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 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0509a3b4-1c21-44e0-9add-fb0bbc61938a | 2025-03-29T18:14:16 | endpoint | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|high| desc=Endpoint memory_injection themselves by leoncolleen MITRE Technique: T1486 | {
"geo_location": "Russian Federation",
"device_hash": "cfa0c3ed70cb17b00f211e9ae9c02a5cb4c0c01d98bbdf95511d896ed982e28e",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/34.0.801.0 Safari/532.2",
"session_id": "5c6b5e18-2f6b-4a24-97ca-9aadec38f970",
"risk_score": 100,
"confidence": 0.42
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint memory_injection themselves by leoncolleen MITRE Technique: T1486 | memory_injection | null | null | leoncolleen | themselves | 6,181 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
24f0bb0b-dfde-43e2-b91b-d22a968d4abe | 2025-03-31T12:37:52 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec clear by valerie74 MITRE Technique: T1486 | {
"geo_location": "Pakistan",
"device_hash": "9bc72020714e7ec8f6114ad6d4b7bdf96857924a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.2; Trident/5.1)",
"session_id": "2fcde853-b72a-41ec-9ea3-59598debf54f",
"risk_score": 71.74,
"confidence": 0.12
} | null | null | null | null | null | MITRE Technique: T1486 | Endpoint wmi_exec clear by valerie74 MITRE Technique: T1486 | wmi_exec | null | null | valerie74 | clear | 295 | explorer.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
d633970a-fbcd-45d7-8d94-67b384233ddc | 2025-03-20T19:40:28 | ai | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|low| desc=AI system membership_inference by harrellpaula No additional info | {
"geo_location": "Namibia",
"device_hash": "4e9fc334b59b49dc9c2cccbdf98882a81e08bde6e1d816c0abec76712140687e",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_7_8 rv:2.0; bs-BA) AppleWebKit/533.33.4 (KHTML, like Gecko) Version/5.1 Safari/533.33.4",
"session_id": "0bb83ac9-4b6a-44f8-8940-44d1b24a3ed2",
"risk_score": 38.26,
"confidence": 0.85
} | null | null | null | null | null | No additional info | AI system membership_inference by harrellpaula No additional info | membership_inference | null | null | harrellpaula | null | null | null | null | null | null | null | null | null | null | null | null | model-c7b8fa01 | 236e0b4ae648de23dd48aec91cf253f1b0f93cff983f81429f4de13c71d31709 | 2880b0d0e4b60fec81af631cbf103889 | null | null |
408332b5-8717-40d8-86d0-bc79770d9397 | 2021-11-16T14:31:33 | ids_alert | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|high| desc=CrowdStrike Alert: Living-off-the-Land detected from 100.240.218.157 targeting 47.105.94.253 No additional info | {
"geo_location": "Thailand",
"device_hash": "7133c99cdc87749294703ccc190277c1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/6256-09-12 04:32:23 Firefox/3.8",
"session_id": "4d6145ee-9ea7-4d25-87f7-d9a9f37a07c6",
"risk_score": 70.51,
"confidence": 0.46
} | 100.240.218.157 | 47.105.94.253 | Living-off-the-Land | SIG-8050 | Evasion | No additional info | CrowdStrike Alert: Living-off-the-Land detected from 100.240.218.157 targeting 47.105.94.253 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c05c8b8a-8f11-4b3a-beb2-9ecad1294bf0 | 2025-03-22T17:56:01 | firewall | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall allow SSH traffic from 55.228.75.31:28076 to 28.210.169.206:824 No additional info | {
"geo_location": "British Virgin Islands",
"device_hash": "4d191c6e1309240319aa63bdcb189c6c",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.7.20) Gecko/3849-02-09 01:01:07 Firefox/3.6.9",
"session_id": "571e945c-d319-4251-9d97-2bb1ca9910d2",
"risk_score": 69.16,
"confidence": 0.69
} | 55.228.75.31 | 28.210.169.206 | null | null | null | No additional info | Firewall allow SSH traffic from 55.228.75.31:28076 to 28.210.169.206:824 No additional info | allow | 585,883 | SSH | null | null | null | null | null | null | null | null | 28,076 | 824 | 1,412 | null | null | null | null | null | null | null |
0289b776-f31d-4df2-9e90-ed7319a58932 | 2025-05-06T18:26:04 | network | Carbon Black v7.8.0 | info | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|info| desc=Network connection from 51.103.144.101 to 200.249.10.115 MITRE Technique: T1218.011 | {
"geo_location": "Jersey",
"device_hash": "9f96b3687cae075aaee1333e59c70795",
"user_agent": "Opera/9.57.(X11; Linux x86_64; fr-CA) Presto/2.9.189 Version/10.00",
"session_id": "932da0cb-fbea-4200-9637-5bd2466a2953",
"risk_score": 31.83,
"confidence": 0.63
} | 51.103.144.101 | 200.249.10.115 | null | null | null | MITRE Technique: T1218.011 | Network connection from 51.103.144.101 to 200.249.10.115 MITRE Technique: T1218.011 | connection | 257,864 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
4767c304-4a68-49ea-83f8-861ae6ce3974 | 2025-06-12T05:31:24 | cloud | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Azure by john63 Associated Threat Actor: Wizard Spider | {
"geo_location": "Estonia",
"device_hash": "cdf1b66fca2e8162e3389d816a4f1538",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/535.15.5 (KHTML, like Gecko) Version/4.0.5 Safari/535.15.5",
"session_id": "1fc4b831-fd62-4152-a7a6-d3c650742fc9",
"risk_score": 59.23,
"confidence": 0.01
} | null | null | null | null | null | Associated Threat Actor: Wizard Spider | Cloud container_escape in Azure by john63 Associated Threat Actor: Wizard Spider | container_escape | null | null | john63 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-18079d3f |
ad94e46c-ebf9-416e-8931-d27c7746c2d5 | 2025-07-06T12:51:58 | cloud | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|cloud|info| desc=Cloud crypto_mining in GCP by jenniferruiz No additional info | {
"geo_location": "Jersey",
"device_hash": "72f0ca7b06f11e02a3017d94f502db3e74e56a20",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.0)",
"session_id": "689b44f3-6ae5-4edb-a171-5c0795c5ddf2",
"risk_score": 86.72,
"confidence": 0.76
} | null | null | null | null | null | No additional info | Cloud crypto_mining in GCP by jenniferruiz No additional info | crypto_mining | null | null | jenniferruiz | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-31235446 |
8d47f765-4216-405c-a05f-66daf669410f | 2025-06-29T09:57:32 | ids_alert | Snort v2.9.20 | low | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|low| desc=Snort Alert: ICS Attack detected from 202.68.69.216 targeting N/A No additional info | {
"geo_location": "New Zealand",
"device_hash": "5b25073a91d42739500f80301b5fff4a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_2) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/41.0.877.0 Safari/534.2",
"session_id": "bf55cde6-930c-4ca1-8016-e4f7709548fc",
"risk_score": 69.53,
"confidence": 0.34
} | 202.68.69.216 | N/A | ICS Attack | SIG-3873 | Exploit | No additional info | Snort Alert: ICS Attack detected from 202.68.69.216 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 |
59ef84c2-0b7c-48d6-9f03-920cbf406e1d | 2025-04-14T01:21:56 | iot | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1204.002 | {
"geo_location": "Egypt",
"device_hash": "329693be407bdb869679b02d39af7609a4efe6609a157a8117dc9ecf8b745d0c",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.01) AppleWebKit/531.34.5 (KHTML, like Gecko) Version/4.0.5 Safari/531.34.5",
"session_id": "cf8b007c-e5dd-4028-8b06-77a3cffcacd3",
"risk_score": 29.28,
"confidence": 0.65
} | null | null | null | null | null | MITRE Technique: T1204.002 | IoT device Sensor sensor_spoofing MITRE Technique: T1204.002 | sensor_spoofing | null | null | null | null | null | null | null | Sensor | iot-39704976 | 5.3 | null | null | null | null | null | null | null | null | null | null |
8e3ad48b-933a-48d6-b433-3de31e2c45ce | 2025-04-01T09:22:24 | ai | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|critical| desc=AI system adversarial_input by hilltracey No additional info | {
"geo_location": "United States of America",
"device_hash": "7f655c47349be1035af0cfd934b6e2a2",
"user_agent": "Mozilla/5.0 (Windows NT 10.0; ts-ZA; rv:1.9.0.20) Gecko/2207-12-11 22:19:11 Firefox/7.0",
"session_id": "94740226-dbef-444a-ab9a-e88c0fe56c0f",
"risk_score": 48.64,
"confidence": 0.2
} | null | null | null | null | null | No additional info | AI system adversarial_input by hilltracey No additional info | adversarial_input | null | null | hilltracey | null | null | null | null | null | null | null | null | null | null | null | null | model-a1bb3fe0 | 89f8c9906a67790288ce1f70dc9976d2 | f2738d91406f19be88cf1183ab09f15e61658f10 | null | null |
26c50589-59bf-439b-ae1d-09ebd438adb8 | 2025-04-26T13:18:29 | ids_alert | ArcSight v7.4.0 | emergency | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|ids_alert|emergency| desc=ArcSight Alert: ICS Attack detected from 27.141.114.227 targeting 50.137.228.123 No additional info | {
"geo_location": "Isle of Man",
"device_hash": "f9f0323c13b14d0f95aa8276ba555b1b18c939450b863b78b44ca639b650febf",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/5.0)",
"session_id": "533cebc0-89f0-4e39-941b-9190e8415b27",
"risk_score": 12.54,
"confidence": 0.11
} | 27.141.114.227 | 50.137.228.123 | ICS Attack | SIG-6503 | Exploit | No additional info | ArcSight Alert: ICS Attack detected from 27.141.114.227 targeting 50.137.228.123 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1f1043df-3872-45d2-9d66-087656e0ed16 | 2025-02-15T11:55:40 | cloud | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|low| desc=Cloud lambda_execution in Azure by ilee No additional info | {
"geo_location": "Benin",
"device_hash": "8829c5268dd763a104852a3920863cbc",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 2_2_1 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) FxiOS/18.5c1846.0 Mobile/24F719 Safari/535.0",
"session_id": "93512724-88cb-4c84-bbce-abdb904b85cb",
