event_id stringlengths 36 36 | timestamp timestamp[s]date 2020-07-12 21:38:20 2030-07-10 06:49:21 | event_type stringclasses 8
values | source stringclasses 20
values | severity stringclasses 6
values | raw_log stringlengths 91 282 | advanced_metadata dict | user stringlengths 3 22 ⌀ | action stringclasses 55
values | object stringlengths 1 32 ⌀ | process_id int64 100 10k ⌀ | parent_process stringclasses 4
values | additional_info stringlengths 18 148 | description stringlengths 45 225 | behavioral_analytics dict | device_type stringclasses 5
values | device_id stringlengths 12 12 ⌀ | firmware_version stringclasses 100
values | src_ip stringlengths 8 15 ⌀ | dst_ip stringlengths 3 15 ⌀ | alert_type stringclasses 17
values | signature_id stringlengths 8 8 ⌀ | category stringclasses 5
values | cloud_service stringclasses 5
values | resource_id stringlengths 12 12 ⌀ | model_id stringlengths 14 14 ⌀ | input_hash stringlengths 32 64 ⌀ | output_hash stringlengths 32 64 ⌀ | src_port int64 1 65.5k ⌀ | dst_port int64 1 65.5k ⌀ | protocol stringclasses 10
values | bytes int64 105 1,000k ⌀ | duration int64 1 3.6k ⌀ | method stringclasses 7
values | mac_address stringlengths 17 17 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
f616b9fd-49ae-474f-9548-1ce31bcfdc81 | 2025-06-22T23:53:29 | cloud | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|cloud|high| desc=Cloud permission_escalation in AWS by xwilliams No additional info | {
"geo_location": "Angola",
"device_hash": "d3da2c5553cc1506a904eb390fa0d4f6c71063a5c371665a04f06bc5b0b1fbed",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/536.2 (KHTML, like Gecko) Chrome/46.0.893.0 Safari/536.2",
"session_id": "3c62d083-961a-4edf-aa80-ee998f7fcbf0",
"risk_score": 51.1,
"conf... | xwilliams | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in AWS by xwilliams No additional info | null | null | null | null | null | null | null | null | null | AWS | res-ef0381f9 | null | null | null | null | null | null | null | null | null | null |
cdcd9316-c3da-4933-9938-006ff583b42d | 2025-06-03T22:16:43 | firewall | Zeek v5.0.0 | critical | CEF:0|Zeek v5.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall log-only HTTPS traffic from 10.241.91.54:192 to 194.120.106.78:822 No additional info | {
"geo_location": "France",
"device_hash": "94456656c5538e53b5668d2d414a9741d5c4f9c6924624c67cb3c7c911a76c58",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/7630-07-14 13:23:16 Firefox/3.6.2",
"session_id": "2ed7c694-7790-4ab9-b212-7dc7a097f809",
"risk_score": 94.14,
"confidence": 0.69
} | null | log-only | null | null | null | No additional info | Firewall log-only HTTPS traffic from 10.241.91.54:192 to 194.120.106.78:822 No additional info | null | null | null | null | 10.241.91.54 | 194.120.106.78 | null | null | null | null | null | null | null | null | 192 | 822 | HTTPS | 321,852 | 1,152 | null | null |
02276a02-0ed3-41bd-a83f-313a0e8a6828 | 2025-03-28T21:20:55 | auth | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|low| desc=Auth locked for daughertycrystal via key from 65.201.116.143 MITRE Technique: T1486 noise=VG8gaW5kZWVkLg== | {
"geo_location": "Saint Martin",
"device_hash": "d4005a83e365375b49d5f2fe87bbe607",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_9 rv:4.0; eu-ES) AppleWebKit/534.44.5 (KHTML, like Gecko) Version/5.0.4 Safari/534.44.5",
"session_id": "dcbcf4e5-9273-4de0-b49b-f889a88c9a3c",
"risk_score": 55.32,
... | daughertycrystal | locked | null | null | null | MITRE Technique: T1486 | Auth locked for daughertycrystal via key from 65.201.116.143 MITRE Technique: T1486 | null | null | null | null | 65.201.116.143 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | a0:7e:2d:e7:d6:d0 |
8136b809-48a9-4536-b360-abacc87c02ce | 2025-05-09T04:55:47 | ids_alert | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Vectra AI Alert: Living-off-the-Land detected from 65.96.105.3 targeting 24.220.86.23 No additional info | {
"geo_location": "Nigeria",
"device_hash": "036b56fe77448a88acdfb3adbdb37234",
"user_agent": "Mozilla/5.0 (Windows NT 5.2; be-BY; rv:1.9.0.20) Gecko/2235-03-13 13:34:14 Firefox/9.0",
"session_id": "018e46af-8b91-4125-96e8-1b332b79a65f",
"risk_score": 47.08,
"confidence": 0.09
} | null | null | null | null | null | No additional info | Vectra AI Alert: Living-off-the-Land detected from 65.96.105.3 targeting 24.220.86.23 No additional info | null | null | null | null | 65.96.105.3 | 24.220.86.23 | Living-off-the-Land | SIG-1310 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
fe0bba4e-7785-4bd1-9f8d-cef72925d755 | 2025-06-05T21:38:08 | ai | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ai|high| desc=AI system model_inversion by maria11 Associated Threat Actor: Mustang Panda | {
"geo_location": "Iran",
"device_hash": "47c91e3150fa29ede2e999ce97dc9986",
"user_agent": "Opera/8.88.(Windows 98; bn-IN) Presto/2.9.165 Version/10.00",
"session_id": "c59ddc56-09e5-42c2-80ea-dc77bec0cefc",
"risk_score": 63.53,
"confidence": 0.54
} | maria11 | model_inversion | null | null | null | Associated Threat Actor: Mustang Panda | AI system model_inversion by maria11 Associated Threat Actor: Mustang Panda | {
"baseline_deviation": 0.79,
"entropy": 7.39,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-2bd8e244 | f2aa2665dc9faeb0e9ea0869700955d2bbf3bb46067e99edadb22289a2bc56cf | b76db41238e15463ad21457b2043f1a2eda013c748b1e256e8ab4904f6b1d5c7 | null | null | null | null | null | null | null |
28d8e43d-795e-4eae-9f38-2113c730e20f | 2025-02-08T22:41:38 | network | ArcSight v7.4.0 | critical | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|network|critical| desc=Network beaconing from 196.35.95.98 to 104.149.135.253 No additional info | {
"geo_location": "Jordan",
"device_hash": "1cd123aa6dcebff4d891b6fc05430af7f1f3eebcba04ad652d8b3d83d5037601",
"user_agent": "Mozilla/5.0 (Windows NT 11.0; de-LI; rv:1.9.0.20) Gecko/3285-01-29 05:12:17 Firefox/3.6.7",
"session_id": "a010b6a9-da4d-4777-8457-06470e7092f3",
"risk_score": 54.66,
"confidence": 0... | null | beaconing | null | null | null | No additional info | Network beaconing from 196.35.95.98 to 104.149.135.253 No additional info | null | null | null | null | 196.35.95.98 | 104.149.135.253 | null | null | null | null | null | null | null | null | null | null | HTTPS | 579,168 | null | null | null |
f76e3277-f831-44cb-9895-60f21f1106a5 | 2025-07-03T18:42:37 | iot | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device Camera side_channel No additional info | {
"geo_location": "Kyrgyz Republic",
"device_hash": "2a100d0898c49600fb327c365f2f4d99bb91b5059c68da1236766affca5e847c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 10.0; Trident/4.1)",
"session_id": "4583eaf1-ab10-4527-8b41-944aae8c6a32",
"risk_score": 24.5,
"confidence": 0.17
} | null | side_channel | null | null | null | No additional info | IoT device Camera side_channel No additional info | null | Camera | iot-1bf2f211 | 3.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
555ce666-8bbe-418a-bed0-4791128b4f5d | 2025-03-02T10:39:06 | auth | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|auth|medium| desc=Auth success for brian66 via key from 124.129.47.53 No additional info noise=0C682A06 | {
"geo_location": "Armenia",
"device_hash": "f1668756c94937c37de68a69adb42931b87c9e33d5969bde1d4cdde9921456fe",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/532.2 (KHTML, like Gecko) Chrome/44.0.832.0 Safari/532.2",
"session_id": "dc22bc33-5e63-4e92-b75d-20977302e35d",
"risk_score": 34.06,
"co... | brian66 | success | null | null | null | No additional info | Auth success for brian66 via key from 124.129.47.53 No additional info | null | null | null | null | 124.129.47.53 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 91:9d:8f:59:54:5d |
34034853-3c16-4ab7-a340-2f51c59e8b19 | 2025-03-09T07:25:10 | endpoint | Microsoft Sentinel v1.0.0 | low | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint wmi_exec /cup/rich.pptx by khess No additional info noise=blog | {
"geo_location": "Congo",
"device_hash": "e975420eb5b2fbd2c1048f63f577c3c3dce788c2",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/21.0.855.0 Safari/535.1",
"session_id": "e8c1f3f8-f816-4a02-8e0e-7de81d62a1ca",
"risk_score": 35.23,
"confidence": 0.08
} | khess | wmi_exec | /cup/rich.pptx | 2,930 | svchost.exe | No additional info | Endpoint wmi_exec /cup/rich.pptx by khess No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
794706d4-a33f-4262-a1b1-b59e66f5b6ab | 2025-05-14T19:00:36 | firewall | Splunk v9.0.2 | medium | CEF:0|Splunk v9.0.2|SIEM|1.0|100|firewall|medium| desc=Firewall allow NTP traffic from 10.147.133.175:76 to 36.9.139.181:690 No additional info noise=explore | {
"geo_location": "American Samoa",
"device_hash": "2318b43225db80c42037e4da82279f38a7c8bd7b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 6.0; Trident/5.1)",
"session_id": "340792ae-5326-49fe-97a0-df5196a9f3b1",
"risk_score": 60.25,
"confidence": 0.23
} | null | allow | null | null | null | No additional info | Firewall allow NTP traffic from 10.147.133.175:76 to 36.9.139.181:690 No additional info | null | null | null | null | 10.147.133.175 | 36.9.139.181 | null | null | null | null | null | null | null | null | 76 | 690 | NTP | 10,190 | 641 | null | null |
eb3dcdd8-2e62-4099-b643-1f1f5112c906 | 2025-03-07T19:20:01 | iot | LogRhythm v7.5.0 | low | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC command_injection No additional info | {
"geo_location": "Moldova",
"device_hash": "5d2e58eaca883c777a30b4dcb4908e2802943896907201a9c7f3d9f89d323ea3",
"user_agent": "Mozilla/5.0 (Linux; Android 2.0) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/63.0.899.0 Safari/532.0",
"session_id": "122ba652-b3a3-46d9-8dd3-333fa5e89e84",
"risk_score": 37.71,
"c... | null | command_injection | null | null | null | No additional info | IoT device HVAC command_injection No additional info | null | HVAC | iot-3cb0008a | 5.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
06459a97-c492-477e-b73c-ac823c8061bd | 2025-06-30T22:14:02 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall allow HTTPS traffic from 51.90.7.248:71 to 24.108.41.49:774 MITRE Technique: T1547.001 | Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Indonesia",
"device_hash": "188a613bbd281a4dc43eea7abc729252ce18fa6fea90cc2e78e16f519a62ee94",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 95; Trident/4.1)",
"session_id": "2a4decf7-39bc-40c0-ba93-b9bb712a1daf",
"risk_score": 72.49,
