDoS detected from 155.241.1.74 targeting N/A No additional info noise=U2F2ZS4= | {
"geo_location": "United States Virgin Islands",
"device_hash": "411d9a263bb989996aff4d5b5e100fc1",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_1 rv:3.0; unm-US) AppleWebKit/534.1.7 (KHTML, like Gecko) Version/5.0 Safari/534.1.7",
"session_id": "2bde19d2-f376-4a20-999a-abc66ffe167b",
"risk_score": 61.38,
"confidence": 0.56
} | 155.241.1.74 | N/A | DDoS | SIG-5904 | Evasion | No additional info | Microsoft Sentinel Alert: DDoS detected from 155.241.1.74 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 |
8df8a03e-9b7b-415b-8443-5788a42e5e27 | 2025-02-15T05:57:22 | network | Palo Alto Cortex v3.0.0 | high | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|high| desc=Network protocol_anomaly from 10.105.184.77 to 130.43.105.37 Associated Threat Actor: Sandworm Team | Possible protocol tunneling | {
"geo_location": "Estonia",
"device_hash": "a2a271ec018ed139b9bee36fa6032fbbab03677b",
"user_agent": "Mozilla/5.0 (Windows; U; Windows 98; Win 9x 4.90) AppleWebKit/535.39.1 (KHTML, like Gecko) Version/4.0 Safari/535.39.1",
"session_id": "2e6dfed5-be38-498a-a928-0285837bfc5e",
"risk_score": 26.59,
"confidence": 0.11
} | 10.105.184.77 | 130.43.105.37 | null | null | null | Associated Threat Actor: Sandworm Team | Possible protocol tunneling | Network protocol_anomaly from 10.105.184.77 to 130.43.105.37 Associated Threat Actor: Sandworm Team | Possible protocol tunneling | protocol_anomaly | 178,246 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c9e507f1-e8ec-4289-8ec2-dfc604f2bd02 | 2025-06-25T19:46:03 | auth | Darktrace v6.0.0 | medium | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for jessica86 via biometric from 10.70.251.22 MITRE Technique: T1204.002 noise=5156575A | {
"geo_location": "Somalia",
"device_hash": "acdbb7fca8dc281ea31292972ce3c6e133eb1730176c1da9742f763d74b7d83d",
"user_agent": "Mozilla/5.0 (Android 5.1.1; Mobile; rv:15.0) Gecko/15.0 Firefox/15.0",
"session_id": "fabf3f59-eeaf-4954-9a35-1c88f5f7e05d",
"risk_score": 12.56,
"confidence": 0.76
} | 10.70.251.22 | null | null | null | null | MITRE Technique: T1204.002 | Auth timeout for jessica86 via biometric from 10.70.251.22 MITRE Technique: T1204.002 | timeout | null | null | jessica86 | null | null | null | null | null | null | null | null | null | null | biometric | 40:73:36:b6:46:b3 | null | null | null | null | null |
2da360fd-0ac8-4471-bb73-ac430b9c2a11 | 2025-02-14T15:43:08 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint service_install /daughter/knowledge.mp3 by rhenry No additional info | {
"geo_location": "Monaco",
"device_hash": "d023f055e2a7e7cdc6e8cd09bc53558a5967bba4",
"user_agent": "Opera/8.80.(X11; Linux i686; kn-IN) Presto/2.9.162 Version/12.00",
"session_id": "8941e121-8b94-4e9d-9a21-f7d170c07408",
"risk_score": 40.87,
"confidence": 0.62
} | null | null | null | null | null | No additional info | Endpoint service_install /daughter/knowledge.mp3 by rhenry No additional info | service_install | null | null | rhenry | /daughter/knowledge.mp3 | 8,003 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e00a50bf-5fd7-49c4-8490-0687d869f603 | 2025-04-21T05:22:34 | ids_alert | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|medium| desc=Microsoft Sentinel Alert: Fileless Attack detected from 72.229.14.113 targeting 10.253.48.209 No additional info | {
"geo_location": "Ireland",