"risk_score": 70.78,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Cloud lambda_execution in Azure by ilee No additional info | lambda_execution | null | null | ilee | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-13c8066b |
f7e2d7d8-a15f-4ecf-91c0-acf84a5a32f6 | 2025-03-10T10:56:57 | firewall | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall drop RDP traffic from 95.53.105.39:868 to 93.84.109.155:173 No additional info noise=EE4FBAEC | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "ec92177158e3686392cbee2231d445f7",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/52.0.817.0 Safari/533.2",
"session_id": "d2b59b71-1b2e-4d19-b402-03bc0fa1e5c0",
"risk_score": 50.37,
"confidence": 0.08
} | 95.53.105.39 | 93.84.109.155 | null | null | null | No additional info | Firewall drop RDP traffic from 95.53.105.39:868 to 93.84.109.155:173 No additional info | drop | 667,877 | RDP | null | null | null | null | null | null | null | null | 868 | 173 | 2,932 | null | null | null | null | null | null | null |
5bac4a5f-0c4b-4a3c-b0e6-e9da5da343ac | 2025-06-03T21:59:12 | cloud | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud storage_access in AWS by vjones No additional info | {
"geo_location": "Honduras",
"device_hash": "d092c3e13535112b7b6a7f8e2512e18692849344",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/4.1)",
"session_id": "85ae4619-027a-4efd-8e91-e286d4f69f8c",
"risk_score": 49.61,
"confidence": 0.9
} | null | null | null | null | null | No additional info | Cloud storage_access in AWS by vjones No additional info | storage_access | null | null | vjones | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-a49e1760 |
8f674731-8a2a-457c-b020-3d2336e6bb24 | 2025-04-16T05:09:01 | network | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 219.142.244.185 to 72.39.114.166 No additional info | {
"geo_location": "Norway",
"device_hash": "8cbb791976d2904e9eea2f083ca33704",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 6.0; Trident/4.1)",
"session_id": "e3ececd9-6af5-41f3-a019-2a7056ad618f",
"risk_score": 46.67,
"confidence": 0.14
} | 219.142.244.185 | 72.39.114.166 | null | null | null | No additional info | Network latency_spike from 219.142.244.185 to 72.39.114.166 No additional info | latency_spike | 215,270 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0ca19dda-ccea-4133-bc46-8343e1083a09 | 2025-06-21T10:32:59 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device Camera protocol_violation No additional info | {
"geo_location": "Dominican Republic",
"device_hash": "1025bdb0e9ffeab679ee744194cc8001980ddafc",
"user_agent": "Mozilla/5.0 (Linux; Android 4.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/43.0.898.0 Safari/532.0",
"session_id": "dd7ce4b2-40b7-43fa-922d-f4a292fd2a6d",
"risk_score": 66.73,
"confidence": 0.05
} | 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-4ac6880c | 10.9 | null | null | null | null | null | null | null | null | null | null |
6b998a31-efea-4c21-9743-a8f4ea80eb2c | 2025-01-29T11:07:18 | cloud | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Alibaba by troberts No additional info | {
"geo_location": "Egypt",
"device_hash": "fd9386e3ec2cd0ce0ae62de7d4e6f46bfbab9c8b",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/42.0.890.0 Safari/532.0",
"session_id": "462aa9f7-9603-4f0a-9e1e-c269165eeeca",
"risk_score": 74.63,
"confidence": 0.34
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by troberts No additional info | api_abuse | null | null | troberts | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-250a3d6c |
9ec4abd7-af59-490f-acb3-9670040ce30f | 2025-02-16T12:00:16 | ids_alert | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|ids_alert|medium| desc=Trellix Alert: DNS Tunneling detected from 202.102.145.122 targeting 77.149.150.112 MITRE Technique: T1574.002 noise=QWxsIHRyeS4= | {
"geo_location": "Jordan",
"device_hash": "96f83344b9c1be72b70627c55f42a129e747ea2594bb03e4304eafaa93aca05e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/535.0 (KHTML, like Gecko) CriOS/22.0.840.0 Mobile/91R183 Safari/535.0",
"session_id": "4927133c-f1bd-42af-b8cc-e4aaeb9b65a3",
"risk_score": 58.23,
"confidence": 0.11
} | 202.102.145.122 | 77.149.150.112 | DNS Tunneling | SIG-4911 | Recon | MITRE Technique: T1574.002 | Trellix Alert: DNS Tunneling detected from 202.102.145.122 targeting 77.149.150.112 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 |
fab067eb-1005-41e2-8eff-46b5b81a29da | 2025-04-11T23:36:12 | ids_alert | Splunk v9.0.2 | high | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|high| desc=Splunk Alert: XSS detected from 214.192.166.219 targeting N/A No additional info | {
"geo_location": "Congo",
"device_hash": "a66cc4aff662607560b515cbd81a8a91097c5366",
"user_agent": "Opera/9.61.(Windows NT 5.2; raj-IN) Presto/2.9.189 Version/10.00",
"session_id": "5e800e01-8c98-42ae-9879-fa5fbd6129f7",
"risk_score": 63.71,
"confidence": 0.28
} | 214.192.166.219 | N/A | XSS | SIG-3909 | Malware | No additional info | Splunk Alert: XSS detected from 214.192.166.219 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 |
1b7ec034-c130-4846-ad24-4d36cd16f618 | 2025-05-17T23:43:25 | ids_alert | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ids_alert|medium| desc=AlienVault Alert: Brute Force detected from 39.243.151.243 targeting 42.74.122.239 MITRE Technique: T1134.001 | {
"geo_location": "Jersey",
"device_hash": "440c3d945c195dba57708a87f138fcbd9df30725eb65e490fd276ed64f37fc12",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_1; rv:1.9.5.20) Gecko/5598-01-11 03:16:03 Firefox/3.6.10",
"session_id": "3cd47968-e946-4bc8-b0ed-21259a1212bf",
"risk_score": 49.52,
"confidence": 0.21
} | 39.243.151.243 | 42.74.122.239 | Brute Force | SIG-8896 | Evasion | MITRE Technique: T1134.001 | AlienVault Alert: Brute Force detected from 39.243.151.243 targeting 42.74.122.239 MITRE Technique: T1134.001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bb41b97c-087a-4be2-b3d8-6e1ea635cde8 | 2025-07-03T10:49:38 | cloud | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in Alibaba by loriclarke No additional info | {
"geo_location": "Vanuatu",
"device_hash": "e3248a43353e53cc2e15e41991ec7a30",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 11.0; Trident/4.0)",
"session_id": "5941fb88-70b5-48ff-810a-5e8ff5d59aae",
"risk_score": 45.78,
"confidence": 0.63
} | null | null | null | null | null | No additional info | Cloud config_change in Alibaba by loriclarke No additional info | config_change | null | null | loriclarke | null | null | null | {
"baseline_deviation": 1.47,
"entropy": 2.83,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-7dd76ca4 |
aa1b04ff-93b6-4de5-af63-b7acf7b54b7d | 2025-06-03T00:19:08 | cloud | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by lori50 MITRE Technique: T1059.005 | {
"geo_location": "North Korea",
"device_hash": "ebd9882de31e2707892c51b4895fd44fbb32dfdf",
"user_agent": "Mozilla/5.0 (Windows 98) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/49.0.896.0 Safari/535.2",
"session_id": "d1357551-52d6-4270-8d09-ee29ea7ab990",
"risk_score": 83.26,
"confidence": 0.9
} | null | null | null | null | null | MITRE Technique: T1059.005 | Cloud config_change in Azure by lori50 MITRE Technique: T1059.005 | config_change | null | null | lori50 | null | null | null | {
"baseline_deviation": 1.18,
"entropy": 7.42,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | Azure | res-27039e59 |
d818ac86-4218-44de-8692-fe082184933f | 2025-06-26T11:27:01 | ai | Zeek v5.0.0 | medium | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|medium| desc=AI system membership_inference by sclark No additional info noise=VHJlZS4= | {
"geo_location": "Gibraltar",
"device_hash": "abe6a10e81958dc8ef9c88cf25e9ff451c556353",
"user_agent": "Mozilla/5.0 (Linux; Android 3.2.6) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/25.0.860.0 Safari/536.2",
"session_id": "5d5a9c6b-e7f8-4995-abce-a951d6e53154",
"risk_score": 47.55,
"confidence": 0.16
} | null | null | null | null | null | No additional info | AI system membership_inference by sclark No additional info | membership_inference | null | null | sclark | null | null | null | null | null | null | null | null | null | null | null | null | model-04297395 | 4e5780a4545c83a5e96ca568d34f31ec | 68bc454c0208ca9a71adaa12084ad655700f6ffb | null | null |
0a198bcb-1e6a-4c19-b3f5-7e96157ab634 | 2025-04-12T05:02:57 | ai | Elastic SIEM v8.9.0 | medium | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by brittanyrichardson MITRE Technique: T1071.001 noise=respond|own|official | {
"geo_location": "Wallis and Futuna",
"device_hash": "f95bd4590168c72dde15a253beac85d4c8b67db0f273ea9c6b6a97d213cce29a",
"user_agent": "Opera/8.73.(X11; Linux i686; mr-IN) Presto/2.9.186 Version/10.00",
"session_id": "ad63dd7f-239a-4b1f-98b4-37729b628425",
"risk_score": 49.74,
"confidence": 0.31
} | null | null | null | null | null | MITRE Technique: T1071.001 | AI system model_inversion by brittanyrichardson MITRE Technique: T1071.001 | model_inversion | null | null | brittanyrichardson | null | null | null | null | null | null | null | null | null | null | null | null | model-12f7ec9c | 139336d655fb93a4b45bb8eee5f9e6e4 | 9a38790ead2023d5859551fb05ae4228 | null | null |
b7173b1c-04be-4547-aedb-f78da9149a75 | 2025-03-19T18:36:14 | endpoint | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|info| desc=Endpoint scheduled_task /too/place.jpeg by ingramvictoria Living-off-the-land technique detected | {
"geo_location": "Suriname",
"device_hash": "43b1deac5b5249165ffbe1fb6c4ddd24",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.8.5 (KHTML, like Gecko) Version/5.0.1 Safari/534.8.5",
"session_id": "581a79a7-ecf2-4599-867b-59438462eb03",
"risk_score": 20.57,
"confidence": 0.7
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint scheduled_task /too/place.jpeg by ingramvictoria Living-off-the-land technique detected | scheduled_task | null | null | ingramvictoria | /too/place.jpeg | 5,295 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