"confidence": 0.37
} | null | allow | null | null | null | MITRE Technique: T1547.001 | Unconventional IOC: Thermal sensor anomalies | Firewall allow HTTPS traffic from 51.90.7.248:71 to 24.108.41.49:774 MITRE Technique: T1547.001 | Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 51.90.7.248 | 24.108.41.49 | null | null | null | null | null | null | null | null | 71 | 774 | HTTPS | 112,832 | 2,769 | null | null |
86b37c10-a123-4d16-9985-d7de80ec310c | 2025-02-15T19:13:57 | network | OSSEC v3.7.0 | low | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|network|low| desc=Network beaconing from 107.149.3.80 to 121.214.97.177 No additional info | {
"geo_location": "Austria",
"device_hash": "c9389a87cc4be4a1edf8ec7af8da8fd8f4b2fc5ce53bea904601bad1dee35d5a",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_9_1; rv:1.9.6.20) Gecko/4669-03-10 11:24:28 Firefox/9.0",
"session_id": "3f88785a-e1fb-4290-a9eb-8749abcdf466",
"risk_score": 55.89,
"confi... | null | beaconing | null | null | null | No additional info | Network beaconing from 107.149.3.80 to 121.214.97.177 No additional info | null | null | null | null | 107.149.3.80 | 121.214.97.177 | null | null | null | null | null | null | null | null | null | null | HTTP | 149,580 | null | null | null |
b1091555-8839-4a4e-822d-8de4f2c26297 | 2025-02-28T02:49:17 | network | Snort v2.9.20 | info | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|info| desc=Network covert_channel from 56.3.32.210 to 108.141.26.46 No additional info | {
"geo_location": "Mayotte",
"device_hash": "b301e2dacbc6682dc039dc148a17ae9ae5b0ced0",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows 98; Win 9x 4.90; Trident/4.0)",
"session_id": "63f42c08-afb1-4d57-95e5-7012a10f8787",
"risk_score": 92.32,
"confidence": 0.11
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 56.3.32.210 to 108.141.26.46 No additional info | null | null | null | null | 56.3.32.210 | 108.141.26.46 | null | null | null | null | null | null | null | null | null | null | HTTP | 411,467 | null | null | null |
e9327527-4751-4a78-ba1d-7181b625b3d3 | 2025-04-08T12:44:20 | ids_alert | OSSEC v3.7.0 | medium | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|ids_alert|medium| desc=OSSEC Alert: Living-off-the-Land detected from 82.94.216.196 targeting 147.98.188.231 No additional info | {
"geo_location": "Martinique",
"device_hash": "2f935fd413f8a37e49a2add44d739db071f6c8091b69db6563ab45debc836bab",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 6.0) AppleWebKit/532.48.5 (KHTML, like Gecko) Version/5.0.3 Safari/532.48.5",
"session_id": "4f09e817-88d9-42b9-9c82-68a224759dec",
"risk_score"... | null | null | null | null | null | No additional info | OSSEC Alert: Living-off-the-Land detected from 82.94.216.196 targeting 147.98.188.231 No additional info | null | null | null | null | 82.94.216.196 | 147.98.188.231 | Living-off-the-Land | SIG-7256 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
87fc3a88-920a-496b-ac96-e0d424953513 | 2030-03-17T17:44:24 | auth | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|medium| desc=Auth failed for brownrobert via passwordless from 25.52.108.101 No additional info | {
"geo_location": "Kiribati",
"device_hash": "469044695c08f23d4cd1d78286969a9fd11e489f9420d0546738f0f275b77b74",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_6) AppleWebKit/532.0 (KHTML, like Gecko) Chrome/30.0.840.0 Safari/532.0",
"session_id": "b8f5bdc2-f565-4a86-9bee-7d053ed3d51e",
"risk_sco... | brownrobert | failed | null | null | null | No additional info | Auth failed for brownrobert via passwordless from 25.52.108.101 No additional info | null | null | null | null | 25.52.108.101 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | passwordless | 10:12:82:5b:b1:1a |
f3ca0ae1-c971-41fa-ae6b-6877fbe5ee4d | 2025-04-30T08:33:43 | ai | Wazuh v4.5.0 | critical | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by cory03 No additional info | {
"geo_location": "Sao Tome and Principe",
"device_hash": "9472597ff2044a121198fe3fdd87a357e49a98e5",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; sl-SI) AppleWebKit/532.39.4 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6532.39.4",
"session_id": "b2595602-88ef-4308-8947-8e2b478... | cory03 | api_abuse | null | null | null | No additional info | AI system api_abuse by cory03 No additional info | null | null | null | null | null | null | null | null | null | null | null | model-73666e63 | 1371dc7d101f54cf0407fa3092c3ff291edb1c1b | b61b1caac529d85c62681e9b0490dda18c0dab2ae0a25231b1ab5b25234307b5 | null | null | null | null | null | null | null |
cccde37a-e356-4325-96f8-4ed0006e7739 | 2025-06-23T10:27:59 | auth | LogRhythm v7.5.0 | info | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|info| desc=Auth timeout for blake45 via MFA from 21.145.123.139 No additional info | {
"geo_location": "Norway",
"device_hash": "3c206ef5112b8ee013e30d1a112eb615",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows CE; Trident/3.0)",
"session_id": "b9c06fbc-d7db-488c-bff9-0aa71330f0e6",
"risk_score": 21.7,
"confidence": 0.45
} | blake45 | timeout | null | null | null | No additional info | Auth timeout for blake45 via MFA from 21.145.123.139 No additional info | null | null | null | null | 21.145.123.139 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 2e:f1:55:09:e9:ab |
feba76ed-0f62-4cf3-b843-78af18fcc5ca | 2025-03-15T18:22:45 | auth | ArcSight v7.4.0 | medium | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|medium| desc=Auth locked for obrewer via MFA from 98.143.29.172 No additional info noise=B62AAD6D | {
"geo_location": "Iceland",
"device_hash": "d808930a18445e10d685ff0d5b8ec1e45b9391eb",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; brx-IN) AppleWebKit/535.47.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B119 Safari/6535.47.3",
"session_id": "b0f530b7-eca8-4a8c-9e64-8bf1532bf85a",
"ri... | obrewer | locked | null | null | null | No additional info | Auth locked for obrewer via MFA from 98.143.29.172 No additional info | null | null | null | null | 98.143.29.172 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | ad:a5:8b:f6:df:0d |
e0c84c5d-6ac2-4b5b-8a0f-61cc1d767b54 | 2025-02-12T14:54:21 | auth | Darktrace v6.0.0 | high | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|auth|high| desc=Auth bypass for orios via MFA from 10.161.132.86 No additional info | {
"geo_location": "Barbados",
"device_hash": "798ef4c0e657c36c5a15248a5dcd4531c9009907e2170b80e1e89a1c18428640",
"user_agent": "Mozilla/5.0 (X11; Linux i686; rv:1.9.5.20) Gecko/8932-07-23 20:29:59 Firefox/3.6.15",
"session_id": "0ba58d43-c425-43b8-ab08-e9afb9502dda",
"risk_score": 51.86,
"confidence": 0.54
... | orios | bypass | null | null | null | No additional info | Auth bypass for orios via MFA from 10.161.132.86 No additional info | null | null | null | null | 10.161.132.86 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | MFA | 6a:74:cf:8f:e5:1c |
13e8cfcc-cf44-46f4-913d-817acd03678a | 2025-01-20T11:31:27 | firewall | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|firewall|critical| desc=Firewall deny RDP traffic from 65.142.173.11:341 to 64.180.51.100:1019 No additional info | {
"geo_location": "Finland",
"device_hash": "e1e1c852c789e00f4f2caf5f2cbcbc897f1afe99",
"user_agent": "Mozilla/5.0 (Windows NT 5.0; ig-NG; rv:1.9.1.20) Gecko/4336-09-03 01:17:04 Firefox/8.0",
"session_id": "59b55348-729d-4b84-bc48-bfd13eab1ae3",
"risk_score": 57.8,
"confidence": 0.94
} | null | deny | null | null | null | No additional info | Firewall deny RDP traffic from 65.142.173.11:341 to 64.180.51.100:1019 No additional info | null | null | null | null | 65.142.173.11 | 64.180.51.100 | null | null | null | null | null | null | null | null | 341 | 1,019 | RDP | 669,827 | 3,143 | null | null |
272644fb-3e53-4e3b-a470-7da39c000125 | 2025-02-26T06:15:19 | network | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|network|low| desc=Network disconnection from 219.192.198.206 to 189.196.156.56 MITRE Technique: T1134.001 noise=E27C4B63 | {
"geo_location": "Cayman Islands",
"device_hash": "d777eb091a29f65d597d06b8d4f6c904",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_5_3; rv:1.9.3.20) Gecko/6558-01-30 20:35:23 Firefox/3.6.17",
"session_id": "273154cf-f478-4bb3-a646-f79e1173d93c",
"risk_score": 27.53,
"confidence": 0.5
} | null | disconnection | null | null | null | MITRE Technique: T1134.001 | Network disconnection from 219.192.198.206 to 189.196.156.56 MITRE Technique: T1134.001 | null | null | null | null | 219.192.198.206 | 189.196.156.56 | null | null | null | null | null | null | null | null | null | null | TCP | 102,173 | null | null | null |
a5d4ea7c-c9b3-470c-b3ee-86e2c2d45428 | 2025-01-31T07:50:05 | iot | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|info| desc=IoT device Camera side_channel MITRE Technique: T1134.001 | {
"geo_location": "Kyrgyz Republic",
"device_hash": "d89bb926389845cb5cbbcb34c2af6713d217ff786e0f117a1683ade1fdf8a154",
"user_agent": "Mozilla/5.0 (Windows; U; Windows NT 10.0) AppleWebKit/532.26.3 (KHTML, like Gecko) Version/5.0 Safari/532.26.3",
"session_id": "ef7b437d-9993-4f5e-bc3b-7e68e7b4caea",
"risk_sc... | null | side_channel | null | null | null | MITRE Technique: T1134.001 | IoT device Camera side_channel MITRE Technique: T1134.001 | null | Camera | iot-ecfd0406 | 1.1 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
6f9b690e-b890-4fb3-8103-d11ab7d46bac | 2020-08-16T01:40:51 | network | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|network|info| desc=Network latency_spike from 120.86.179.216 to 107.10.125.70 MITRE Technique: T1053.005 noise=single|need|admit | {
"geo_location": "Botswana",
"device_hash": "7f812bba5aedfbc54facef4470f757b0",
"user_agent": "Mozilla/5.0 (X11; Linux i686) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/53.0.826.0 Safari/535.1",
"session_id": "7809afda-b78f-44f3-9a5d-a5ab869003e9",
"risk_score": 88.7,
"confidence": 0.12
} | null | latency_spike | null | null | null | MITRE Technique: T1053.005 | Network latency_spike from 120.86.179.216 to 107.10.125.70 MITRE Technique: T1053.005 | {
"baseline_deviation": 2.07,
"entropy": 3.29,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 120.86.179.216 | 107.10.125.70 | null | null | null | null | null | null | null | null | null | null | UDP | 515,009 | null | null | null |
36d86b38-b13d-4d22-a1d0-45186916f1c8 | 2025-03-13T13:32:33 | auth | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|auth|info| desc=Auth failed for amandahawkins via OAuth from 57.71.176.253 No additional info noise=rest|discussion|expert | {