"device_hash": "6de0e5c9a71825d50067afe107fd796b0dde80c3d596c24f06d06715b317ffad",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.2) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/37.0.849.0 Safari/536.2",
"session_id": "67df799a-5e74-46b2-ab2d-26f92f5dde6c",
"risk_score": 74.01,
"confidence": 0.96
} | 72.229.14.113 | 10.253.48.209 | Fileless Attack | SIG-1648 | Malware | No additional info | Microsoft Sentinel Alert: Fileless Attack detected from 72.229.14.113 targeting 10.253.48.209 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8d8abe28-c28e-42a2-a0ee-3134924587e4 | 2025-02-27T11:39:15 | iot | QRadar v7.5.0 | low | CEF:0|QRadar v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC protocol_violation No additional info | {
"geo_location": "Iran",
"device_hash": "cf43e8d4ed213862ada5c1b1a919a71dfd4ade4b0e2aba18e917660ac345d4e3",
"user_agent": "Mozilla/5.0 (Windows CE; mr-IN; rv:1.9.2.20) Gecko/3314-07-09 10:23:02 Firefox/3.6.14",
"session_id": "6e272f2d-9393-45b4-81af-62cb64fcf128",
"risk_score": 89.77,
"confidence": 0.75
} | null | null | null | null | null | No additional info | IoT device HVAC protocol_violation No additional info | protocol_violation | null | null | null | null | null | null | null | HVAC | iot-c00a0d37 | 5.5 | null | null | null | null | null | null | null | null | null | null |
cc0eb9ba-c856-4d7b-b090-46cf48130059 | 2025-06-14T14:29:05 | auth | CrowdStrike v6.45.0 | info | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|info| desc=Auth locked for xjimenez via password from 55.231.206.112 No additional info | {
"geo_location": "Central African Republic",
"device_hash": "f1bee4ea20dc72fdb67c1576700514b5",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/21.0.874.0 Safari/531.1",
"session_id": "f1539ca6-cec4-4ceb-a9ef-3f29cd10f0c5",
"risk_score": 5.6,
"confidence": 0.39
} | 55.231.206.112 | null | null | null | null | No additional info | Auth locked for xjimenez via password from 55.231.206.112 No additional info | locked | null | null | xjimenez | null | null | null | null | null | null | null | null | null | null | password | 42:9f:84:45:36:ad | null | null | null | null | null |
3e1c1d60-f4de-498f-8bf2-a6cba4ed84d3 | 2025-05-03T22:13:24 | ids_alert | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ids_alert|high| desc=Microsoft Sentinel Alert: Container Escape detected from 126.59.107.240 targeting 16.217.155.41 No additional info noise=posts/categories/categories | {
"geo_location": "Taiwan",
"device_hash": "bc6c8f0c13240fe37db017614b6da7d0f7f21c22c82b2d6aad86af666fe15564",
"user_agent": "Opera/8.10.(X11; Linux i686; ml-IN) Presto/2.9.180 Version/11.00",
"session_id": "32756b70-7354-4610-a217-ec9073877d59",
"risk_score": 54.66,
"confidence": 0.74
} | 126.59.107.240 | 16.217.155.41 | Container Escape | SIG-9397 | Policy | No additional info | Microsoft Sentinel Alert: Container Escape detected from 126.59.107.240 targeting 16.217.155.41 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
64d4c571-5cb5-4b58-aa00-14ad2a88b396 | 2025-04-09T04:40:06 | auth | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|info| desc=Auth success for charlessara via key from 9.86.47.245 No additional info | {
"geo_location": "Reunion",
"device_hash": "90647895867cf16788e93760ec4c7103f942bdc08c173ff99a804baff34bfbfa",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 6_1_6 like Mac OS X) AppleWebKit/535.2 (KHTML, like Gecko) CriOS/32.0.824.0 Mobile/03F287 Safari/535.2",
"session_id": "4b57e66f-c089-4348-b655-f8f13df60442",