b63971b3-b8bb-4af0-b15c-d067a100edc0 | 2027-11-28T08:48:25 | endpoint | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint driver_load box by joelmiller No additional info | {
"geo_location": "Trinidad and Tobago",
"device_hash": "ee291294e651b8e02274f8de2b3a2d4f",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/4.0)",
"session_id": "65b9d516-aabf-4280-a205-25236161f7f6",
"risk_score": 42.85,
"confidence": 0.65
} | null | null | null | null | null | No additional info | Endpoint driver_load box by joelmiller No additional info | driver_load | null | null | joelmiller | box | 7,643 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
de02667d-1c99-41bc-b0cd-605fbc475fd7 | 2025-02-27T07:14:23 | endpoint | Microsoft Sentinel v1.0.0 | critical | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start on by susan79 Living-off-the-land technique detected | {
"geo_location": "India",
"device_hash": "cd8232f5a4f96198e5baaed0b40c0936e4567df5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_9_4 rv:6.0; tk-TM) AppleWebKit/533.30.3 (KHTML, like Gecko) Version/4.0.5 Safari/533.30.3",
"session_id": "9259f6c9-6b19-4a3a-9a5f-6efdfd304211",
"risk_score": 94.63,
"confidence": 0.73
} | null | null | null | null | null | Living-off-the-land technique detected | Endpoint process_start on by susan79 Living-off-the-land technique detected | process_start | null | null | susan79 | on | 6,211 | svchost.exe | {
"baseline_deviation": 2.48,
"entropy": 3.74,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
8433fc60-f112-4262-918d-8c03cb275c2e | 2025-06-26T12:31:56 | firewall | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall allow TCP traffic from 27.72.94.232:51 to 163.248.217.220:879 Unconventional IOC: Quantum random number deviations noise=finish|resource|people | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "05957b6891aa0868df1ebb0b548297902d32d5b4f704ffb01ff59d34b493a2a3",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/9818-07-25 00:54:46 Firefox/3.6.13",
"session_id": "1306e637-fd1e-4ed7-9e9b-dcc4fdeed715",
"risk_score": 36.77,
"confidence": 0.46
} | 27.72.94.232 | 163.248.217.220 | null | null | null | Unconventional IOC: Quantum random number deviations | Firewall allow TCP traffic from 27.72.94.232:51 to 163.248.217.220:879 Unconventional IOC: Quantum random number deviations | allow | 284,587 | TCP | null | null | null | null | null | null | null | null | 51 | 879 | 915 | null | null | null | null | null | null | null |
da414cf8-af18-4f74-a1c6-e6fa033440bd | 2025-02-02T18:06:35 | 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 Azure by scotttiffany Associated Threat Actor: Cobalt Group | {
"geo_location": "Gambia",
"device_hash": "b7a6166a3cebf87263a75285af5cca93bcea06f4",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.2) AppleWebKit/535.48.1 (KHTML, like Gecko) Version/4.1 Safari/535.48.1",
"session_id": "395f9750-87b0-4d27-8627-d49fc5e9d5c4",
"risk_score": 100,
"confidence": 0.53
} | null | null | null | null | null | Associated Threat Actor: Cobalt Group | Cloud permission_escalation in Azure by scotttiffany Associated Threat Actor: Cobalt Group | permission_escalation | null | null | scotttiffany | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-5864540b |
1f55938e-d0fe-4e38-86b2-4e2c1ec13fd5 | 2025-06-17T18:15:18 | firewall | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|low| desc=Firewall deny DNS traffic from 138.44.183.229:156 to 30.231.28.209:938 No additional info | {
"geo_location": "India",
"device_hash": "3a1fb0cc1f94a16a186368858b22e3ca",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.0)",
"session_id": "0ee6e481-031c-49b1-bc38-1c0cd86415a6",
"risk_score": 42.16,
"confidence": 0.04
} | 138.44.183.229 | 30.231.28.209 | null | null | null | No additional info | Firewall deny DNS traffic from 138.44.183.229:156 to 30.231.28.209:938 No additional info | deny | 982,319 | DNS | null | null | null | null | null | null | null | null | 156 | 938 | 880 | null | null | null | null | null | null | null |
665bb488-39f1-4703-acf1-3fa9b0678cf6 | 2025-03-29T14:41:47 | network | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|network|critical| desc=Network bandwidth_usage from 36.214.14.160 to 208.189.144.250 No additional info | {
"geo_location": "Nepal",
"device_hash": "e58c04fb1be11f8459a846d114a51771d3f720d99f492fd4e29ff1d282560f84",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_6 rv:3.0; lt-LT) AppleWebKit/533.27.4 (KHTML, like Gecko) Version/4.1 Safari/533.27.4",
"session_id": "ede7485d-b2b5-4b4e-a359-e348e00faa64",
"risk_score": 64.72,
"confidence": 0.31
} | 36.214.14.160 | 208.189.144.250 | null | null | null | No additional info | Network bandwidth_usage from 36.214.14.160 to 208.189.144.250 No additional info | bandwidth_usage | 814,035 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0eeed5a9-caf6-44ae-9625-46eeb6bde5e4 | 2025-03-20T00:40:08 | iot | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|iot|info| desc=IoT device Camera unusual_activity No additional info noise=QW1vbmcu | {
"geo_location": "Belize",
"device_hash": "84f3fe01599c029bdf43de510c85ed483820b79c",
"user_agent": "Opera/8.52.(X11; Linux i686; wa-BE) Presto/2.9.165 Version/10.00",
"session_id": "5091ad42-3520-43f1-921a-82cecdfd4953",
"risk_score": 61.77,
"confidence": 0.1
} | 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-7e405ea7 | 4.4 | null | null | null | null | null | null | null | null | null | null |
e65c2edd-da14-476d-ab80-21b77d67fdb5 | 2025-06-25T05:15:23 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system model_inversion by martinjames No additional info noise=SGVhci4= | {
"geo_location": "Pitcairn Islands",
"device_hash": "fd4a989e668991d35d7c8d11b9e91496",
"user_agent": "Mozilla/5.0 (Windows CE) AppleWebKit/531.1 (KHTML, like Gecko) Chrome/35.0.832.0 Safari/531.1",
"session_id": "6460c1f6-339f-421d-8281-6ea94feae44d",
"risk_score": 59.59,
"confidence": 0.92
} | null | null | null | null | null | No additional info | AI system model_inversion by martinjames No additional info | model_inversion | null | null | martinjames | null | null | null | null | null | null | null | null | null | null | null | null | model-986136c3 | 50285f09fd48ce9faf4f176ef845209d176c2ab2 | 28e5049414e42746fd7d6955369f399f2a259f1f | null | null |
61261d6a-0179-4785-8f62-49ba741cc153 | 2025-05-22T15:45:28 | endpoint | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /us/figure.odt by velasquezchristopher No additional info | {
"geo_location": "France",
"device_hash": "3ef5829bc2d72b31c66b9ec4cb713cf501c33542a169a4f3244ada0e6929bfe1",
"user_agent": "Opera/9.88.(Windows NT 5.0; ckb-IQ) Presto/2.9.160 Version/11.00",
"session_id": "97b93ef1-3feb-4bf6-beb5-8b52aac31b90",
"risk_score": 55.94,
"confidence": 0.83
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /us/figure.odt by velasquezchristopher No additional info | wmi_exec | null | null | velasquezchristopher | /us/figure.odt | 9,279 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
697ef4b5-d9d2-4f90-9c5f-e1fc6ded9994 | 2025-07-07T05:49:45 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 65.6.59.125 to 10.93.234.132 No additional info noise=posts/list | {
"geo_location": "Philippines",
"device_hash": "f25c09441ce0e890f25361eda8bd20cbf6725bcfa6edaf6db0d8f1e8ca1c596c",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_6_4) AppleWebKit/535.2 (KHTML, like Gecko) Chrome/54.0.804.0 Safari/535.2",
"session_id": "3147faf0-f0d7-4e6f-a481-c1778efc7a45",
"risk_score": 29.42,
"confidence": 0.62
} | 65.6.59.125 | 10.93.234.132 | null | null | null | No additional info | Network covert_channel from 65.6.59.125 to 10.93.234.132 No additional info | covert_channel | 360,162 | UDP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f102c99d-90b5-49c1-9e2d-6aaf86719eac | 2025-05-05T10:06:28 | endpoint | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint wmi_exec /know/protect.wav by erinperez No additional info noise=BB1EB453 | {
"geo_location": "Switzerland",
"device_hash": "a71ac34107b36a2fd5f1234541e4c86d8ee5f2ac147ce08be02d724722f2f422",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 98; Win 9x 4.90; Trident/3.0)",
"session_id": "13245612-ace9-4bc2-9fee-28ffc4b81626",
"risk_score": 37.62,
"confidence": 0.84
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /know/protect.wav by erinperez No additional info | wmi_exec | null | null | erinperez | /know/protect.wav | 3,219 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8de8a270-f4ab-45e5-959e-13844b4f2f76 | 2025-03-19T06:17:38 | iot | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|high| desc=IoT device Thermostat firmware_update No additional info | {
"geo_location": "New Caledonia",
"device_hash": "8955f366b2970555c687209f2aa9e4f7",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_6_4 rv:5.0; ber-DZ) AppleWebKit/535.3.5 (KHTML, like Gecko) Version/4.0.5 Safari/535.3.5",
"session_id": "0a9577cd-d938-4f44-8aa5-057df7ad14fc",
"risk_score": 51.69,
"confidence": 0.5
} | null | null | null | null | null | No additional info | IoT device Thermostat firmware_update No additional info | firmware_update | null | null | null | null | null | null | {
"baseline_deviation": 1.39,
"entropy": 3.72,
"frequency_anomaly": false,
"sequence_anomaly": true
} | Thermostat | iot-0cf1f917 | 3.0 | null | null | null | null | null | null | null | null | null | null |
5d8db62d-83f5-4e11-9854-4083e353028a | 2025-05-10T23:39:54 | endpoint | Darktrace v6.0.0 | low | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint driver_load so by joelmcclure No additional info | {
"geo_location": "China",
"device_hash": "410d6d131f26958d059cdc0d2d05d441",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.2) AppleWebKit/534.15.4 (KHTML, like Gecko) Version/5.0 Safari/534.15.4",
"session_id": "c596586a-3a0b-49dd-ac09-8c830484dd2f",