"geo_location": "Saint Kitts and Nevis",
"device_hash": "298e28ee24aa88c2705e20003d0faed01af03840",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_1 like Mac OS X; lzh-TW) AppleWebKit/535.6.2 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6535.6.2",
"session_id": "9765e1ed-32c7-4e3f-aa8e-eb902b15... | amandahawkins | failed | null | null | null | No additional info | Auth failed for amandahawkins via OAuth from 57.71.176.253 No additional info | null | null | null | null | 57.71.176.253 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | OAuth | 03:4b:3f:cf:f6:26 |
ac144052-f892-40cf-9ec2-ab0dc848ddc7 | 2025-06-25T02:16:43 | auth | ArcSight v7.4.0 | info | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|auth|info| desc=Auth failed for timothystewart via SAML from 73.215.18.241 No additional info | {
"geo_location": "Grenada",
"device_hash": "0a3a6e953d10aabd770e35e6e8539e038a59b211ddd982484dfacc9a637cd40d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/3.0)",
"session_id": "863c04f0-0b1b-4650-a50b-876c8c67f30f",
"risk_score": 47.27,
"confidence": 0.57
} | timothystewart | failed | null | null | null | No additional info | Auth failed for timothystewart via SAML from 73.215.18.241 No additional info | {
"baseline_deviation": 0.88,
"entropy": 5.85,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 73.215.18.241 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | SAML | ea:b6:3b:6c:d0:49 |
32a5b1f2-62eb-462f-960d-8730c9a25ada | 2025-05-05T05:11:01 | endpoint | Palo Alto Cortex v3.0.0 | low | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install ask by ethancole MITRE Technique: T1053.005 | {
"geo_location": "Jersey",
"device_hash": "df726b6ca81c669e0d9ac75c3130fb5fa0815f2e",
"user_agent": "Opera/9.20.(X11; Linux x86_64; ko-KR) Presto/2.9.180 Version/11.00",
"session_id": "d2d89d2f-1366-4922-9beb-6b0080b0aaad",
"risk_score": 25.51,
"confidence": 0.92
} | ethancole | service_install | ask | 5,662 | cmd.exe | MITRE Technique: T1053.005 | Endpoint service_install ask by ethancole MITRE Technique: T1053.005 | {
"baseline_deviation": 2.96,
"entropy": 4.9,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
a6eb5912-8ea8-4fb2-8ddd-3366d3e0fcdd | 2025-03-20T07:11:47 | firewall | OSSEC v3.7.0 | info | CEF:0|OSSEC v3.7.0|SIEM|1.0|100|firewall|info| desc=Firewall quarantine SSH traffic from 188.198.49.20:44905 to 214.242.226.143:413 No additional info noise=explore/tags/app | {
"geo_location": "Argentina",
"device_hash": "33e6640aa8609dcec311629c4db94ef9",
"user_agent": "Mozilla/5.0 (Windows 98; Win 9x 4.90; byn-ER; rv:1.9.0.20) Gecko/6618-04-15 01:02:20 Firefox/15.0",
"session_id": "0efaf3ee-b04c-434b-a1e3-88cf721ff079",
"risk_score": 66.34,
"confidence": 0.94
} | null | quarantine | null | null | null | No additional info | Firewall quarantine SSH traffic from 188.198.49.20:44905 to 214.242.226.143:413 No additional info | null | null | null | null | 188.198.49.20 | 214.242.226.143 | null | null | null | null | null | null | null | null | 44,905 | 413 | SSH | 714,530 | 3,002 | null | null |
485f93b4-2c4c-479c-b3be-588a5f96a19b | 2025-03-26T07:38:50 | network | Splunk v9.0.2 | critical | CEF:0|Splunk v9.0.2|SIEM|1.0|100|network|critical| desc=Network beaconing from 56.1.65.151 to 147.119.236.13 Unconventional IOC: Thermal sensor anomalies | {
"geo_location": "Korea",
"device_hash": "2b864a1adf75422c8e61fcc5eb2df01df11325bb",
"user_agent": "Opera/9.45.(Windows NT 11.0; csb-PL) Presto/2.9.164 Version/10.00",
"session_id": "e2089cdf-3ca2-4d56-8aff-eb50f4ad63e5",
"risk_score": 59.72,
"confidence": 0.89
} | null | beaconing | null | null | null | Unconventional IOC: Thermal sensor anomalies | Network beaconing from 56.1.65.151 to 147.119.236.13 Unconventional IOC: Thermal sensor anomalies | null | null | null | null | 56.1.65.151 | 147.119.236.13 | null | null | null | null | null | null | null | null | null | null | HTTPS | 598,762 | null | null | null |
31347251-1693-4089-9b56-b6514121868c | 2025-03-24T19:32:19 | cloud | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|cloud|medium| desc=Cloud container_escape in Azure by meyerkendra No additional info | {
"geo_location": "Martinique",
"device_hash": "4be255777998c5490b42598adfe8ffc5",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_7_2 rv:4.0; gl-ES) AppleWebKit/533.46.3 (KHTML, like Gecko) Version/5.0.3 Safari/533.46.3",
"session_id": "f77586db-d12f-4970-8a8d-e9f4334e01e1",
"risk_score": 66.34,
"co... | meyerkendra | container_escape | null | null | null | No additional info | Cloud container_escape in Azure by meyerkendra No additional info | null | null | null | null | null | null | null | null | null | Azure | res-b33a475c | null | null | null | null | null | null | null | null | null | null |
7844677b-4b48-452a-b0d4-4c0a44d2db30 | 2025-07-03T10:13:15 | ids_alert | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|critical| desc=Carbon Black Alert: Credential Stuffing detected from 10.156.14.109 targeting 9.229.0.50 No additional info noise=list/blog | {
"geo_location": "Bahamas",
"device_hash": "5cfe5b964594568168a2bbc85ea87b66c5dcc9b95953d8cb2894b696df9b22c3",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.0; Trident/4.1)",
"session_id": "0a9d1ae7-94d2-4bbf-845a-03c786cdf378",
"risk_score": 36.68,
"confidence": 0.58
} | null | null | null | null | null | No additional info | Carbon Black Alert: Credential Stuffing detected from 10.156.14.109 targeting 9.229.0.50 No additional info | null | null | null | null | 10.156.14.109 | 9.229.0.50 | Credential Stuffing | SIG-5318 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
1c775398-feb5-41ef-b2b3-78ac8373563c | 2025-03-30T02:38:30 | network | FireEye HX v4.5.0 | info | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|network|info| desc=Network beaconing from 196.164.46.149 to 10.11.111.131 MITRE Technique: T1204.002 | {
"geo_location": "Western Sahara",
"device_hash": "c22ee74040a17e481003eb7db3f77fe615441eb0",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_6_8 rv:4.0; am-ET) AppleWebKit/535.48.7 (KHTML, like Gecko) Version/5.0.4 Safari/535.48.7",
"session_id": "2a178a3f-c1da-45d7-b2bc-9a6ac9c09a49",
"risk_score"... | null | beaconing | null | null | null | MITRE Technique: T1204.002 | Network beaconing from 196.164.46.149 to 10.11.111.131 MITRE Technique: T1204.002 | null | null | null | null | 196.164.46.149 | 10.11.111.131 | null | null | null | null | null | null | null | null | null | null | UDP | 78,807 | null | null | null |
4a09839c-7e79-423d-a75f-7a9a03b56479 | 2025-03-10T13:36:46 | endpoint | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint registry_change thank by wcharles Unconventional IOC: GPU memory artifacts | Fileless execution detected | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "ca92fefacc47f485998821b6ad9c22f5db7caf66",
"user_agent": "Mozilla/5.0 (Android 14; Mobile; rv:40.0) Gecko/40.0 Firefox/40.0",
"session_id": "cab251db-97e4-45fe-b8c4-cf57ef85341b",
"risk_score": 63.77,
"confidence": 0.56... | wcharles | registry_change | thank | 7,872 | svchost.exe | Unconventional IOC: GPU memory artifacts | Fileless execution detected | Endpoint registry_change thank by wcharles Unconventional IOC: GPU memory artifacts | Fileless execution detected | {
"baseline_deviation": 1.75,
"entropy": 4.66,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
00e1b849-0fa8-4b80-9a20-27230d90a29e | 2025-05-28T02:35:56 | network | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 110.76.222.14 to 8.47.28.61 Associated Threat Actor: Equation Group | {
"geo_location": "Morocco",
"device_hash": "78b7df3437224a8e78c3e60abcfe8c60",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_11_2; rv:1.9.5.20) Gecko/7487-04-15 03:21:54 Firefox/3.8",
"session_id": "07a58314-8304-476c-9cc6-320e859f398a",
"risk_score": 36.78,
"confidence": 0.62
} | null | disconnection | null | null | null | Associated Threat Actor: Equation Group | Network disconnection from 110.76.222.14 to 8.47.28.61 Associated Threat Actor: Equation Group | null | null | null | null | 110.76.222.14 | 8.47.28.61 | null | null | null | null | null | null | null | null | null | null | HTTPS | 432,003 | null | null | null |
f2bb11a5-fc05-4802-89fd-4f54fcb058d6 | 2025-04-02T09:11:02 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network disconnection from 218.206.7.107 to 217.199.66.114 MITRE Technique: T1547.001 noise=R2lybCBib3RoLg== | {
"geo_location": "Cameroon",
"device_hash": "abcf72554d5baf96e430933b0f3b1efd",
"user_agent": "Mozilla/5.0 (Macintosh; U; Intel Mac OS X 10_5_3 rv:2.0; ta-IN) AppleWebKit/531.49.2 (KHTML, like Gecko) Version/4.0.2 Safari/531.49.2",
"session_id": "eae46608-71ed-4062-821a-c92a5b675da9",
"risk_score": 40.2,
"... | null | disconnection | null | null | null | MITRE Technique: T1547.001 | Network disconnection from 218.206.7.107 to 217.199.66.114 MITRE Technique: T1547.001 | null | null | null | null | 218.206.7.107 | 217.199.66.114 | null | null | null | null | null | null | null | null | null | null | UDP | 924,253 | null | null | null |
bda20764-46db-40bf-8994-8a7246238373 | 2025-04-11T15:41:18 | iot | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|info| desc=IoT device Thermostat firmware_update Associated Threat Actor: Inception Framework | {
"geo_location": "Czech Republic",
"device_hash": "b9da707a336003e0cb12777b6a53fc93",
"user_agent": "Mozilla/5.0 (Android 4.0.2; Mobile; rv:58.0) Gecko/58.0 Firefox/58.0",
"session_id": "2dfc3346-3723-4b86-9aa5-c98ba8ffaf30",
"risk_score": 10.58,
"confidence": 0.99
} | null | firmware_update | null | null | null | Associated Threat Actor: Inception Framework | IoT device Thermostat firmware_update Associated Threat Actor: Inception Framework | null | Thermostat | iot-03303de2 | 8.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
28986ea4-4090-4ca7-83b3-b8882caaf710 | 2025-03-30T22:44:32 | network | AlienVault v5.7.0 | medium | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|network|medium| desc=Network data_exfiltration from 10.248.131.249 to 135.36.181.222 Possible protocol tunneling | {
"geo_location": "Belgium",
"device_hash": "d82139b4071020ac2aa74664c2a02458",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/534.2 (KHTML, like Gecko) Chrome/56.0.831.0 Safari/534.2",
"session_id": "0e796f3e-8ae0-4778-8008-5950c0b03c43",
"risk_score": 62.5,
"confidence": 0.47