"risk_score": 51.77,
"confidence": 0.98
} | 9.86.47.245 | null | null | null | null | No additional info | Auth success for charlessara via key from 9.86.47.245 No additional info | success | null | null | charlessara | null | null | null | null | null | null | null | null | null | null | key | 34:10:14:f1:fc:25 | null | null | null | null | null |
6c17f3f7-e77b-40d9-bff8-eb270dd87604 | 2025-05-12T10:05:01 | cloud | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in Azure by tkrueger No additional info | {
"geo_location": "Belarus",
"device_hash": "e1190b5820495f2a6afcb9f9fff00960c088ef700bbdcad8968dbfead56b6311",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; ky-KG; rv:1.9.1.20) Gecko/3714-01-19 12:22:55 Firefox/3.8",
"session_id": "e95f030c-4167-490f-8705-06a3feb9000a",
"risk_score": 47.54,
"confidence": 0.6
} | null | null | null | null | null | No additional info | Cloud config_change in Azure by tkrueger No additional info | config_change | null | null | tkrueger | null | null | null | {
"baseline_deviation": 1.95,
"entropy": 3.79,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-f4fe94ee |
90f5c509-6e63-4725-a27f-98a69970935b | 2025-06-22T16:39:58 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper MITRE Technique: T1547.001 | {
"geo_location": "Mali",
"device_hash": "3730e8016acd564306057d4d934d25ba8a55ce6c",
"user_agent": "Opera/9.69.(Windows NT 6.1; bem-ZM) Presto/2.9.170 Version/10.00",
"session_id": "4adc6682-719a-4f59-8fcb-3082044a5816",
"risk_score": 50.33,
"confidence": 0.81
} | null | null | null | null | null | MITRE Technique: T1547.001 | IoT device Sensor physical_tamper MITRE Technique: T1547.001 | physical_tamper | null | null | null | null | null | null | null | Sensor | iot-de702469 | 1.8 | null | null | null | null | null | null | null | null | null | null |
1dc48382-826b-406c-8681-7f7a3d93e449 | 2025-06-03T08:58:45 | iot | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|medium| desc=IoT device Medical protocol_violation Unconventional IOC: Power consumption spikes | {
"geo_location": "Gabon",
"device_hash": "a372db6f2f2b85292b9fd25a1caa0490590008371f699d7cf59a584ac0c9c554",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/4496-06-11 12:36:53 Firefox/9.0",
"session_id": "f15156a9-689e-43c0-9af2-0699c944264b",
"risk_score": 59.17,
"confidence": 0.74
} | null | null | null | null | null | Unconventional IOC: Power consumption spikes | IoT device Medical protocol_violation Unconventional IOC: Power consumption spikes | protocol_violation | null | null | null | null | null | null | null | Medical | iot-02e751fe | 2.5 | null | null | null | null | null | null | null | null | null | null |
63153cf2-ae5f-43e4-bf14-a63ad6d0531b | 2025-06-11T17:01:55 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 53.79.186.19 to 132.111.82.197 MITRE Technique: T1059.005 noise=wall|trial|quite | {
"geo_location": "Myanmar",
"device_hash": "64361b5357c1effe3fb53573ac52f01356e202b69672e6cc5631bc77bad4f7ee",
"user_agent": "Opera/8.98.(X11; Linux i686; ml-IN) Presto/2.9.172 Version/11.00",
"session_id": "d17864e9-3b70-4dab-8f08-226ac248f9cb",
"risk_score": 41.34,
"confidence": 0.85
} | 53.79.186.19 | 132.111.82.197 | null | null | null | MITRE Technique: T1059.005 | Network data_exfiltration from 53.79.186.19 to 132.111.82.197 MITRE Technique: T1059.005 | data_exfiltration | 357,433 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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