"risk_score": 47.29,
"confidence": 0.89
} | null | null | null | null | null | No additional info | Endpoint driver_load so by joelmcclure No additional info | driver_load | null | null | joelmcclure | so | 4,898 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2bc45657-fb48-42ca-91b3-a5bc2e483cf2 | 2025-06-22T11:34:14 | auth | QRadar v7.5.0 | medium | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|medium| desc=Auth success for lholt via key from 158.10.239.6 Unconventional IOC: Thermal sensor anomalies noise=list/search | {
"geo_location": "Tuvalu",
"device_hash": "dec1b5525079fb37a670de7760c83180e6261d7c8a43cc651416191674435947",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_6; rv:1.9.2.20) Gecko/4338-11-26 17:49:52 Firefox/4.0",
"session_id": "e376670d-1fb1-4e2e-872d-889f42259460",
"risk_score": 66.9,
"confidence": 0.14
} | 158.10.239.6 | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | Auth success for lholt via key from 158.10.239.6 Unconventional IOC: Thermal sensor anomalies | success | null | null | lholt | null | null | null | null | null | null | null | null | null | null | key | c3:21:d9:c8:ca:9f | null | null | null | null | null |
b6399459-1a20-4d4a-a0c6-353caf2639a1 | 2025-02-15T01:18:03 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud config_change in Azure by wcalderon No additional info | {
"geo_location": "Cook Islands",
"device_hash": "b4df788872a4395104e64e4be7e21d85",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "366d818f-3f16-4095-98e0-2dc4fd969afc",
"risk_score": 41.76,
"confidence": 0.7
} | null | null | null | null | null | No additional info | Cloud config_change in Azure by wcalderon No additional info | config_change | null | null | wcalderon | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-4c5e5aac |
416409a1-0648-4fa6-80a9-ef441d1d5ad1 | 2025-01-29T07:06:34 | firewall | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine DNS traffic from 9.36.14.67:953 to 26.126.159.97:25509 No additional info | {
"geo_location": "United States Minor Outlying Islands",
"device_hash": "f1c6767a3a82fad64a744e90c7d6fd8dc435c4c0",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/24.0.822.0 Safari/532.1",
"session_id": "2e5ef1ec-9de2-465b-b729-39f68781d763",
"risk_score": 42.78,
"confidence": 0.89
} | 9.36.14.67 | 26.126.159.97 | null | null | null | No additional info | Firewall quarantine DNS traffic from 9.36.14.67:953 to 26.126.159.97:25509 No additional info | quarantine | 826,839 | DNS | null | null | null | null | null | null | null | null | 953 | 25,509 | 2,543 | null | null | null | null | null | null | null |
5072a1ed-ca98-4fd2-a3db-3c5359c20155 | 2025-01-17T22:38:35 | ids_alert | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|high| desc=Snort Alert: Cloud API Abuse detected from 199.9.1.199 targeting N/A MITRE Technique: T1071.001 | {
"geo_location": "Serbia",
"device_hash": "ebb12eff56ca772002b1e01d18e8a853b111bcb494e473c4b2dc8482dc726b7a",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ug-CN) AppleWebKit/533.24.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B113 Safari/6533.24.3",
"session_id": "a4af8d0b-8ff2-4789-8ca0-39a38bf4c016",
"risk_score": 0,
"confidence": 0.17
} | 199.9.1.199 | N/A | Cloud API Abuse | SIG-3015 | Exploit | MITRE Technique: T1071.001 | Snort Alert: Cloud API Abuse detected from 199.9.1.199 targeting N/A 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 |
84739c37-0cc8-4742-aef5-5ff2ed20039c | 2025-06-15T03:03:12 | cloud | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|cloud|low| desc=Cloud crypto_mining in OCI by dmcguire MITRE Technique: T1059.005 | {
"geo_location": "South Africa",
"device_hash": "5346f8455291a88ccb98bfe70520b44a",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 10_3_4 like Mac OS X) AppleWebKit/533.1 (KHTML, like Gecko) FxiOS/14.5z8300.0 Mobile/47V799 Safari/533.1",
"session_id": "87dae3f3-4b84-44dc-a5ce-7d5c18009360",
"risk_score": 59.54,
"confidence": 0.73
} | null | null | null | null | null | MITRE Technique: T1059.005 | Cloud crypto_mining in OCI by dmcguire MITRE Technique: T1059.005 | crypto_mining | null | null | dmcguire | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-3daac895 |
1f14dc59-8e05-42a5-8326-886c0a074b10 | 2025-06-08T16:37:46 | network | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|critical| desc=Network latency_spike from 13.81.24.253 to 85.239.247.237 No additional info noise=wp-content | {
"geo_location": "Jersey",
"device_hash": "401e5573e95b5c746ac946fcde9de21a",
"user_agent": "Opera/8.35.(X11; Linux i686; vi-VN) Presto/2.9.167 Version/12.00",
"session_id": "9ed5794f-688f-4a26-8d45-923b39a26cb6",
"risk_score": 63.51,
"confidence": 0.19
} | 13.81.24.253 | 85.239.247.237 | null | null | null | No additional info | Network latency_spike from 13.81.24.253 to 85.239.247.237 No additional info | latency_spike | 531,970 | TCP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dc60189a-df96-495b-8997-ce80997196f8 | 2027-05-08T12:44:24 | ai | Elastic SIEM v8.9.0 | info | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ai|info| desc=AI system membership_inference by mckenziechristopher No additional info | {
"geo_location": "Congo",
"device_hash": "7a3e76bcf4de4d822821819fb7fcbda0",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/8059-09-19 04:20:16 Firefox/3.6.4",
"session_id": "2ec3781e-3f65-418b-920e-2329da6e0cde",
"risk_score": 39.05,
"confidence": 0.23
} | null | null | null | null | null | No additional info | AI system membership_inference by mckenziechristopher No additional info | membership_inference | null | null | mckenziechristopher | null | null | null | null | null | null | null | null | null | null | null | null | model-921c0ec0 | 3086a7b7fbf824accf3efcb306177956ac9efe2696b5289ef847206cc1469cf1 | 04795d7e1df58a2c5f52c9bdc0cedd21 | null | null |
e0d1fa1e-13c5-4d7a-b9e1-a7106ecd8369 | 2025-04-29T07:15:55 | cloud | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|high| desc=Cloud config_change in GCP by jcabrera No additional info noise=tags/main | {
"geo_location": "United Kingdom",
"device_hash": "643deb26d20da40647de515191c4473a007aa860",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1 like Mac OS X) AppleWebKit/536.1 (KHTML, like Gecko) FxiOS/17.1w6727.0 Mobile/61I082 Safari/536.1",
"session_id": "fe0f87f9-8815-41f9-ad8a-47e7846c812a",
"risk_score": 70.84,
"confidence": 0.14
} | null | null | null | null | null | No additional info | Cloud config_change in GCP by jcabrera No additional info | config_change | null | null | jcabrera | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-d46899f1 |
cddcf0fc-1bda-4c9c-becc-034a98d940fe | 2025-01-19T00:45:34 | ids_alert | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|critical| desc=Elastic SIEM Alert: Brute Force detected from 26.102.74.171 targeting 120.142.28.110 No additional info | {
"geo_location": "Malaysia",
"device_hash": "1e04a988830393f3ae7ccdc413b5f6988f56ec4a",
"user_agent": "Opera/9.57.(X11; Linux i686; rw-RW) Presto/2.9.168 Version/11.00",
"session_id": "b776f049-8698-4d83-88cb-5bf413bbc59d",
"risk_score": 58.38,
"confidence": 0.08
} | 26.102.74.171 | 120.142.28.110 | Brute Force | SIG-4288 | Malware | No additional info | Elastic SIEM Alert: Brute Force detected from 26.102.74.171 targeting 120.142.28.110 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
45e7adc9-d641-4527-97c8-7d00e16e6c94 | 2025-03-29T02:54:05 | auth | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for foxgina via passwordless from 105.231.60.198 MITRE Technique: T1547.001 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "db802c129ebd26ee4001125e255e02e4",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_11_9; rv:1.9.4.20) Gecko/3519-04-02 00:57:09 Firefox/12.0",
"session_id": "24c001ae-c508-4bb7-afac-bc3defff8d86",
"risk_score": 54.89,
"confidence": 0.03
} | 105.231.60.198 | null | null | null | null | MITRE Technique: T1547.001 | Associated Threat Actor: Mustang Panda | Auth bypass for foxgina via passwordless from 105.231.60.198 MITRE Technique: T1547.001 | Associated Threat Actor: Mustang Panda | bypass | null | null | foxgina | null | null | null | null | null | null | null | null | null | null | passwordless | ff:a1:20:e1:1d:7e | null | null | null | null | null |
f02a96a7-fd32-4dd7-9119-bd5ba4f9e877 | 2025-03-13T11:25:50 | cloud | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|info| desc=Cloud instance_creation in Alibaba by johnsonjennifer No additional info noise=RGVhbCB2aWV3Lg== | {
"geo_location": "El Salvador",
"device_hash": "2cfb648ba1e0beba9a3f8251488ece99",
"user_agent": "Mozilla/5.0 (Android 4.4.4; Mobile; rv:27.0) Gecko/27.0 Firefox/27.0",
"session_id": "0712ad28-1074-43b2-ba4d-941b796469ec",
"risk_score": 21.02,
"confidence": 0.27
} | null | null | null | null | null | No additional info | Cloud instance_creation in Alibaba by johnsonjennifer No additional info | instance_creation | null | null | johnsonjennifer | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-a69c5f18 |
e40c72e2-3116-45d4-81bc-a89a869ce793 | 2025-03-10T07:57:48 | cloud | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in GCP by mburke No additional info noise=U29tZS4= | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "900d4578b047068454d4fa5c5fcd25b3",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/535.6.2 (KHTML, like Gecko) Version/5.1 Safari/535.6.2",
"session_id": "ce3d79a9-231c-406b-bb0b-ba92cb9d318b",
"risk_score": 31.26,
"confidence": 0.21
} | null | null | null | null | null | No additional info | Cloud container_escape in GCP by mburke No additional info | container_escape | null | null | mburke | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-c6693b77 |
9d7df8b3-b396-46bf-be46-31a502720bb0 | 2025-02-25T16:38:26 | endpoint | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint wmi_exec /support/especially.jpeg by rpetty No additional info | {