} | null | data_exfiltration | null | null | null | Possible protocol tunneling | Network data_exfiltration from 10.248.131.249 to 135.36.181.222 Possible protocol tunneling | null | null | null | null | 10.248.131.249 | 135.36.181.222 | null | null | null | null | null | null | null | null | null | null | UDP | 598,231 | null | null | null |
3def2673-29b5-497c-9d26-fcd222684bc9 | 2025-02-21T18:56:59 | endpoint | FireEye HX v4.5.0 | high | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|endpoint|high| desc=Endpoint file_access more by darrenmcclain MITRE Technique: T1486 | Associated Threat Actor: Mustang Panda | {
"geo_location": "Bermuda",
"device_hash": "eb4fe444eeba5f34c9adb76f865e282d96ae75e121d6a93c925f35a3e9f043b6",
"user_agent": "Opera/8.31.(X11; Linux x86_64; ts-ZA) Presto/2.9.179 Version/12.00",
"session_id": "2278e11b-d442-4b6b-adf8-479629e2b728",
"risk_score": 78.16,
"confidence": 0.57
} | darrenmcclain | file_access | more | 4,811 | powershell.exe | MITRE Technique: T1486 | Associated Threat Actor: Mustang Panda | Endpoint file_access more by darrenmcclain MITRE Technique: T1486 | Associated Threat Actor: Mustang Panda | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
eeb62ca5-f2ed-4799-ad81-94aa60899b27 | 2025-01-18T11:11:34 | iot | ArcSight v7.4.0 | high | CEF:0|ArcSight v7.4.0|SIEM|1.0|100|iot|high| desc=IoT device HVAC battery_drain MITRE Technique: T1486 | {
"geo_location": "Suriname",
"device_hash": "7e46148d8a6fd8dd518b5a9fe954dad05454d3b2a973bb132ca395e11aa8867d",
"user_agent": "Opera/9.87.(X11; Linux i686; is-IS) Presto/2.9.184 Version/10.00",
"session_id": "15174b49-68b9-42f8-b958-ca0147f312c3",
"risk_score": 53.99,
"confidence": 0.77
} | null | battery_drain | null | null | null | MITRE Technique: T1486 | IoT device HVAC battery_drain MITRE Technique: T1486 | null | HVAC | iot-b41be77e | 4.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
f83b0660-7de6-4668-b6d2-f17245541679 | 2025-04-17T23:05:00 | auth | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|auth|high| desc=Auth bypass for edwardanderson via key from 177.25.127.11 MITRE Technique: T1071.001 | {
"geo_location": "Monaco",
"device_hash": "8f89f674bd6ed33e595312f07e0229d02ba95f3c",
"user_agent": "Mozilla/5.0 (Windows NT 4.0) AppleWebKit/531.2 (KHTML, like Gecko) Chrome/47.0.893.0 Safari/531.2",
"session_id": "c11aab82-bb3a-48dd-95c1-c91b53d3e794",
"risk_score": 38.19,
"confidence": 0.8
} | edwardanderson | bypass | null | null | null | MITRE Technique: T1071.001 | Auth bypass for edwardanderson via key from 177.25.127.11 MITRE Technique: T1071.001 | null | null | null | null | 177.25.127.11 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | ca:1b:bf:7f:a4:f3 |
06cf83f0-1682-40bf-adf2-92e129383adb | 2025-01-17T01:35:02 | firewall | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|firewall|critical| desc=Firewall quarantine ICMP traffic from 152.191.123.179:732 to 97.132.253.78:12655 No additional info | {
"geo_location": "United Arab Emirates",
"device_hash": "adba0db75ef7e55bc7651befcca1ae0ebcb933bc",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_9_7) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/55.0.805.0 Safari/532.1",
"session_id": "c720d941-12af-47f6-8e22-12435ffcb7dc",
"risk_score": 72.5,
... | null | quarantine | null | null | null | No additional info | Firewall quarantine ICMP traffic from 152.191.123.179:732 to 97.132.253.78:12655 No additional info | null | null | null | null | 152.191.123.179 | 97.132.253.78 | null | null | null | null | null | null | null | null | 732 | 12,655 | ICMP | 913,555 | 804 | null | null |
5ad4182f-4ff9-4afd-a36b-214e718b3a63 | 2023-07-20T04:24:42 | ai | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|ai|critical| desc=AI system api_abuse by jamie01 Associated Threat Actor: DarkSide | {
"geo_location": "Mali",
"device_hash": "bbf417ccb87295f6cee5fcb2e5a83852bf67eb0d",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_5_1 rv:3.0; mr-IN) AppleWebKit/534.22.7 (KHTML, like Gecko) Version/5.1 Safari/534.22.7",
"session_id": "20f94a11-2401-497d-9b15-5ee784021ec3",
"risk_score": 21.91,
"co... | jamie01 | api_abuse | null | null | null | Associated Threat Actor: DarkSide | AI system api_abuse by jamie01 Associated Threat Actor: DarkSide | null | null | null | null | null | null | null | null | null | null | null | model-f0b06644 | 7d6b206cca1851d3fba45ac700636013 | 2b9a949131123d6036c0a37151f3de0a | null | null | null | null | null | null | null |
bd7e3357-824c-41a1-8530-187e7cd50dbc | 2025-05-30T19:03:41 | network | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|network|low| desc=Network covert_channel from 122.25.187.70 to 38.43.28.116 MITRE Technique: T1218.011 | Associated Threat Actor: BlueNoroff | {
"geo_location": "Northern Mariana Islands",
"device_hash": "1074ef732abe4d4eea13e3b118a952844adff9e03a25bbcdabe3ab90f04f51e1",
"user_agent": "Mozilla/5.0 (Android 4.3; Mobile; rv:39.0) Gecko/39.0 Firefox/39.0",
"session_id": "11c1ea75-fc69-4c0f-9d19-7937f008c901",
"risk_score": 48.81,
"confidence": 0.43
} | null | covert_channel | null | null | null | MITRE Technique: T1218.011 | Associated Threat Actor: BlueNoroff | Network covert_channel from 122.25.187.70 to 38.43.28.116 MITRE Technique: T1218.011 | Associated Threat Actor: BlueNoroff | null | null | null | null | 122.25.187.70 | 38.43.28.116 | null | null | null | null | null | null | null | null | null | null | ICMP | 985,330 | null | null | null |
3b17e93d-8f3f-4175-9e2f-e3a31efd9eba | 2025-02-25T21:27:53 | 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: MFA Bypass detected from 83.224.9.105 targeting 165.172.88.69 No additional info | {
"geo_location": "Morocco",
"device_hash": "f854b088c03adb7faf76ea8ea48aaf0c",
"user_agent": "Mozilla/5.0 (Windows NT 5.01; ce-RU; rv:1.9.0.20) Gecko/5008-08-07 10:01:16 Firefox/11.0",
"session_id": "1e482a9f-bf7a-4767-8c66-d38c7acddaeb",
"risk_score": 81.2,
"confidence": 0.82
} | null | null | null | null | null | No additional info | Elastic SIEM Alert: MFA Bypass detected from 83.224.9.105 targeting 165.172.88.69 No additional info | null | null | null | null | 83.224.9.105 | 165.172.88.69 | MFA Bypass | SIG-3394 | Policy | null | null | null | null | null | null | null | null | null | null | null | null |
6e925586-07d7-4c98-b1af-1ee79bb60145 | 2025-05-05T23:35:49 | cloud | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|cloud|high| desc=Cloud config_change in Alibaba by scochran MITRE Technique: T1218.011 noise=category | {
"geo_location": "Iran",
"device_hash": "c853eb26fbec1ceb06e1988126dcc13a08414f00d1795dd9e7c8bfe4890cd1b4",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/4.0)",
"session_id": "159f088d-d30e-4948-85cf-87f2a7b1ea7b",
"risk_score": 52.16,
"confidence": 0.56
} | scochran | config_change | null | null | null | MITRE Technique: T1218.011 | Cloud config_change in Alibaba by scochran MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | Alibaba | res-c76af7c3 | null | null | null | null | null | null | null | null | null | null |
96f09ef7-919c-4cd8-929d-7bc3e2f59783 | 2025-03-25T11:43:33 | iot | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|iot|critical| desc=IoT device Sensor physical_tamper No additional info | {
"geo_location": "Slovenia",
"device_hash": "eb1a99ea42ee061a586579c55bd7f1e5cac6bdeb",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_6_1 rv:4.0; sw-KE) AppleWebKit/531.50.3 (KHTML, like Gecko) Version/5.0 Safari/531.50.3",
"session_id": "4d6c6da4-159c-40d7-9a06-7665e7b6eaed",
"risk_score": 76.51,
... | null | physical_tamper | null | null | null | No additional info | IoT device Sensor physical_tamper No additional info | null | Sensor | iot-c35c7b2b | 7.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
e042b472-587b-43dc-b4f9-b76937cc57cc | 2025-05-25T23:10:33 | iot | FireEye HX v4.5.0 | critical | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC firmware_update No additional info noise=category/tag/wp-content | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "d8a02d42364423973862e67a377a5baf",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_7_7 rv:2.0; hsb-DE) AppleWebKit/531.22.1 (KHTML, like Gecko) Version/5.0.3 Safari/531.22.1",
"session_id": "1369d920-22e9-49f4-a763-cb3be947c580",
"risk... | null | firmware_update | null | null | null | No additional info | IoT device HVAC firmware_update No additional info | null | HVAC | iot-d8cb1594 | 4.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
0501e0d6-a144-4173-9b1c-b68e961d35e0 | 2025-02-21T07:11:59 | iot | Vectra AI v5.0.0 | medium | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|iot|medium| desc=IoT device Sensor command_injection No additional info noise=safe|sound|peace | {
"geo_location": "Iran",
"device_hash": "7f90525554e0ae1f3662eba81a76cae7",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/3571-06-11 14:59:44 Firefox/3.8",
"session_id": "a38cb148-5b90-454e-95f1-2255ec2a789b",
"risk_score": 31.44,
"confidence": 0.89
} | null | command_injection | null | null | null | No additional info | IoT device Sensor command_injection No additional info | null | Sensor | iot-0de4eb11 | 6.6 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
385f52e6-5f8e-4817-8ef5-315fab35047f | 2025-03-12T22:24:53 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network covert_channel from 10.5.209.66 to 105.138.198.22 MITRE Technique: T1204.002 noise=F8756645 | {
"geo_location": "Falkland Islands (Malvinas)",
"device_hash": "591229a99e7c0900fc33448842a8fc43",
"user_agent": "Mozilla/5.0 (Android 10; Mobile; rv:30.0) Gecko/30.0 Firefox/30.0",
"session_id": "ddb10154-a40a-446f-9280-ee2dc5f6fb1f",
"risk_score": 40.66,
"confidence": 0.77
} | null | covert_channel | null | null | null | MITRE Technique: T1204.002 | Network covert_channel from 10.5.209.66 to 105.138.198.22 MITRE Technique: T1204.002 | null | null | null | null | 10.5.209.66 | 105.138.198.22 | null | null | null | null | null | null | null | null | null | null | HTTPS | 76,679 | null | null | null |
99be6491-b79b-4ee4-ac34-e02e5d28953f | 2025-03-13T00:48:39 | endpoint | CrowdStrike v6.45.0 | high | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|high| desc=Endpoint scheduled_task health by stephenmack No additional info | {
"geo_location": "Turkey",
"device_hash": "844af3e725aeed5b2cb586637452e8741c8bdc929383fd648818f019a82def8a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/531.0 (KHTML, like Gecko) Chrome/38.0.867.0 Safari/531.0",
"session_id": "6911d333-23b6-4862-aef9-c1b6f88a8fd3",