"geo_location": "Honduras",
"device_hash": "705e026923e27ecc94adf6765f8c66fbbde6470f908b0d6bb50cd2ca9c62fac3",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_2) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/52.0.807.0 Safari/532.0",
"session_id": "907e1c59-c6b8-43c5-8bff-0afcca35af64",
"risk_score": 37.69,
"confidence": 0.16
} | null | null | null | null | null | No additional info | Endpoint wmi_exec /support/especially.jpeg by rpetty No additional info | wmi_exec | null | null | rpetty | /support/especially.jpeg | 9,861 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dd4a393c-57aa-47f4-a27c-d7b961619950 | 2025-04-28T06:37:41 | ids_alert | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|critical| desc=Suricata Alert: Zero-Day Exploit detected from 26.219.127.176 targeting 99.76.84.97 MITRE Technique: T1218.011 noise=E9929E91 | {
"geo_location": "Andorra",
"device_hash": "5e01843af3f5bab6ea55600afe166563e0c3e6ea",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows 95; Trident/5.1)",
"session_id": "cec05994-de10-4238-b1f7-3f351a3c6992",
"risk_score": 53.25,
"confidence": 0.51
} | 26.219.127.176 | 99.76.84.97 | Zero-Day Exploit | SIG-3198 | Evasion | MITRE Technique: T1218.011 | Suricata Alert: Zero-Day Exploit detected from 26.219.127.176 targeting 99.76.84.97 MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
dde629c0-87cc-41a4-b9c1-07ba389ac730 | 2025-04-18T14:03:28 | firewall | Trellix v10.7.0 | critical | CEF:0|Trellix v10.7.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine ICMP traffic from 202.79.32.155:270 to 96.91.181.6:174 MITRE Technique: T1566.001 noise=she|paper|movement | {
"geo_location": "Russia",
"device_hash": "56abdb9f2f0b5e16e12a0e4b7feaaf21",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_6 rv:2.0; gu-IN) AppleWebKit/535.17.6 (KHTML, like Gecko) Version/5.0.1 Safari/535.17.6",
"session_id": "fcd9a9c5-6ada-4510-9b8d-69162b9fa3de",
"risk_score": 21.64,
"confidence": 0.82
} | 202.79.32.155 | 96.91.181.6 | null | null | null | MITRE Technique: T1566.001 | Firewall quarantine ICMP traffic from 202.79.32.155:270 to 96.91.181.6:174 MITRE Technique: T1566.001 | quarantine | 549,954 | ICMP | null | null | null | null | null | null | null | null | 270 | 174 | 3,008 | null | null | null | null | null | null | null |
23c849f0-7317-40a2-ae2a-4ff68622ae1d | 2025-04-12T20:41:23 | network | Zeek v5.0.0 | info | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|info| desc=Network covert_channel from 139.76.184.25 to 80.108.109.190 No additional info | {
"geo_location": "French Guiana",
"device_hash": "edebb36eca9a115cb0192f8c2a776273",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 5_1_1 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) FxiOS/17.2c0570.0 Mobile/60M342 Safari/531.0",
"session_id": "120c26ab-780c-438d-849f-b8a0a8e68ddc",
"risk_score": 29.51,
"confidence": 0.2
} | 139.76.184.25 | 80.108.109.190 | null | null | null | No additional info | Network covert_channel from 139.76.184.25 to 80.108.109.190 No additional info | covert_channel | 913,184 | ICMP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3fcd53b8-d118-4565-9cb1-b296cb65b468 | 2025-02-27T19:56:12 | firewall | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|firewall|low| desc=Firewall deny UDP traffic from 203.77.179.150:355 to 25.155.167.130:57907 MITRE Technique: T1574.002 | Unconventional IOC: CPU microcode changes | {
"geo_location": "Montenegro",
"device_hash": "5862d8a01385c4a7c9b4ea32cf42e668c2141062",
"user_agent": "Mozilla/5.0 (iPhone; CPU iPhone OS 17_1_2 like Mac OS X) AppleWebKit/531.0 (KHTML, like Gecko) CriOS/17.0.892.0 Mobile/50S462 Safari/531.0",
"session_id": "d301cd9a-1701-46ce-9f6c-5d2e2fa30704",
"risk_score": 69.2,
"confidence": 0.13
} | 203.77.179.150 | 25.155.167.130 | null | null | null | MITRE Technique: T1574.002 | Unconventional IOC: CPU microcode changes | Firewall deny UDP traffic from 203.77.179.150:355 to 25.155.167.130:57907 MITRE Technique: T1574.002 | Unconventional IOC: CPU microcode changes | deny | 384,486 | UDP | null | null | null | null | null | null | null | null | 355 | 57,907 | 3,562 | null | null | null | null | null | null | null |
ae1a4fa0-6880-4ba9-8558-9a5860463faa | 2025-07-11T07:22:13 | ids_alert | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|low| desc=Zeek Alert: SQL Injection detected from 154.2.17.81 targeting 193.121.245.105 No additional info | {
"geo_location": "Niger",
"device_hash": "1eb7c0034db120894c09918238b79257",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 5.1) AppleWebKit/534.7.4 (KHTML, like Gecko) Version/4.0.2 Safari/534.7.4",
"session_id": "734fd9a7-a925-4701-8541-dfa46e038e50",
"risk_score": 56,
"confidence": 0.57
} | 154.2.17.81 | 193.121.245.105 | SQL Injection | SIG-9450 | Evasion | No additional info | Zeek Alert: SQL Injection detected from 154.2.17.81 targeting 193.121.245.105 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
3a8aaaab-19a0-4c61-bb06-2e14d918bce1 | 2025-06-14T03:49:24 | 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 george78 Cross-tenant access detected | {
"geo_location": "Haiti",
"device_hash": "12edbf56332faa0c37476711455dfc9b428ea8e3446d02b376421a4fda6cdebd",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/532.0 (KHTML, like Gecko) FxiOS/11.8z9269.0 Mobile/05D142 Safari/532.0",
"session_id": "ef3f4a1f-3c65-4a91-a2fc-5448c65a4527",
"risk_score": 59.99,
"confidence": 0.46
} | null | null | null | null | null | Cross-tenant access detected | Cloud container_escape in GCP by george78 Cross-tenant access detected | container_escape | null | null | george78 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-39254f84 |
8bcbf886-682a-492b-a000-10e425386e65 | 2025-06-04T00:13:08 | firewall | Wazuh v4.5.0 | high | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine HTTP traffic from 191.76.17.166:562 to 69.77.222.32:106 MITRE Technique: T1190 | {
"geo_location": "Afghanistan",
"device_hash": "37ef3bc8d146f6803760701ae28308af",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Win 9x 4.90; Trident/5.0)",
"session_id": "8677b99e-9641-4c22-838e-95914c73be93",
"risk_score": 38.46,
"confidence": 0.06
} | 191.76.17.166 | 69.77.222.32 | null | null | null | MITRE Technique: T1190 | Firewall quarantine HTTP traffic from 191.76.17.166:562 to 69.77.222.32:106 MITRE Technique: T1190 | quarantine | 165,054 | HTTP | null | null | null | null | null | null | null | null | 562 | 106 | 1,601 | null | null | null | null | null | null | null |
948154f4-2bc7-4ccf-8e6c-cafcfd7e630b | 2025-05-09T23:18:32 | auth | Trellix v10.7.0 | info | CEF:0|Trellix v10.7.0|SIEM|1.0|100|auth|info| desc=Auth challenge for john87 via OAuth from 157.76.203.42 No additional info | {
"geo_location": "Czech Republic",
"device_hash": "eae42602ab2366a5f491a0b669a18623",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 11.0) AppleWebKit/531.21.1 (KHTML, like Gecko) Version/4.0.4 Safari/531.21.1",
"session_id": "53a90b01-298b-45df-ab1c-7b1748e623ec",
"risk_score": 66.07,
"confidence": 0.95
} | 157.76.203.42 | null | null | null | null | No additional info | Auth challenge for john87 via OAuth from 157.76.203.42 No additional info | challenge | null | null | john87 | null | null | null | null | null | null | null | null | null | null | OAuth | 06:84:2d:49:f9:a8 | null | null | null | null | null |
21c02371-7e34-40b0-becf-48a1bdb66322 | 2025-05-17T18:30:06 | ai | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|ai|info| desc=AI system prompt_injection by rebecca34 No additional info | {
"geo_location": "Latvia",
"device_hash": "8a997bcdaddf25cd7a3d0e9cac4cd69196dc514d",
"user_agent": "Opera/8.54.(Windows NT 5.1; ks-IN) Presto/2.9.183 Version/12.00",
"session_id": "f841845a-ce08-432d-af2b-62aa5016d4b7",
"risk_score": 29.44,
"confidence": 0.59
} | null | null | null | null | null | No additional info | AI system prompt_injection by rebecca34 No additional info | prompt_injection | null | null | rebecca34 | null | null | null | null | null | null | null | null | null | null | null | null | model-5316f519 | de2730d3d91d8e9f9ffb2be6a1af3b7de89da2c3 | 20a2312771b68eaaece00041b4d286197e1b8022 | null | null |
041e7500-9300-4d49-8594-ffa3fbd86759 | 2025-02-02T17:40:03 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud config_change in GCP by lawrencesheila No additional info | {
"geo_location": "Central African Republic",
"device_hash": "e6e3b38a6ef934ea54c3bbd71eaabfcdfcec18f1018e66fac2277b1c543b73ae",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; is-IS; rv:1.9.0.20) Gecko/5586-12-06 19:46:41 Firefox/3.8",
"session_id": "a31b063c-b184-4ac1-bfd0-a84f70fe6915",
"risk_score": 7.04,
"confidence": 0.81
} | null | null | null | null | null | No additional info | Cloud config_change in GCP by lawrencesheila No additional info | config_change | null | null | lawrencesheila | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | GCP | res-4911b331 |
0af9289f-4872-4e2d-93db-23caa554270b | 2025-01-25T14:50:08 | endpoint | CrowdStrike v6.45.0 | critical | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start research by jennifer92 No additional info noise=U2hlIGFncmVlLg== | {
"geo_location": "Tonga",
"device_hash": "1b444ee49d32fe1d5815a3eae796975b097d95da",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.1)",
"session_id": "121f803e-32d9-4f9e-aa04-3d2d869c1877",
"risk_score": 83.53,
"confidence": 0.85
} | null | null | null | null | null | No additional info | Endpoint process_start research by jennifer92 No additional info | process_start | null | null | jennifer92 | research | 3,345 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f72a566e-73d2-4847-9608-d93a6ff4f6b5 | 2025-04-25T03:39:48 | ai | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by davidklein No additional info | {
"geo_location": "United States of America",
"device_hash": "ae86de005ba6a7faa613409424c23b52",
"user_agent": "Opera/8.92.(Windows NT 5.0; sr-RS) Presto/2.9.161 Version/12.00",
"session_id": "e23b9e8b-e698-48d9-a43e-793190f47c4d",
"risk_score": 36.29,
"confidence": 0.65
} | null | null | null | null | null | No additional info | AI system api_abuse by davidklein No additional info | api_abuse | null | null | davidklein | null | null | null | null | null | null | null | null | null | null | null | null | model-0f5c067c | 31e4f6487080855dde18bf1e5e96060b7a0730fe | c7ef7b6c7ba7129b10ec9f02cf584e39 | null | null |
3c961eb2-f829-487a-b6ec-3d87b39425ff | 2025-01-24T06:20:40 | network | Splunk v9.0.2 | info | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|info| desc=Network beaconing from 216.234.84.222 to 80.114.214.200 No additional info | {
"geo_location": "India",
"device_hash": "1c6c8ae08519d2ab1a47ee2f35da575e",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 12_4_8 like Mac OS X) AppleWebKit/536.2 (KHTML, like Gecko) FxiOS/12.1p4371.0 Mobile/47Y235 Safari/536.2",
"session_id": "253472eb-fd4b-49d3-bec5-a5dc1d675411",
"risk_score": 54.88,
"confidence": 0.65
} | 216.234.84.222 | 80.114.214.200 | null | null | null | No additional info | Network beaconing from 216.234.84.222 to 80.114.214.200 No additional info | beaconing | 121,464 | HTTPS | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
c3bdf2ea-610a-403a-902f-5f471d770954 | 2025-05-31T02:00:46 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth failed for wmack via MFA from 152.196.113.141 No additional info | {
"geo_location": "Bulgaria",
"device_hash": "f178a359d4db1c99a9a4bd9dfb16ab98",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/3801-07-18 18:51:08 Firefox/3.8",
"session_id": "01d8d037-80ba-44b0-94b1-6e7f30eed15d",
"risk_score": 65.76,
"confidence": 0.98
} | 152.196.113.141 | null | null | null | null | No additional info | Auth failed for wmack via MFA from 152.196.113.141 No additional info | failed | null | null | wmack | null | null | null | null | null | null | null | null | null | null | MFA | 95:ee:2c:86:e1:24 | null | null | null | null | null |
7e26e84e-c50d-40e0-80b0-b11650d66f9a | 2025-03-19T06:08:04 | ids_alert | Zeek v5.0.0 | emergency | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Zeek Alert: Port Scan detected from 10.90.89.185 targeting N/A Obfuscated payload detected | {
"geo_location": "Grenada",
"device_hash": "67ad48fe5ee82f4e2dec6eb4c5c5d52ebf394d838bd794634e83498323fcc19c",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.6.20) Gecko/6271-03-31 01:42:39 Firefox/9.0",
"session_id": "f530a4ec-47ed-4d7a-8797-90db7920fa4d",
"risk_score": 72.61,
"confidence": 0.72
} | 10.90.89.185 | N/A | Port Scan | SIG-7559 | Malware | Obfuscated payload detected | Zeek Alert: Port Scan detected from 10.90.89.185 targeting N/A Obfuscated payload detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
97deab77-eb51-4d49-bf9c-dbbd4363c2e6 | 2025-06-18T16:15:26 | ai | Suricata v6.0.10 | high | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ai|high| desc=AI system fine_tuning by jeremycollins No additional info noise=Q29sbGVnZS4= | {
"geo_location": "South Africa",
"device_hash": "59592d74d510b7e919870aa7de5344f964286789",
"user_agent": "Mozilla/5.0 (Android 6.0; Mobile; rv:66.0) Gecko/66.0 Firefox/66.0",
"session_id": "4645c578-8f96-4b18-ad4b-f527b5010a3b",
"risk_score": 78.53,
"confidence": 0.22
} | null | null | null | null | null | No additional info | AI system fine_tuning by jeremycollins No additional info | fine_tuning | null | null | jeremycollins | null | null | null | null | null | null | null | null | null | null | null | null | model-6cc23c0c | 0f0d9759e11fe46be8e37b180135dbac4a8439ff713c37a7d22c08f4c4c4d963 | 276a1c6b1f9b9e07e8dcfbaa071894dd47facff2257ab41767a000b553fc6e3e | null | null |
a028ee10-2452-43b1-b463-679f117df4ea | 2025-07-05T21:32:03 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall drop TCP traffic from 108.245.51.23:35920 to 156.146.62.89:499 Unconventional IOC: ACPI table modifications noise=PM|ahead|media | {
"geo_location": "North Macedonia",
"device_hash": "dfd5f6988a0a17cea8fc0aef58787693",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/533.1 (KHTML, like Gecko) Chrome/22.0.827.0 Safari/533.1",
"session_id": "7984e09c-0bfd-45cf-b8bc-3e20390a702d",
"risk_score": 65.37,
"confidence": 0.16
} | 108.245.51.23 | 156.146.62.89 | null | null | null | Unconventional IOC: ACPI table modifications | Firewall drop TCP traffic from 108.245.51.23:35920 to 156.146.62.89:499 Unconventional IOC: ACPI table modifications | drop | 347,801 | TCP | null | null | null | null | null | null | null | null | 35,920 | 499 | 126 | null | null | null | null | null | null | null |
5b628cb0-ab8a-4dc9-aa05-2a7052bf94f9 | 2025-07-06T22:08:53 | iot | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|iot|low| desc=IoT device Medical physical_tamper No additional info | {
"geo_location": "Colombia",
"device_hash": "3052049b38ec5318de62f6f724539c98ff34450a",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.1; Trident/5.1)",
"session_id": "ac42bdba-a259-4006-81ad-b02164f84877",
"risk_score": 67.96,
"confidence": 0.02
} | null | null | null | null | null | No additional info | IoT device Medical physical_tamper No additional info | physical_tamper | null | null | null | null | null | null | null | Medical | iot-f944e47e | 10.4 | null | null | null | null | null | null | null | null | null | null |
5a9f646b-3d1f-46ff-be9b-516cd7021185 | 2025-03-02T02:03:32 | auth | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|auth|medium| desc=Auth success for ryancrawford via SAML from 156.49.67.153 No additional info | {
"geo_location": "Myanmar",
"device_hash": "610aa281217a6426e03236a5097f6cf7660fd71aa7c8feee4d1811e320e461ad",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows NT 10.0; Trident/3.0)",
"session_id": "fcdfeb2a-3e06-40d7-bbeb-3dc1b8f1029e",
"risk_score": 63.77,
"confidence": 0.63
} | 156.49.67.153 | null | null | null | null | No additional info | Auth success for ryancrawford via SAML from 156.49.67.153 No additional info | success | null | null | ryancrawford | null | null | null | null | null | null | null | null | null | null | SAML | d9:48:03:b7:84:62 | null | null | null | null | null |
2a87c4e6-3b33-44a6-844a-c4947f9b424b | 2025-02-19T11:21:18 | firewall | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|firewall|info| desc=Firewall inspect SSH traffic from 63.235.189.193:176 to 189.180.148.243:585 No additional info | {
"geo_location": "Belarus",
"device_hash": "0f67996e39c1d2501bcec0a17c6a6f34",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; ks-IN) AppleWebKit/534.20.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6534.20.4",
"session_id": "3d9c2993-0869-4146-b21a-0f4f34e6609d",
"risk_score": 49.25,
"confidence": 0.35
} | 63.235.189.193 | 189.180.148.243 | null | null | null | No additional info | Firewall inspect SSH traffic from 63.235.189.193:176 to 189.180.148.243:585 No additional info | inspect | 352,169 | SSH | null | null | null | null | null | null | null | null | 176 | 585 | 3,285 | null | null | null | null | null | null | null |
264dd0c6-7e93-4523-8ea5-8fde9241ee63 | 2025-05-09T02:03:57 | ai | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|info| desc=AI system adversarial_input by sandersmelanie MITRE Technique: T1059.001 | {
"geo_location": "Barbados",
"device_hash": "5b3f73ed2fec8598b13636df6b77ce60",
"user_agent": "Opera/9.62.(Windows NT 6.0; sl-SI) Presto/2.9.162 Version/11.00",
"session_id": "a155748a-f787-4cc1-8672-a58fa1a3ced4",
"risk_score": 42.23,
"confidence": 0.11
} | null | null | null | null | null | MITRE Technique: T1059.001 | AI system adversarial_input by sandersmelanie MITRE Technique: T1059.001 | adversarial_input | null | null | sandersmelanie | null | null | null | null | null | null | null | null | null | null | null | null | model-63e1de15 | 416465df98e734589bf93ae616b968309a21359d7c70b2b2b94365caa1bdbcc5 | 641dd7e14664f764294cd833bc8bf1fb36425c1548a0be3189a5c2537e46a934 | null | null |
ab094de0-fc0d-4ad7-9045-101b339ab060 | 2025-04-17T21:29:37 | iot | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat unusual_activity Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Pitcairn Islands",
"device_hash": "720583fbb05631ef2fd12012f12011924fd02bef",
"user_agent": "Opera/8.25.(Windows NT 6.0; wo-SN) Presto/2.9.165 Version/10.00",
"session_id": "5223bf52-bb40-44fe-96c2-dd840f49c4a6",
"risk_score": 5.36,
"confidence": 0.96
} | null | null | null | null | null | Unconventional IOC: Thermal sensor anomalies | IoT device Thermostat unusual_activity Unconventional IOC: Thermal sensor anomalies | unusual_activity | null | null | null | null | null | null | null | Thermostat | iot-3d3ae50f | 4.8 | null | null | null | null | null | null | null | null | null | null |
e2eb40a0-99dd-4ad4-bc7b-4c553c063947 | 2025-05-26T08:50:05 | iot | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|iot|low| desc=IoT device Sensor unusual_activity No additional info | {
"geo_location": "Pakistan",
"device_hash": "98872c90c557e263bd6b384110e50fcb17587c9387cad738adb3ecdab4cac844",
"user_agent": "Opera/8.89.(Windows NT 5.1; ha-NG) Presto/2.9.172 Version/12.00",
"session_id": "ac49970e-9e8b-43e8-b690-6d46b6b55c38",
"risk_score": 31.52,
"confidence": 0.02
} | 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-7ddeb931 | 9.8 | null | null | null | null | null | null | null | null | null | null |
f0d69270-9918-4a4a-9cae-734677f7644d | 2025-07-04T22:11:23 | ids_alert | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ids_alert|low| desc=Wazuh Alert: Port Scan detected from 10.138.108.88 targeting N/A MITRE Technique: T1543.003 | {
"geo_location": "Singapore",
"device_hash": "1c7d780148dc16fe3ec9f66505bc92c7",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; ks-IN) AppleWebKit/532.45.5 (KHTML, like Gecko) Version/3.0.5 Mobile/8B118 Safari/6532.45.5",