"risk_score": 14.51,
"con... | stephenmack | scheduled_task | health | 756 | svchost.exe | No additional info | Endpoint scheduled_task health by stephenmack No additional info | {
"baseline_deviation": 2.8,
"entropy": 2.2,
"frequency_anomaly": false,
"sequence_anomaly": true
} | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
8ddac417-37c3-468e-8a42-f07685b37146 | 2025-03-26T22:27:31 | network | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|network|low| desc=Network disconnection from 40.254.77.217 to 31.162.132.166 MITRE Technique: T1543.003 | {
"geo_location": "New Zealand",
"device_hash": "883022650be2938ad01a85a0273d521a",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.6.20) Gecko/7356-07-27 19:08:45 Firefox/3.8",
"session_id": "ab4c1a6a-088c-48fc-b29c-e5330d04cc0d",
"risk_score": 56.42,
"confidence": 0.46
} | null | disconnection | null | null | null | MITRE Technique: T1543.003 | Network disconnection from 40.254.77.217 to 31.162.132.166 MITRE Technique: T1543.003 | {
"baseline_deviation": 2.45,
"entropy": 4.46,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | 40.254.77.217 | 31.162.132.166 | null | null | null | null | null | null | null | null | null | null | HTTPS | 466,135 | null | null | null |
f459c501-6824-4f6b-92b2-51414168ed73 | 2025-06-10T18:18:42 | firewall | Microsoft Sentinel v1.0.0 | high | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|high| desc=Firewall quarantine HTTPS traffic from 85.26.185.212:803 to 182.31.119.24:670 Unconventional IOC: GPU memory artifacts | {
"geo_location": "Mongolia",
"device_hash": "e96df63cf60e7005ffb4a3d5b307ebc9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 5.1; Trident/4.1)",
"session_id": "4ed44322-35d0-4be0-a8c7-ababa2549f0d",
"risk_score": 80.26,
"confidence": 0.42
} | null | quarantine | null | null | null | Unconventional IOC: GPU memory artifacts | Firewall quarantine HTTPS traffic from 85.26.185.212:803 to 182.31.119.24:670 Unconventional IOC: GPU memory artifacts | null | null | null | null | 85.26.185.212 | 182.31.119.24 | null | null | null | null | null | null | null | null | 803 | 670 | HTTPS | 280,976 | 1,254 | null | null |
af7a6af9-0ee0-40c5-abea-55127a34166e | 2025-06-03T20:02:33 | firewall | Palo Alto Cortex v3.0.0 | info | CEF:0|Palo Alto Cortex v3.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow DNS traffic from 55.95.11.107:445 to 144.116.70.39:56141 No additional info | {
"geo_location": "Russia",
"device_hash": "29614b2caff151dccfbe5680688aeda17e5ad58c64c65a5b56ab3ad29ab20184",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows 98; Trident/3.1)",
"session_id": "b38b8ef7-ee7f-4a9f-9ae1-c4d97d3de89b",
"risk_score": 50.08,
"confidence": 0.81
} | null | allow | null | null | null | No additional info | Firewall allow DNS traffic from 55.95.11.107:445 to 144.116.70.39:56141 No additional info | null | null | null | null | 55.95.11.107 | 144.116.70.39 | null | null | null | null | null | null | null | null | 445 | 56,141 | DNS | 886,470 | 1,979 | null | null |
d235be65-39c7-4a3d-8a77-289b7967e7bd | 2025-03-11T23:03:33 | ai | Tanium v7.4.0 | high | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|high| desc=AI system prompt_injection by kathleen88 Associated Threat Actor: REvil noise=magazine|president|program | {
"geo_location": "Slovakia (Slovak Republic)",
"device_hash": "14d6f2206516fd64d521a4a86c548b90295e5323",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_5_5; rv:1.9.3.20) Gecko/5498-01-26 05:23:49 Firefox/3.8",
"session_id": "9f44992c-f717-49cd-98dc-6905d62bc07a",
"risk_score": 21.59,
"confidence... | kathleen88 | prompt_injection | null | null | null | Associated Threat Actor: REvil | AI system prompt_injection by kathleen88 Associated Threat Actor: REvil | {
"baseline_deviation": 1.7,
"entropy": 3.03,
"frequency_anomaly": false,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | null | null | model-2f8ef773 | 2c46c7ea30611c35aae7628bb7bca2ac379407c7 | fd98e417cae6b2d3b823a37e85abd97eef8f8b6b | null | null | null | null | null | null | null |
4800f872-ab0d-41f5-b6ff-907b93b7e0f5 | 2025-07-04T01:45:21 | iot | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|iot|critical| desc=IoT device HVAC side_channel Unconventional IOC: Quantum random number deviations | {
"geo_location": "Cook Islands",
"device_hash": "f8ab2beddfbcc11b9eff7457055d104f6f0eaa51",
"user_agent": "Opera/9.45.(Windows NT 4.0; yue-HK) Presto/2.9.176 Version/10.00",
"session_id": "cfa10cda-cfc9-4e9e-aa51-89b4e6145b66",
"risk_score": 54.19,
"confidence": 0.43
} | null | side_channel | null | null | null | Unconventional IOC: Quantum random number deviations | IoT device HVAC side_channel Unconventional IOC: Quantum random number deviations | null | HVAC | iot-02d25dc2 | 7.7 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
bde0c133-6dc9-451c-a8c0-3da974e8adb9 | 2025-07-05T04:12:29 | endpoint | Carbon Black v7.8.0 | medium | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint scheduled_task arrive by wmunoz MITRE Technique: T1059.001 | {
"geo_location": "Ecuador",
"device_hash": "b63ad428f0a5082696e563ece95a2e1ebcc483059956b170aca3264dec5eca1b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/5.0)",
"session_id": "2e96807b-824d-4f46-90bb-c54f87492782",
"risk_score": 43.25,
"confidence": 0.76
} | wmunoz | scheduled_task | arrive | 4,579 | explorer.exe | MITRE Technique: T1059.001 | Endpoint scheduled_task arrive by wmunoz 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 |
7256d746-d22d-43af-b22c-a4d1adb70bf8 | 2025-02-06T01:41:34 | ai | Tanium v7.4.0 | medium | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|medium| desc=AI system api_abuse by amymay MITRE Technique: T1218.011 | {
"geo_location": "Cambodia",
"device_hash": "f956e418af72c526bb7099950d4e4f5f",
"user_agent": "Opera/8.26.(X11; Linux i686; fo-FO) Presto/2.9.182 Version/11.00",
"session_id": "1cc1ae8a-523c-494e-a2cf-9553eeed528c",
"risk_score": 63.11,
"confidence": 0.12
} | amymay | api_abuse | null | null | null | MITRE Technique: T1218.011 | AI system api_abuse by amymay MITRE Technique: T1218.011 | null | null | null | null | null | null | null | null | null | null | null | model-c50c46cb | 65a31eda48e2317606a63345ff93f7ea | a617ed2736632a79bd4930ac75781133 | null | null | null | null | null | null | null |
0f104bd7-752e-427f-b3cc-28b7f5dd8ef7 | 2025-03-01T06:41:19 | auth | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|auth|medium| desc=Auth timeout for elliottmichael via biometric from 12.138.107.24 MITRE Technique: T1190 | {
"geo_location": "United States Virgin Islands",
"device_hash": "0f472b2fabad711b2e5eae77086d50ffa19e0ad9",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/5.1)",
"session_id": "6fe36b6a-44d7-4590-b997-3d8bfd0896c8",
"risk_score": 49.75,
"confidence": 0.57
} | elliottmichael | timeout | null | null | null | MITRE Technique: T1190 | Auth timeout for elliottmichael via biometric from 12.138.107.24 MITRE Technique: T1190 | null | null | null | null | 12.138.107.24 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | biometric | c0:a3:75:24:0f:b7 |
f20d8976-7b0f-4ae0-86f3-01bf2ebccda3 | 2025-06-15T01:26:36 | network | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|network|critical| desc=Network covert_channel from 71.141.35.4 to 126.247.69.134 No additional info | {
"geo_location": "Montenegro",
"device_hash": "c6dc9cca4f141abb43ad43ce7511cd59f4781b9b",
"user_agent": "Opera/9.83.(Windows 95; gv-GB) Presto/2.9.164 Version/10.00",
"session_id": "026b310f-6e84-438a-b2f2-17d28e6cf2a9",
"risk_score": 38.39,
"confidence": 0.93
} | null | covert_channel | null | null | null | No additional info | Network covert_channel from 71.141.35.4 to 126.247.69.134 No additional info | null | null | null | null | 71.141.35.4 | 126.247.69.134 | null | null | null | null | null | null | null | null | null | null | UDP | 81,429 | null | null | null |
3c546aa5-70c5-495d-8a4d-e90f26ee7b1b | 2025-07-02T22:35:10 | iot | Carbon Black v7.8.0 | critical | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat protocol_violation No additional info | {
"geo_location": "Portugal",
"device_hash": "edd4d6a021aac31b659093d768bc110a96719ab089399b81a6fd54df5a5d143b",
"user_agent": "Opera/8.82.(X11; Linux x86_64; gez-ER) Presto/2.9.183 Version/11.00",
"session_id": "095c8503-f5d8-44d4-8d33-09b5823cd4a8",
"risk_score": 58.98,
"confidence": 0.17
} | null | protocol_violation | null | null | null | No additional info | IoT device Thermostat protocol_violation No additional info | null | Thermostat | iot-5aa759ac | 7.3 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
754da7ab-0b5a-4d1d-a5fa-478f195ae9bc | 2025-04-25T09:05:49 | cloud | Vectra AI v5.0.0 | high | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|high| desc=Cloud lambda_execution in Azure by perkinsmartha No additional info noise=TGVnIGdhcy4= | {
"geo_location": "Kuwait",
"device_hash": "5e29ef0560e382f04347735c3cace26fb1853795c4f5ff2731bca8c1a8f53102",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_0 like Mac OS X; aa-DJ) AppleWebKit/535.3.1 (KHTML, like Gecko) Version/3.0.5 Mobile/8B116 Safari/6535.3.1",
"session_id": "4c06f708-42df-433e-b7b3-... | perkinsmartha | lambda_execution | null | null | null | No additional info | Cloud lambda_execution in Azure by perkinsmartha No additional info | null | null | null | null | null | null | null | null | null | Azure | res-e278b4a6 | null | null | null | null | null | null | null | null | null | null |
7ea786d5-ee51-4a64-857d-0dcd4227f430 | 2025-03-19T04:04:54 | cloud | QRadar v7.5.0 | high | CEF:0|QRadar v7.5.0|SIEM|1.0|100|cloud|high| desc=Cloud container_escape in Alibaba by gillrobert Associated Threat Actor: APT37 | {
"geo_location": "Saint Barthelemy",
"device_hash": "9fc169085b17145c21c03987d50b6d9512f13687a0ead5a4fff70b421e7200d9",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 3_2_2 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/16.3m1243.0 Mobile/87N662 Safari/534.2",
"session_id": "96444322-251b-4011-880f-... | gillrobert | container_escape | null | null | null | Associated Threat Actor: APT37 | Cloud container_escape in Alibaba by gillrobert Associated Threat Actor: APT37 | null | null | null | null | null | null | null | null | null | Alibaba | res-0051dbaa | null | null | null | null | null | null | null | null | null | null |