"session_id": "77933348-ea3c-4e7b-825a-603cf117b45c",
"risk_score": 52.36,
"confidence": 0.67
} | 10.138.108.88 | N/A | Port Scan | SIG-2468 | Malware | MITRE Technique: T1543.003 | Wazuh Alert: Port Scan detected from 10.138.108.88 targeting N/A MITRE Technique: T1543.003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
339fe3c8-bcac-4ebe-97b3-46961bd7b8bf | 2025-02-24T20:25:50 | ai | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by ewilson MITRE Technique: T1566.001 | {
"geo_location": "Austria",
"device_hash": "afe981f258e6eaf3b04ff476391450dd",
"user_agent": "Mozilla/5.0 (Windows NT 5.1; tl-PH; rv:1.9.0.20) Gecko/7145-11-04 12:37:38 Firefox/13.0",
"session_id": "635eac31-9c02-49d6-8d2b-8734078d163e",
"risk_score": 55.22,
"confidence": 0.88
} | null | null | null | null | null | MITRE Technique: T1566.001 | AI system prompt_injection by ewilson MITRE Technique: T1566.001 | prompt_injection | null | null | ewilson | null | null | null | null | null | null | null | null | null | null | null | null | model-b1dd761b | b383f2836771614a2b7a28b12d26c08a4ecb26a5481550985fac9715c08cfcc0 | 6d95915eaed9745a8b766fe9e47806f99c76a8bc80be0fa75694fc1a29fff80d | null | null |
5826cd6a-8793-4106-ae8a-d5546c311656 | 2025-02-25T23:39:41 | endpoint | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint scheduled_task /garden/light.pdf by mmeyer No additional info | {
"geo_location": "French Southern Territories",
"device_hash": "c5468f3606c17d7ca60f8efabdbc40edbe43b596",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/63.0.842.0 Safari/532.0",
"session_id": "fac87621-39df-4459-b6e5-ec9aececad14",
"risk_score": 25.92,
"confidence": 0.09
} | null | null | null | null | null | No additional info | Endpoint scheduled_task /garden/light.pdf by mmeyer No additional info | scheduled_task | null | null | mmeyer | /garden/light.pdf | 2,775 | svchost.exe | {
"baseline_deviation": 0.53,
"entropy": 3.35,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
fbcb8135-6788-4243-abc1-612a294dacef | 2025-05-30T07:34:34 | endpoint | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|critical| desc=Endpoint process_start /law/material.pages by ndavis No additional info | {
"geo_location": "Sweden",
"device_hash": "415e3cc6ee6b7178ed88b8c87e077a1e",
"user_agent": "Opera/8.55.(Windows 95; ks-IN) Presto/2.9.177 Version/10.00",
"session_id": "482e7057-2733-4688-ac8f-73afb740da66",
"risk_score": 45.18,
"confidence": 0.79
} | null | null | null | null | null | No additional info | Endpoint process_start /law/material.pages by ndavis No additional info | process_start | null | null | ndavis | /law/material.pages | 9,427 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
058c4d2b-fd33-4065-8096-1e5b159d6fdd | 2025-02-23T06:05:09 | cloud | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|cloud|low| desc=Cloud container_escape in Azure by yhamilton MITRE Technique: T1134.001 | {
"geo_location": "Holy See (Vatican City State)",
"device_hash": "0f87d9d77cdc004af97b359c0084fc842d4cd026",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_12_5 rv:5.0; mn-MN) AppleWebKit/535.32.7 (KHTML, like Gecko) Version/4.0 Safari/535.32.7",
"session_id": "34c454c1-5f44-4732-88ff-3f220d41e11b",
"risk_score": 63.32,
"confidence": 0.83
} | null | null | null | null | null | MITRE Technique: T1134.001 | Cloud container_escape in Azure by yhamilton MITRE Technique: T1134.001 | container_escape | null | null | yhamilton | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-62cb8f21 |
dbdadd56-d3b8-4c55-9ccf-d41e4f39b31a | 2025-06-17T10:35:05 | ai | LogRhythm v7.5.0 | critical | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by mirandasandra No additional info | {
"geo_location": "Cambodia",
"device_hash": "2934f5b726a66bfaf1f40bb7394e0caa9ced39e4",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_3 like Mac OS X; ht-HT) AppleWebKit/531.43.2 (KHTML, like Gecko) Version/4.0.5 Mobile/8B113 Safari/6531.43.2",
"session_id": "a76922ea-20b9-40a2-a890-726bf3d312fc",
"risk_score": 50.99,
"confidence": 0.47
} | null | null | null | null | null | No additional info | AI system api_abuse by mirandasandra No additional info | api_abuse | null | null | mirandasandra | null | null | null | null | null | null | null | null | null | null | null | null | model-3d1970d7 | f70ab9b230d7cd375eab81c6a8c5c589 | 2661daa30f9c5f0760432f1990e12450d60351e2 | null | null |
aaa94124-70f0-4c9a-be01-9db86b0aaac8 | 2025-02-16T12:07:18 | cloud | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|info| desc=Cloud lambda_execution in AWS by tlove No additional info | {
"geo_location": "Czech Republic",
"device_hash": "42c0954cb1516e786ab978d49b44da5934805cb19858b4d426343ace946fb373",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_9_1 rv:5.0; fo-FO) AppleWebKit/532.14.1 (KHTML, like Gecko) Version/4.1 Safari/532.14.1",
"session_id": "144bd894-d7f7-47ac-855d-c2eb0ada5446",
"risk_score": 62.42,
"confidence": 0.57
} | null | null | null | null | null | No additional info | Cloud lambda_execution in AWS by tlove No additional info | lambda_execution | null | null | tlove | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-788f0baa |
d2361503-d71e-4b45-a94e-9668a1e008a2 | 2025-06-17T15:20:38 | auth | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|low| desc=Auth success for watsonrobert via OAuth from 10.96.120.203 No additional info | {
"geo_location": "Oman",
"device_hash": "a961fce6e2176355ff3cc69f876ea4b62463ff6ab652e4aae4707a969bf4be8c",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_3 like Mac OS X; byn-ER) AppleWebKit/532.39.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B118 Safari/6532.39.4",
"session_id": "ee6783d9-3e25-40a9-8dfb-e7894998ba97",
"risk_score": 40.21,
"confidence": 0.34
} | 10.96.120.203 | null | null | null | null | No additional info | Auth success for watsonrobert via OAuth from 10.96.120.203 No additional info | success | null | null | watsonrobert | null | null | null | null | null | null | null | null | null | null | OAuth | 55:85:9e:2f:5c:cb | null | null | null | null | null |
554c763d-d5fd-4e5e-92da-be97e7c9fbba | 2025-05-07T09:36:38 | iot | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Sensor sensor_spoofing MITRE Technique: T1543.003 | Associated Threat Actor: APT37 | {
"geo_location": "Japan",
"device_hash": "d16b2eae8b9c789d1f89f62004bfe09d993bc0dc",
"user_agent": "Opera/8.97.(X11; Linux x86_64; ht-HT) Presto/2.9.179 Version/10.00",
"session_id": "eb6b5753-800a-4534-a9ef-963133e90f3f",
"risk_score": 52.84,
"confidence": 0.72
} | null | null | null | null | null | MITRE Technique: T1543.003 | Associated Threat Actor: APT37 | IoT device Sensor sensor_spoofing MITRE Technique: T1543.003 | Associated Threat Actor: APT37 | sensor_spoofing | null | null | null | null | null | null | null | Sensor | iot-bd8003d2 | 2.0 | null | null | null | null | null | null | null | null | null | null |
b4dd6539-61c3-4646-aaf8-3bbc029486ed | 2025-03-01T12:57:39 | endpoint | Palo Alto Cortex v3.0.0 | medium | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access assume by gravesjessica No additional info | {
"geo_location": "Papua New Guinea",
"device_hash": "0b958332b185e354abd0980eae355f26dbe536bcdb56de143d9639407ef37928",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_10_9; rv:1.9.2.20) Gecko/9396-11-30 10:24:10 Firefox/6.0",
"session_id": "85e97266-ed42-439b-b2f3-8d5e2151bda4",
"risk_score": 23.2,
"confidence": 0.1
} | null | null | null | null | null | No additional info | Endpoint file_access assume by gravesjessica No additional info | file_access | null | null | gravesjessica | assume | 2,426 | powershell.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
768d9345-f7d5-42dd-bec1-c859635b2887 | 2021-01-20T04:00:52 | ids_alert | Palo Alto Cortex v3.0.0 | emergency | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|ids_alert|emergency| desc=Palo Alto Cortex Alert: Supply Chain Compromise detected from 191.79.222.54 targeting 219.97.56.116 No additional info | {
"geo_location": "Puerto Rico",
"device_hash": "82045de894396fe8d406e3bc38634fc609e0cc86880ac61722a4bca22a024c64",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.1; Trident/4.0)",
"session_id": "f6aad3dd-d9a2-48b4-9ffd-203b136a9e7d",
"risk_score": 43.42,
"confidence": 0.33
} | 191.79.222.54 | 219.97.56.116 | Supply Chain Compromise | SIG-7422 | Evasion | No additional info | Palo Alto Cortex Alert: Supply Chain Compromise detected from 191.79.222.54 targeting 219.97.56.116 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
908b8013-ae39-4e65-bbd7-dbf3724a5369 | 2025-01-28T09:08:05 | cloud | Palo Alto Cortex v3.0.0 | critical | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud api_abuse in Alibaba by kennedysusan No additional info | {
"geo_location": "Tonga",
"device_hash": "545077b1fee25eb065ac1cc51dc04ad38aafd6e6734d2e9be0cbfb9b72096d0a",
"user_agent": "Opera/8.53.(X11; Linux x86_64; am-ET) Presto/2.9.165 Version/10.00",
"session_id": "03a054db-0791-427b-8075-3205e659288e",
"risk_score": 40.86,
"confidence": 0.25
} | null | null | null | null | null | No additional info | Cloud api_abuse in Alibaba by kennedysusan No additional info | api_abuse | null | null | kennedysusan | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Alibaba | res-3ef1d295 |
3ff1b5bb-098f-4eb7-bbd6-eaa713c3a37d | 2025-05-03T00:07:17 | cloud | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|cloud|low| desc=Cloud shadow_it in AWS by doris61 No additional info | {
"geo_location": "Congo",
"device_hash": "0bcbeae1830a4ed656541cbdcd9ad52fddaeafdb",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 6.2; Trident/5.1)",
"session_id": "71343e3a-983c-4bc0-a7dc-3c06bd05c01e",
"risk_score": 62.59,
"confidence": 0.9
} | null | null | null | null | null | No additional info | Cloud shadow_it in AWS by doris61 No additional info | shadow_it | null | null | doris61 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | AWS | res-2ad3dcb9 |