d99162fe-7dca-4768-ac19-36cf91579066 | 2025-05-13T21:29:19 | network | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|low| desc=Network data_exfiltration from 10.184.198.46 to 202.217.199.196 Unconventional IOC: Quantum random number deviations noise=occur|thing|plan | {
"geo_location": "Congo",
"device_hash": "54ce78b0f2f0217a932c889e969be2bc",
"user_agent": "Opera/9.12.(Windows NT 6.2; so-SO) Presto/2.9.177 Version/12.00",
"session_id": "7c5442dc-f0da-4ad6-96c4-77fa8e504362",
"risk_score": 43.75,
"confidence": 0.11
} | null | data_exfiltration | null | null | null | Unconventional IOC: Quantum random number deviations | Network data_exfiltration from 10.184.198.46 to 202.217.199.196 Unconventional IOC: Quantum random number deviations | null | null | null | null | 10.184.198.46 | 202.217.199.196 | null | null | null | null | null | null | null | null | null | null | HTTP | 896,191 | null | null | null |
8e1907a7-3cfe-4b09-bf3c-b873f17115a0 | 2025-03-30T05:49:47 | endpoint | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint service_install /position/talk.numbers by sampsondennis No additional info | {
"geo_location": "Namibia",
"device_hash": "91d80a8cd47e28653d7537405ab93a33",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.2; Trident/3.1)",
"session_id": "ccbca483-07f7-4e76-8e27-470a934eacfa",
"risk_score": 58.39,
"confidence": 0.66
} | sampsondennis | service_install | /position/talk.numbers | 4,021 | powershell.exe | No additional info | Endpoint service_install /position/talk.numbers by sampsondennis No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
44cadf4e-90b8-46ea-b692-edb482dbfa0b | 2025-05-01T18:10:17 | ids_alert | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|ids_alert|low| desc=Carbon Black Alert: Living-off-the-Land detected from 58.191.224.248 targeting 42.96.41.161 Unconventional IOC: Power consumption spikes | {
"geo_location": "Guatemala",
"device_hash": "e3d8737c828d8a2d443a873fb43c465f1a283f9ea45acc7bd644f2f78190e3f2",
"user_agent": "Opera/8.46.(X11; Linux i686; be-BY) Presto/2.9.171 Version/10.00",
"session_id": "37cbd144-1993-4026-a085-d8c718b43041",
"risk_score": 55.76,
"confidence": 0.53
} | null | null | null | null | null | Unconventional IOC: Power consumption spikes | Carbon Black Alert: Living-off-the-Land detected from 58.191.224.248 targeting 42.96.41.161 Unconventional IOC: Power consumption spikes | null | null | null | null | 58.191.224.248 | 42.96.41.161 | Living-off-the-Land | SIG-2405 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
5ac27e83-469d-4686-9ee4-8cd7b88431e6 | 2025-06-24T21:46:16 | endpoint | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|endpoint|medium| desc=Endpoint process_stop nice by amykirby MITRE Technique: T1134.001 | {
"geo_location": "Qatar",
"device_hash": "7b9043feac10042792f466fc75391a70b7bb61c2b2ff20b7bc04ca3d495e92d9",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 14_2_1 like Mac OS X) AppleWebKit/536.0 (KHTML, like Gecko) CriOS/36.0.817.0 Mobile/82G947 Safari/536.0",
"session_id": "df4c4ad4-b5a3-4375-a10c-c0a4eb0935f... | amykirby | process_stop | nice | 3,152 | explorer.exe | MITRE Technique: T1134.001 | Endpoint process_stop nice by amykirby 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 |
ca549152-4711-462e-8eb9-9e09f98cbac1 | 2025-01-14T10:25:40 | endpoint | Darktrace v6.0.0 | info | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|endpoint|info| desc=Endpoint driver_load /story/for.webm by zgrant No additional info | {
"geo_location": "Togo",
"device_hash": "148673bb08ec4304a3d60c943293730014734034990e4c2190ce9edec8b96d78",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/535.1 (KHTML, like Gecko) Chrome/37.0.890.0 Safari/535.1",
"session_id": "5158c0a8-b6ee-4272-a54e-d205d78b7448",
"risk_score": 48.41,
"confi... | zgrant | driver_load | /story/for.webm | 8,847 | powershell.exe | No additional info | Endpoint driver_load /story/for.webm by zgrant No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
444286cd-2db3-4a25-9ee2-85ad5e804673 | 2025-06-15T10:24:46 | ai | QRadar v7.5.0 | critical | CEF:0|QRadar v7.5.0|SIEM|1.0|100|ai|critical| desc=AI system membership_inference by matthew71 MITRE Technique: T1190 | {
"geo_location": "France",
"device_hash": "128279e106e4b68a3767dd2e2942cce1cc15f633469b2733e664569730988256",
"user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_8_4) AppleWebKit/536.1 (KHTML, like Gecko) Chrome/37.0.803.0 Safari/536.1",
"session_id": "a5530736-343e-42f6-8c0f-b42ea301a029",
"risk_score"... | matthew71 | membership_inference | null | null | null | MITRE Technique: T1190 | AI system membership_inference by matthew71 MITRE Technique: T1190 | null | null | null | null | null | null | null | null | null | null | null | model-6aca088f | 6df6ccdc92f23ae91db0279e9c91d114 | 3821dd067ee47e6299a01fe39f39b6bd796bb6b66bd9b5a2ded18fc03e725153 | null | null | null | null | null | null | null |
c4cf8a36-0ec6-4123-a0b2-f084bf9576bf | 2025-02-15T02:20:22 | ids_alert | Suricata v6.0.10 | low | CEF:0|Suricata v6.0.10|SIEM|1.0|100|ids_alert|low| desc=Suricata Alert: Credential Stuffing detected from 40.244.4.216 targeting 102.53.114.47 No additional info noise=explore | {
"geo_location": "Morocco",
"device_hash": "6dbef6e3af972ec426991fc7db3a7be1f2c11471",
"user_agent": "Opera/8.48.(X11; Linux x86_64; nr-ZA) Presto/2.9.174 Version/11.00",
"session_id": "f7f59e9b-db56-487a-bd64-421d8cbf4df5",
"risk_score": 56.35,
"confidence": 0.41
} | null | null | null | null | null | No additional info | Suricata Alert: Credential Stuffing detected from 40.244.4.216 targeting 102.53.114.47 No additional info | null | null | null | null | 40.244.4.216 | 102.53.114.47 | Credential Stuffing | SIG-9003 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
bc02e165-f807-4d1e-9f97-7c5e30c38afd | 2025-05-02T02:43:14 | cloud | Trellix v10.7.0 | medium | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|medium| desc=Cloud permission_escalation in Azure by aclark No additional info | {
"geo_location": "China",
"device_hash": "83744e811369554b8b531dbe15ca4000",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 6.1; Trident/5.1)",
"session_id": "d39c0f90-843a-49cd-b48f-947809bf8dd6",
"risk_score": 87.93,
"confidence": 0.61
} | aclark | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Azure by aclark No additional info | {
"baseline_deviation": 2.94,
"entropy": 5.72,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | null | null | null | null | null | Azure | res-f1c75b8c | null | null | null | null | null | null | null | null | null | null |
ff6b2b15-a888-42ff-8a89-b6c0e5af64d8 | 2025-05-26T12:05:03 | network | Wazuh v4.5.0 | medium | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|network|medium| desc=Network connection from 105.97.124.52 to 53.240.16.78 No additional info | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "3d2e18c0709ae586b46efa7563be396d12840e095e6ab1ece4b619da4b8f3f92",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/5.1)",
"session_id": "860110bd-0192-4644-8bf9-ab322958c88f",
"risk_score": 23.3,
"confidence": 0.28
} | null | connection | null | null | null | No additional info | Network connection from 105.97.124.52 to 53.240.16.78 No additional info | null | null | null | null | 105.97.124.52 | 53.240.16.78 | null | null | null | null | null | null | null | null | null | null | HTTP | 208,496 | null | null | null |
a6e852a9-769f-4c38-82f8-07ca0e5819ab | 2025-06-11T01:30:57 | 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 158.103.75.134 targeting 207.141.234.42 No additional info | {
"geo_location": "Christmas Island",
"device_hash": "7ee8675297c44751cee08f176f91241ef0384980b88a2efd063ee84dd8fad935",
"user_agent": "Opera/8.51.(Windows NT 5.1; yo-NG) Presto/2.9.167 Version/11.00",
"session_id": "52385593-da4b-418e-b0c9-fc9109fb0482",
"risk_score": 44.76,
"confidence": 0.16
} | null | null | null | null | null | No additional info | CrowdStrike Alert: Living-off-the-Land detected from 158.103.75.134 targeting 207.141.234.42 No additional info | null | null | null | null | 158.103.75.134 | 207.141.234.42 | Living-off-the-Land | SIG-5740 | Exploit | null | null | null | null | null | null | null | null | null | null | null | null |
643f5f46-c6c7-47e9-bc7d-a04df64e6f19 | 2025-04-21T04:37:41 | cloud | Darktrace v6.0.0 | critical | CEF:0|Darktrace v6.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud instance_creation in GCP by karencaldwell No additional info | {
"geo_location": "Saint Lucia",
"device_hash": "25d3c0e3ba43d03addfeb5636281e1d3ebf61cf1",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/6685-10-18 19:12:07 Firefox/3.8",
"session_id": "896f442a-54be-4907-9eb7-89243a288fec",
"risk_score": 58.88,
"confidence": 0.96
} | karencaldwell | instance_creation | null | null | null | No additional info | Cloud instance_creation in GCP by karencaldwell No additional info | null | null | null | null | null | null | null | null | null | GCP | res-d66b00eb | null | null | null | null | null | null | null | null | null | null |
2e7393bc-6ff3-4637-829f-1cbdde686447 | 2025-02-02T12:01:10 | network | LogRhythm v7.5.0 | high | CEF:0|LogRhythm v7.5.0|SIEM|1.0|100|network|high| desc=Network latency_spike from 60.127.28.220 to 82.134.138.9 MITRE Technique: T1134.001 | {
"geo_location": "South Africa",
"device_hash": "e7be43f5bc6b997a9d20ce2d75c2ca1b",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 13_5_1 like Mac OS X) AppleWebKit/533.0 (KHTML, like Gecko) FxiOS/13.0r2124.0 Mobile/41E647 Safari/533.0",
"session_id": "f6c2bd80-9ff9-402b-ad2a-4e9da8b2701f",
"risk_score": 47.0... | null | latency_spike | null | null | null | MITRE Technique: T1134.001 | Network latency_spike from 60.127.28.220 to 82.134.138.9 MITRE Technique: T1134.001 | null | null | null | null | 60.127.28.220 | 82.134.138.9 | null | null | null | null | null | null | null | null | null | null | HTTP | 379,248 | null | null | null |
e578c7ff-0de1-44ea-830f-0b13d5e6c2e5 | 2025-06-17T11:16:57 | firewall | Vectra AI v5.0.0 | info | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|firewall|info| desc=Firewall allow TCP traffic from 62.62.255.229:783 to 46.124.212.140:44818 No additional info | {
"geo_location": "Israel",
"device_hash": "54b375fccefe783963ee9d230c48449c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/3.0)",
"session_id": "aceb25f7-6e6d-4f8a-82d3-72154f3823f4",
"risk_score": 22.71,
"confidence": 0.11
} | null | allow | null | null | null | No additional info | Firewall allow TCP traffic from 62.62.255.229:783 to 46.124.212.140:44818 No additional info | null | null | null | null | 62.62.255.229 | 46.124.212.140 | null | null | null | null | null | null | null | null | 783 | 44,818 | TCP | 862,862 | 1,341 | null | null |