d1587fbb-0be5-49b6-a000-3787a45cddac | 2022-02-25T09:07:58 | firewall | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|firewall|high| desc=Firewall log-only NTP traffic from 50.127.169.48:1013 to 207.129.17.143:739 MITRE Technique: T1547.001 | {
"geo_location": "United Kingdom",
"device_hash": "46d3b66d92c608ef2d52e0211fb590b4",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.7.20) Gecko/3602-06-25 05:29:08 Firefox/11.0",
"session_id": "833aba2d-7abe-44e7-8b79-472297846a28",
"risk_score": 45.42,
"confidence": 0.59
} | 50.127.169.48 | 207.129.17.143 | null | null | null | MITRE Technique: T1547.001 | Firewall log-only NTP traffic from 50.127.169.48:1013 to 207.129.17.143:739 MITRE Technique: T1547.001 | log-only | 209,158 | NTP | null | null | null | null | null | null | null | null | 1,013 | 739 | 2,701 | null | null | null | null | null | null | null |
d46e9ef9-318e-4a4b-83ff-a4660b072ae9 | 2025-04-26T11:52:51 | ids_alert | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ids_alert|medium| desc=CrowdStrike Alert: Living-off-the-Land detected from 158.24.38.78 targeting N/A MITRE Technique: T1190 | Associated Threat Actor: FIN7 noise=whose|run|approach | {
"geo_location": "Antigua and Barbuda",
"device_hash": "99d7638bcc8410561bcfae8788b15062",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; lzh-TW) AppleWebKit/534.30.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6534.30.4",
"session_id": "ea09b388-5d47-4471-9ace-fe6ce2188890",
"risk_score": 79.28,
"confidence": 0.43
} | 158.24.38.78 | N/A | Living-off-the-Land | SIG-9354 | Exploit | MITRE Technique: T1190 | Associated Threat Actor: FIN7 | CrowdStrike Alert: Living-off-the-Land detected from 158.24.38.78 targeting N/A MITRE Technique: T1190 | Associated Threat Actor: FIN7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
db05cf74-01f5-4ba0-a66e-bd32fd165252 | 2025-06-25T14:07:39 | cloud | Snort v2.9.20 | high | CEF:0|Snort v2.9.20|SIEM|1.0|100|cloud|high| desc=Cloud shadow_it in Azure by andrew89 No additional info noise=ED7B0FF6 | {
"geo_location": "Iraq",
"device_hash": "34c090ccc54287ffcdbbe07c7bd51b2256829634",
"user_agent": "Opera/8.53.(Windows NT 6.2; id-ID) Presto/2.9.187 Version/12.00",
"session_id": "0321166e-a3e1-439c-87d0-a7f56d13d49b",
"risk_score": 57.4,
"confidence": 0.96
} | null | null | null | null | null | No additional info | Cloud shadow_it in Azure by andrew89 No additional info | shadow_it | null | null | andrew89 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | Azure | res-7ec93401 |
fe69f80a-3edb-4522-8904-e2fc0caa4112 | 2025-03-13T22:04:24 | ids_alert | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|medium| desc=Carbon Black Alert: Container Escape detected from 208.78.86.247 targeting N/A No additional info noise=categories/tag | {
"geo_location": "Mauritius",
"device_hash": "df434c9a4e78092666c7768aa0f02693a647232c",
"user_agent": "Opera/9.79.(X11; Linux x86_64; doi-IN) Presto/2.9.186 Version/10.00",
"session_id": "6cd4f3d7-a02b-4774-b510-3fa05573fd16",
"risk_score": 28.91,
"confidence": 0.11
} | 208.78.86.247 | N/A | Container Escape | SIG-4264 | Evasion | No additional info | Carbon Black Alert: Container Escape detected from 208.78.86.247 targeting N/A No additional info | null | null | null | null | null | null | null | {
"baseline_deviation": 1.54,
"entropy": 3.62,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | null | null | null |
c27015c4-08dd-4c5a-bb31-e0a6867693c5 | 2025-06-18T08:24:53 | ids_alert | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ids_alert|critical| desc=Darktrace Alert: Fileless Attack detected from 66.63.26.210 targeting 206.223.19.197 No additional info | {
"geo_location": "Tonga",
"device_hash": "1d3b04cf393974398a89f8a9b91a7b213b0816d1ae6e80fb42140b804b6a3568",
"user_agent": "Mozilla/5.0 (Windows NT 10.0) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/15.0.876.0 Safari/534.2",
"session_id": "197b8f80-d1b2-4861-a345-1fbc7dbde8a7",
"risk_score": 68.34,
"confidence": 0.28
} | 66.63.26.210 | 206.223.19.197 | Fileless Attack | SIG-3303 | Policy | No additional info | Darktrace Alert: Fileless Attack detected from 66.63.26.210 targeting 206.223.19.197 No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
5a0b4d37-93d9-43d1-bede-cc35b34c3220 | 2025-06-09T12:14:16 | endpoint | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint file_access /quality/through.key by muellerstephen No additional info | {
"geo_location": "Qatar",
"device_hash": "eff5b577883a477c801d83e4e878c0f78641c708ea6604133b842954d8492f55",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_0; rv:1.9.2.20) Gecko/7287-03-13 00:46:36 Firefox/3.6.9",
"session_id": "c23d4809-ef56-43bb-8f28-5169bdf9f66b",
"risk_score": 34.44,
"confidence": 0.07
} | null | null | null | null | null | No additional info | Endpoint file_access /quality/through.key by muellerstephen No additional info | file_access | null | null | muellerstephen | /quality/through.key | 4,853 | cmd.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
03062869-a1a0-4a44-a470-2c9b2e17c467 | 2025-02-01T04:35:04 | firewall | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only NTP traffic from 175.101.216.208:687 to 209.235.170.89:161 No additional info | {
"geo_location": "Bangladesh",
"device_hash": "b3f96656d416dab12c5759bc8c358c5ab2302273",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_0 like Mac OS X; nhn-MX) AppleWebKit/534.33.4 (KHTML, like Gecko) Version/4.0.5 Mobile/8B112 Safari/6534.33.4",
"session_id": "71703165-9418-4697-b4cb-1f549863cab5",
"risk_score": 55.34,
"confidence": 0.78
} | 175.101.216.208 | 209.235.170.89 | null | null | null | No additional info | Firewall log-only NTP traffic from 175.101.216.208:687 to 209.235.170.89:161 No additional info | log-only | 780,478 | NTP | null | null | null | null | {
"baseline_deviation": 1.27,
"entropy": 5.56,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 687 | 161 | 1,283 | null | null | null | null | null | null | null |
63916102-60b1-4dbb-ac5d-20e9fd1643ce | 2025-07-07T15:17:59 | cloud | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|cloud|medium| desc=Cloud crypto_mining in OCI by mark72 No additional info | {
"geo_location": "Estonia",
"device_hash": "33388bac44c0dd32f12cba8736f89af6f18ec584fae93325a478b008ac23d1b4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 4.0; Trident/5.1)",
"session_id": "a2ce9cbb-c0d0-4c51-9ca8-5c15d9341816",
"risk_score": 44.44,
"confidence": 0.37
} | null | null | null | null | null | No additional info | Cloud crypto_mining in OCI by mark72 No additional info | crypto_mining | null | null | mark72 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OCI | res-2f0ad060 |
65bdf308-fda4-45c0-8b7e-5dcac3a497be | 2025-07-08T15:06:07 | auth | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|auth|high| desc=Auth failed for andre93 via biometric from 208.153.65.251 MITRE Technique: T1547.001 | {
"geo_location": "Greenland",
"device_hash": "547e8f274e24b8cd8b9ad81e43eca8f60915df08c51af35655145f75c97e334e",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 10.0; Trident/3.1)",
"session_id": "6c206fb8-7d9c-4737-bc7c-15ec4085e7ec",
"risk_score": 81.46,
"confidence": 0.86
} | 208.153.65.251 | null | null | null | null | MITRE Technique: T1547.001 | Auth failed for andre93 via biometric from 208.153.65.251 MITRE Technique: T1547.001 | failed | null | null | andre93 | null | null | null | null | null | null | null | null | null | null | biometric | 28:cd:dc:c5:38:85 | null | null | null | null | null |
470d00c9-7719-49aa-b6d5-e1488d7070cf | 2025-05-17T07:55:59 | ids_alert | LogRhythm v7.5.0 | medium | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|ids_alert|medium| desc=LogRhythm Alert: DDoS detected from 159.65.126.155 targeting N/A No additional info | {
"geo_location": "Martinique",
"device_hash": "c3ce4fc9451f1f9cc0d85c42562166828a6f7a95190c514b640b43b4adbc760b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.2; Trident/3.0)",
"session_id": "639173ec-6211-468c-83ee-1a44b0501ff6",
"risk_score": 32.59,
"confidence": 0.22
} | 159.65.126.155 | N/A | DDoS | SIG-9712 | Policy | No additional info | LogRhythm Alert: DDoS detected from 159.65.126.155 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 |
218d26c3-5ce1-48db-a14b-ff9023c51be3 | 2025-01-14T09:47:35 | ids_alert | FireEye HX v4.5.0 | medium | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ids_alert|medium| desc=FireEye HX Alert: Cloud API Abuse detected from 204.149.75.236 targeting N/A Obfuscated payload detected | {
"geo_location": "Saint Lucia",
"device_hash": "d687c9b22693bbf4847fbcd40de0c244",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/9718-10-05 08:25:42 Firefox/3.6.17",
"session_id": "a21fad47-56a5-417c-9408-b498f74c4211",
"risk_score": 35.9,
"confidence": 0.03
} | 204.149.75.236 | N/A | Cloud API Abuse | SIG-1263 | Policy | Obfuscated payload detected | FireEye HX Alert: Cloud API Abuse detected from 204.149.75.236 targeting N/A Obfuscated payload detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
df059a05-1cdf-4105-b235-4165f2070124 | 2025-01-20T14:42:58 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint registry_change return by gsmith MITRE Technique: T1078.004 | {
"geo_location": "Monaco",
"device_hash": "263635ef21a33f30c7bcff9aa6e89be25197a16b",
"user_agent": "Opera/8.16.(Windows NT 5.1; he-IL) Presto/2.9.164 Version/11.00",
"session_id": "4da79fe4-3f13-43c6-937c-f68a2e3b4593",
"risk_score": 56.13,
"confidence": 0.64
} | null | null | null | null | null | MITRE Technique: T1078.004 | Endpoint registry_change return by gsmith MITRE Technique: T1078.004 | registry_change | null | null | gsmith | return | 4,401 | svchost.exe | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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