eec378f8-55d0-4bc4-a645-9e78abce24b3 | 2025-04-18T14:54:10 | iot | Elastic SIEM v8.9.0 | critical | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|iot|critical| desc=IoT device Thermostat command_injection No additional info | {
"geo_location": "Brazil",
"device_hash": "54f6350454260039370e6be8c8155f31",
"user_agent": "Opera/9.74.(X11; Linux i686; raj-IN) Presto/2.9.190 Version/10.00",
"session_id": "1689f99f-8d2b-4f28-a883-ac3ee82caaa8",
"risk_score": 64.3,
"confidence": 0.46
} | null | command_injection | null | null | null | No additional info | IoT device Thermostat command_injection No additional info | null | Thermostat | iot-9991ca8d | 5.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
84121300-a864-4515-bf04-d91decc74407 | 2025-05-27T04:13:24 | ai | Splunk v9.0.2 | low | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ai|low| desc=AI system adversarial_input by kerriduffy No additional info | {
"geo_location": "Mongolia",
"device_hash": "33c5a16251686c39e1b09249e5e0782b1e9ecd0f39bbe94016816110062c113b",
"user_agent": "Opera/9.11.(X11; Linux i686; nso-ZA) Presto/2.9.165 Version/11.00",
"session_id": "486f3fc2-84ae-4773-9d8b-df35bb62287d",
"risk_score": 64.9,
"confidence": 0.83
} | kerriduffy | adversarial_input | null | null | null | No additional info | AI system adversarial_input by kerriduffy No additional info | null | null | null | null | null | null | null | null | null | null | null | model-bcf30d9b | 0bafc204b700025e723eb063830b14df8bb36a73 | ed663f464dd7c3b7824c583b838b78ac84fb8c1560c818806e15c5dad453ba93 | null | null | null | null | null | null | null |
80701c27-fba3-4f34-b91e-f50e071f9aed | 2025-06-21T10:15:53 | network | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|network|low| desc=Network bandwidth_usage from 166.85.164.204 to 14.110.217.164 MITRE Technique: T1574.002 | {
"geo_location": "Russia",
"device_hash": "d09dfa986ed8586c4af279fc345b1649a60321f8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 6.0; Windows NT 5.01; Trident/3.0)",
"session_id": "0197ad56-2163-44ab-96bc-86eb8550339e",
"risk_score": 45.85,
"confidence": 0.37
} | null | bandwidth_usage | null | null | null | MITRE Technique: T1574.002 | Network bandwidth_usage from 166.85.164.204 to 14.110.217.164 MITRE Technique: T1574.002 | null | null | null | null | 166.85.164.204 | 14.110.217.164 | null | null | null | null | null | null | null | null | null | null | ICMP | 73,783 | null | null | null |
ae82f495-ba4b-40cb-8be3-5eb340a4630e | 2025-03-31T12:00:41 | firewall | Tanium v7.4.0 | info | CEF:0|Tanium v7.4.0|SIEM|1.0|100|firewall|info| desc=Firewall deny SSH traffic from 171.239.104.35:760 to 215.224.42.200:258 No additional info | {
"geo_location": "Russia",
"device_hash": "72c0e393fda0add6ef0ad8ca06d7349d498a14276333d7b0fa77657e68448a84",
"user_agent": "Mozilla/5.0 (Android 4.0.4; Mobile; rv:23.0) Gecko/23.0 Firefox/23.0",
"session_id": "6f8f1ea1-ae60-4ce2-9c82-7975bdf68a67",
"risk_score": 48.36,
"confidence": 0.98
} | null | deny | null | null | null | No additional info | Firewall deny SSH traffic from 171.239.104.35:760 to 215.224.42.200:258 No additional info | {
"baseline_deviation": 1.84,
"entropy": 6.53,
"frequency_anomaly": true,
"sequence_anomaly": true
} | null | null | null | 171.239.104.35 | 215.224.42.200 | null | null | null | null | null | null | null | null | 760 | 258 | SSH | 918,137 | 10 | null | null |
6c22aa88-ae39-4660-b34e-a9eb2cadcd67 | 2025-02-02T18:04:52 | ids_alert | Snort v2.9.20 | critical | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|critical| desc=Snort Alert: Living-off-the-Land detected from 48.141.100.185 targeting N/A No additional info | {
"geo_location": "British Indian Ocean Territory (Chagos Archipelago)",
"device_hash": "46e16ff06926aa5a7e47539341280cc56fbe25105f129cf143c0550ccaa15070",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_1 like Mac OS X; pt-PT) AppleWebKit/535.6.3 (KHTML, like Gecko) Version/3.0.5 Mobile/8B111 Safari/6535.6.... | null | null | null | null | null | No additional info | Snort Alert: Living-off-the-Land detected from 48.141.100.185 targeting N/A No additional info | null | null | null | null | 48.141.100.185 | N/A | Living-off-the-Land | SIG-5163 | Recon | null | null | null | null | null | null | null | null | null | null | null | null |
ffdcf2dd-1b1f-4bd2-9e66-80fa5a14e7fd | 2025-01-29T21:39:19 | endpoint | AlienVault v5.7.0 | low | CEF:0|AlienVault v5.7.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection change by morganjohn MITRE Technique: T1547.001 | Associated Threat Actor: Lazarus Group | {
"geo_location": "Comoros",
"device_hash": "8452d327bf03db23adc3821de180f420",
"user_agent": "Opera/9.92.(Windows NT 5.1; ber-MA) Presto/2.9.174 Version/10.00",
"session_id": "4adc237e-4a81-4a23-b27e-c6dcb347cbd2",
"risk_score": 53.03,
"confidence": 0.38
} | morganjohn | memory_injection | change | 7,948 | svchost.exe | MITRE Technique: T1547.001 | Associated Threat Actor: Lazarus Group | Endpoint memory_injection change by morganjohn MITRE Technique: T1547.001 | Associated Threat Actor: Lazarus Group | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
75284c55-e66c-4b93-9fd8-76be2d54def4 | 2025-02-06T22:51:22 | ids_alert | Zeek v5.0.0 | high | CEF:0|Zeek v5.0.0|SIEM|1.0|100|ids_alert|high| desc=Zeek Alert: DNS Tunneling detected from 148.116.235.21 targeting 83.183.93.130 MITRE Technique: T1059.005 noise=tags | {
"geo_location": "Northern Mariana Islands",
"device_hash": "2b5d4c0986dd52f589ba12280d70ca35e13b0243f136a70be5560779084c551d",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 4.0; Trident/3.1)",
"session_id": "b74277d2-fa3d-46e4-bc3d-9a229d0cec0f",
"risk_score": 52.38,
"confidence": 0.76
} | null | null | null | null | null | MITRE Technique: T1059.005 | Zeek Alert: DNS Tunneling detected from 148.116.235.21 targeting 83.183.93.130 MITRE Technique: T1059.005 | null | null | null | null | 148.116.235.21 | 83.183.93.130 | DNS Tunneling | SIG-2387 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
a453830c-2e76-4fe2-8c31-a018965080f1 | 2025-03-31T00:36:38 | ai | CrowdStrike v6.45.0 | low | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|ai|low| desc=AI system api_abuse by jonesalexander No additional info | {
"geo_location": "Andorra",
"device_hash": "5a073fa54713b1a3f8a44744d71be0c1886f253b",
"user_agent": "Mozilla/5.0 (Macintosh; U; PPC Mac OS X 10_10_8; rv:1.9.2.20) Gecko/8580-09-20 03:27:17 Firefox/13.0",
"session_id": "8471f3c8-ad53-44ae-ad9c-e737131815c4",
"risk_score": 74.54,
"confidence": 0.56
} | jonesalexander | api_abuse | null | null | null | No additional info | AI system api_abuse by jonesalexander No additional info | null | null | null | null | null | null | null | null | null | null | null | model-1506c2ff | dff79d9b4a9c36be272a691ef5ed23ebc82ef4d30ac2beaeb67e7c9b185345a4 | 0d079c53e997ddfa06ef31bcf35317e123316fda4096e1af901b3af32fe78481 | null | null | null | null | null | null | null |
598ee8f5-4499-446c-8ba9-06d3a295b032 | 2025-06-10T02:46:31 | ai | FireEye HX v4.5.0 | low | CEF:0|FireEye HX v4.5.0|SIEM|1.0|100|ai|low| desc=AI system fine_tuning by floresjeffrey No additional info | {
"geo_location": "Algeria",
"device_hash": "dd5db7e677cfcff447858e08b90c0b1854b54894f31d80c160b782cd892c77d6",
"user_agent": "Mozilla/5.0 (X11; Linux x86_64; rv:1.9.5.20) Gecko/8986-05-20 19:28:54 Firefox/3.6.8",
"session_id": "a3b35314-d400-4f6d-9f47-cafd68517ff4",
"risk_score": 41.73,
"confidence": 0.93
... | floresjeffrey | fine_tuning | null | null | null | No additional info | AI system fine_tuning by floresjeffrey No additional info | null | null | null | null | null | null | null | null | null | null | null | model-37d88022 | 1e7f6ac6e9369922b013c741880ddc5f5a640ac0 | 7046063cd62d9a10cf3305228be83599 | null | null | null | null | null | null | null |
bb19f513-a69c-4e94-9f05-6115d56185c6 | 2025-01-24T09:20:30 | iot | Zeek v5.0.0 | low | CEF:0|Zeek v5.0.0|SIEM|1.0|100|iot|low| desc=IoT device HVAC physical_tamper No additional info | {
"geo_location": "Israel",
"device_hash": "9317e1b861c927fde21da7e45d39c3ff",
"user_agent": "Mozilla/5.0 (compatible; MSIE 8.0; Windows NT 5.2; Trident/5.1)",
"session_id": "35f883ef-213f-4250-8505-673b4b241d9f",
"risk_score": 69.52,
"confidence": 0.56
} | null | physical_tamper | null | null | null | No additional info | IoT device HVAC physical_tamper No additional info | null | HVAC | iot-8ac14c89 | 1.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
221bc256-4f75-454c-b1c0-12342e99d48d | 2025-01-15T19:01:32 | cloud | Vectra AI v5.0.0 | critical | CEF:0|Vectra AI v5.0.0|SIEM|1.0|100|cloud|critical| desc=Cloud crypto_mining in Azure by barryjason MITRE Technique: T1110.003 | {
"geo_location": "Spain",
"device_hash": "4962043468e541512bf9b79859c4a93e5c80b4dcc2c9f01b7257982265891fdb",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 9_3_5 like Mac OS X) AppleWebKit/534.2 (KHTML, like Gecko) FxiOS/14.6k1566.0 Mobile/03F706 Safari/534.2",
"session_id": "19717978-7f9c-4256-92b0-ebff1dd7566... | barryjason | crypto_mining | null | null | null | MITRE Technique: T1110.003 | Cloud crypto_mining in Azure by barryjason MITRE Technique: T1110.003 | null | null | null | null | null | null | null | null | null | Azure | res-5e1449e7 | null | null | null | null | null | null | null | null | null | null |
af1122b0-a95a-4a89-90d1-64bd1625c438 | 2025-03-27T04:07:16 | ids_alert | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|ids_alert|medium| desc=Snort Alert: Port Scan detected from 69.160.61.125 targeting N/A No additional info noise=maintain|explain|bag | {
"geo_location": "Burundi",
"device_hash": "8a989fb691a222904b95c4c91bdaeb4c",
"user_agent": "Mozilla/5.0 (compatible; MSIE 5.0; Windows NT 5.2; Trident/4.0)",
"session_id": "44f07fdb-f9c0-4a3f-b81b-5875bc9eeee8",
"risk_score": 72.94,
"confidence": 0.09
} | null | null | null | null | null | No additional info | Snort Alert: Port Scan detected from 69.160.61.125 targeting N/A No additional info | {
"baseline_deviation": 1.61,
"entropy": 4.75,
"frequency_anomaly": true,
"sequence_anomaly": false
} | null | null | null | 69.160.61.125 | N/A | Port Scan | SIG-3780 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
a26db352-7aaa-43dd-a003-c4cb5c45d623 | 2025-06-22T22:58:24 | cloud | Trellix v10.7.0 | low | CEF:0|Trellix v10.7.0|SIEM|1.0|100|cloud|low| desc=Cloud permission_escalation in Azure by mary13 No additional info | {
"geo_location": "Guinea",
"device_hash": "b0adbbda9494b45ec26555a627b7a7d697314f20",
"user_agent": "Mozilla/5.0 (Android 4.0.4; Mobile; rv:14.0) Gecko/14.0 Firefox/14.0",
"session_id": "6ed4e72e-4b1a-40ea-858f-075a2df84782",
"risk_score": 50.33,
"confidence": 0.12
} | mary13 | permission_escalation | null | null | null | No additional info | Cloud permission_escalation in Azure by mary13 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-95383ab9 | null | null | null | null | null | null | null | null | null | null |
2b9b25fb-22d6-4b0a-a3e7-f0014e0c715d | 2025-05-17T15:18:17 | iot | Carbon Black v7.8.0 | low | CEF:0|Carbon Black v7.8.0|SIEM|1.0|100|iot|low| desc=IoT device Medical sensor_spoofing Associated Threat Actor: FIN7 | {
"geo_location": "Romania",
"device_hash": "b94633cd917270b464d7d0922153ede3e630ca21c914072deada7843cdc10b83",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 4_2 like Mac OS X; lb-LU) AppleWebKit/532.2.1 (KHTML, like Gecko) Version/4.0.5 Mobile/8B117 Safari/6532.2.1",
"session_id": "67dbfffe-91eb-462f-bd47... | null | sensor_spoofing | null | null | null | Associated Threat Actor: FIN7 | IoT device Medical sensor_spoofing Associated Threat Actor: FIN7 | null | Medical | iot-77aebd11 | 3.4 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
cee691e0-f7b5-4719-8ef8-a2400f34f37f | 2025-03-06T08:23:31 | network | Suricata v6.0.10 | critical | CEF:0|Suricata v6.0.10|SIEM|1.0|100|network|critical| desc=Network data_exfiltration from 60.42.80.56 to 191.0.158.147 No additional info | {
"geo_location": "Germany",
"device_hash": "8bf2b8a77a7da59713d260b03c71155e1484afb8",
"user_agent": "Mozilla/5.0 (iPad; CPU iPad OS 7_1_2 like Mac OS X) AppleWebKit/532.2 (KHTML, like Gecko) FxiOS/12.3h4168.0 Mobile/71V675 Safari/532.2",
"session_id": "95cb2241-98dc-495e-8c5f-0adc8cbe9b02",
"risk_score": 72... | null | data_exfiltration | null | null | null | No additional info | Network data_exfiltration from 60.42.80.56 to 191.0.158.147 No additional info | null | null | null | null | 60.42.80.56 | 191.0.158.147 | null | null | null | null | null | null | null | null | null | null | UDP | 683,000 | null | null | null |
6bb43971-8369-43ac-9315-b92f1729beec | 2025-01-23T14:01:57 | endpoint | CrowdStrike v6.45.0 | medium | CEF:0|CrowdStrike v6.45.0|SIEM|1.0|100|endpoint|medium| desc=Endpoint memory_injection /history/shoulder.jpg by mmcfarland MITRE Technique: T1059.005 | {
"geo_location": "Saint Lucia",
"device_hash": "db24a01a2f85eb361b665a581a4aae8d2c5c953c",
"user_agent": "Mozilla/5.0 (Linux; Android 4.2) AppleWebKit/533.2 (KHTML, like Gecko) Chrome/47.0.872.0 Safari/533.2",
"session_id": "716f7544-14e0-4b00-ae9c-d6a211eaa4d9",
"risk_score": 95.69,
"confidence": 0.48
} | mmcfarland | memory_injection | /history/shoulder.jpg | 5,719 | powershell.exe | MITRE Technique: T1059.005 | Endpoint memory_injection /history/shoulder.jpg by mmcfarland MITRE Technique: T1059.005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
19c8b2b6-9ff1-47e0-b54a-d907d5ec0c52 | 2025-06-30T11:08:24 | ids_alert | Elastic SIEM v8.9.0 | low | CEF:0|Elastic SIEM v8.9.0|SIEM|1.0|100|ids_alert|low| desc=Elastic SIEM Alert: Domain Fronting detected from 119.233.37.137 targeting 3.8.11.64 Associated Threat Actor: APT38 | {
"geo_location": "Paraguay",
"device_hash": "d1ec537dcbde5bdf7e4bdffed674898653396c35638bdc16a03b3f0930e8936e",
"user_agent": "Mozilla/5.0 (Windows; U; Windows CE) AppleWebKit/535.22.4 (KHTML, like Gecko) Version/5.0 Safari/535.22.4",
"session_id": "75db09cb-ff39-4459-add3-ec1f169d3e4d",
"risk_score": 33.68,... | null | null | null | null | null | Associated Threat Actor: APT38 | Elastic SIEM Alert: Domain Fronting detected from 119.233.37.137 targeting 3.8.11.64 Associated Threat Actor: APT38 | null | null | null | null | 119.233.37.137 | 3.8.11.64 | Domain Fronting | SIG-2083 | Evasion | null | null | null | null | null | null | null | null | null | null | null | null |
22f388c1-b2b9-4ff7-bc9c-a4ab9674dd27 | 2025-05-08T13:23:01 | endpoint | QRadar v7.5.0 | info | CEF:0|QRadar v7.5.0|SIEM|1.0|100|endpoint|info| desc=Endpoint wmi_exec poor by severett Living-off-the-land technique detected | {
"geo_location": "Saudi Arabia",
"device_hash": "878ebd8942b51fd36e4b62a8b492a4ef0fc4c8d8",
"user_agent": "Mozilla/5.0 (compatible; MSIE 7.0; Windows NT 6.2; Trident/4.0)",
"session_id": "9958dcf4-76bd-42fa-a0af-ac5c200ea9f9",
"risk_score": 49.3,
"confidence": 0.63
} | severett | wmi_exec | poor | 2,611 | explorer.exe | Living-off-the-land technique detected | Endpoint wmi_exec poor by severett Living-off-the-land technique detected | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
989656ce-dc13-455b-93e9-a642f9470a13 | 2025-06-07T01:51:37 | endpoint | Wazuh v4.5.0 | low | CEF:0|Wazuh v4.5.0|SIEM|1.0|100|endpoint|low| desc=Endpoint memory_injection way by seandavis No additional info | {
"geo_location": "Iran",
"device_hash": "e4ea7b7fdedb714ba7e050abe68f504c6b8680e6",
"user_agent": "Mozilla/5.0 (Linux; Android 7.1.1) AppleWebKit/532.1 (KHTML, like Gecko) Chrome/58.0.883.0 Safari/532.1",
"session_id": "f23eda55-c896-42ff-9954-97e0d6b09537",
"risk_score": 14.13,
"confidence": 0.57
} | seandavis | memory_injection | way | 7,172 | powershell.exe | No additional info | Endpoint memory_injection way by seandavis No additional info | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2f7f1d03-c3d7-4fa7-8d61-d36bc9aedfba | 2025-03-11T02:19:22 | auth | Suricata v6.0.10 | info | CEF:0|Suricata v6.0.10|SIEM|1.0|100|auth|info| desc=Auth locked for nhart via key from 111.205.245.115 Credential stuffing pattern detected | {
"geo_location": "Turks and Caicos Islands",
"device_hash": "cb24940aae2f9c4ce90901d70b6032c1947fa551763aac776c29f2199f7f2eb0",
"user_agent": "Mozilla/5.0 (iPod; U; CPU iPhone OS 3_2 like Mac OS X; ru-RU) AppleWebKit/535.36.3 (KHTML, like Gecko) Version/4.0.5 Mobile/8B115 Safari/6535.36.3",
"session_id": "c1ae... | nhart | locked | null | null | null | Credential stuffing pattern detected | Auth locked for nhart via key from 111.205.245.115 Credential stuffing pattern detected | null | null | null | null | 111.205.245.115 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | key | 22:6f:0c:30:18:8d |
76deef8a-c980-4dc2-99f2-e81298eaa175 | 2025-06-28T11:09:51 | iot | Snort v2.9.20 | medium | CEF:0|Snort v2.9.20|SIEM|1.0|100|iot|medium| desc=IoT device Sensor side_channel No additional info | {
"geo_location": "Bahrain",
"device_hash": "5aa004c6ac58d5173d9f9a691b2e86bc",
"user_agent": "Opera/9.58.(Windows NT 6.0; wa-BE) Presto/2.9.179 Version/11.00",
"session_id": "7e5bf707-8f81-4594-ba43-3592f005923d",
"risk_score": 85.9,
"confidence": 0.98
} | null | side_channel | null | null | null | No additional info | IoT device Sensor side_channel No additional info | {
"baseline_deviation": 2.59,
"entropy": 5.21,
"frequency_anomaly": true,
"sequence_anomaly": false
} | Sensor | iot-94d1ba4d | 2.2 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
ef16012d-3599-4585-8b99-04fc495ad973 | 2023-09-28T06:38:21 | ids_alert | Splunk v9.0.2 | emergency | CEF:0|Splunk v9.0.2|SIEM|1.0|100|ids_alert|emergency| desc=Splunk Alert: MFA Bypass detected from 107.99.155.105 targeting N/A MITRE Technique: T1486 | {
"geo_location": "Portugal",
"device_hash": "a89498790b51f78db12354329746584b",
"user_agent": "Mozilla/5.0 (compatible; MSIE 9.0; Windows 95; Trident/4.0)",
"session_id": "3fccd58c-752e-47ea-bb76-1a1fd84681f4",
"risk_score": 39.91,
"confidence": 0.6
} | null | null | null | null | null | MITRE Technique: T1486 | Splunk Alert: MFA Bypass detected from 107.99.155.105 targeting N/A MITRE Technique: T1486 | null | null | null | null | 107.99.155.105 | N/A | MFA Bypass | SIG-4390 | Malware | null | null | null | null | null | null | null | null | null | null | null | null |
1a6ad72a-6e28-4e30-a95e-a1e641da9412 | 2025-05-11T14:51:22 | ai | Tanium v7.4.0 | critical | CEF:0|Tanium v7.4.0|SIEM|1.0|100|ai|critical| desc=AI system prompt_injection by brittanywoods No additional info | {
"geo_location": "Sweden",
"device_hash": "65b3706dc4900fae36a6db37806950a7",
"user_agent": "Opera/9.72.(X11; Linux x86_64; yue-HK) Presto/2.9.190 Version/10.00",
"session_id": "c29f35ac-83a0-4950-98a8-3bc259898b4d",
"risk_score": 64.35,
"confidence": 0.95
} | brittanywoods | prompt_injection | null | null | null | No additional info | AI system prompt_injection by brittanywoods No additional info | null | null | null | null | null | null | null | null | null | null | null | model-5cbb9c41 | d85428ea0096b73c973d9d7916dbddeb23304e71310432815fc850f4e10a1fa8 | 8ab59840c5471d312d4159acfb485988c39fef21d25ec32046e016fbf2e32664 | null | null | null | null | null | null | null |
eeb9977f-e82f-44d6-8ae6-1b2cd6443356 | 2025-01-17T05:25:59 | cloud | Suricata v6.0.10 | medium | CEF:0|Suricata v6.0.10|SIEM|1.0|100|cloud|medium| desc=Cloud api_abuse in Azure by kelly80 No additional info | {
"geo_location": "Nigeria",
"device_hash": "8467e6fd00e1da1999d09bdd27b8edcbd77fcfe59198c6dda0335d981c9b8318",
"user_agent": "Mozilla/5.0 (Macintosh; PPC Mac OS X 10_8_9 rv:5.0; tl-PH) AppleWebKit/534.45.6 (KHTML, like Gecko) Version/4.0 Safari/534.45.6",
"session_id": "4280c609-ba95-4a4e-a624-6b996278f171",
... | kelly80 | api_abuse | null | null | null | No additional info | Cloud api_abuse in Azure by kelly80 No additional info | null | null | null | null | null | null | null | null | null | Azure | res-27cfc873 | null | null | null | null | null | null | null | null | null | null |
e9c82d41-90b1-42db-ab51-3e10a69ec3a8 | 2025-04-18T05:21:37 | firewall | Microsoft Sentinel v1.0.0 | medium | CEF:0|Microsoft Sentinel v1.0.0|SIEM|1.0|100|firewall|medium| desc=Firewall deny ICMP traffic from 27.156.152.78:31708 to 193.188.56.136:101 No additional info | {
"geo_location": "Mozambique",
"device_hash": "1d5a9fc1f612b7e057da1aba6a2654a479618c721af4f8ba43b9683ea54afa9a",
"user_agent": "Opera/9.57.(X11; Linux i686; xh-ZA) Presto/2.9.169 Version/12.00",
"session_id": "f620e594-545b-4c09-b896-8e08ab9c54c0",
"risk_score": 59.04,
"confidence": 0.8
} | null | deny | null | null | null | No additional info | Firewall deny ICMP traffic from 27.156.152.78:31708 to 193.188.56.136:101 No additional info | null | null | null | null | 27.156.152.78 | 193.188.56.136 | null | null | null | null | null | null | null | null | 31,708 | 101 | ICMP | 431,384 | 1,355 | null | null |
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