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  1. INSTRUCTIONS - console_users_acquisition.md +48 -0
  2. INSTRUCTIONS - vulnerabilities.md +41 -0
  3. console_users_acquisition.csv.gz +3 -0
  4. vulnerabilities.csv +55 -0
INSTRUCTIONS - console_users_acquisition.md ADDED
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+ # Case Study 1 — Acquisition Analysis
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+
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+ **Estimated time:** 30 min
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+
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+ ## Background
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+
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+ CrowdSec Console is the web interface used by security teams to manage their CrowdSec deployments. Organizations register with a plan tier and accumulate daily activity on the platform. Understanding registration volume, engagement, and upgrade conversion is key to guiding growth decisions.
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+
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+ ## Dataset
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+
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+ **File:** `../datasets/console_users_acquisition.csv.gz`
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+
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+ This is a **daily time-series** dataset: each row represents one organization on one calendar day, covering **2025-01-01 → 2025-06-01** (~22 weeks, 16 146 unique organizations).
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+
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+ ### Field reference
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+
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+ | Column | Type | Description |
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+ |---|---|---|
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+ | `Date` | date | Calendar day of the observation (`YYYY-MM-DD`) |
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+ | `Organization ID` | string (UUID) | Unique identifier for the organization |
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+ | `Plan Type` | categorical | Subscription tier on that day: `COMMUNITY` (free, 99%), `SECOPS` (paid mid-tier), `ENTERPRISE` (paid top-tier) |
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+ | `Industry Sector` | categorical | Self-reported industry (14 categories + ~2.4% missing). Examples: `PERSONAL_USE`, `IT_AND_SERVICES`, `HOSTING`, `MSSP`, `EDUCATION`, … |
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+ | `Org Created At` | timestamp (ISO8601) | When the organization first registered — use this as the **acquisition date** |
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+ | `N Signals` | integer | Security signals generated by this org on this day |
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+ | `N Active Engines` | integer | CrowdSec engines actively sending telemetry on this day |
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+ | `N Attached Engines` | integer | Engines registered (attached) to the org, active or not |
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+ | `N Cti Queries` | integer | CTI (Cyber Threat Intelligence) API queries made on this day |
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+ | `N Users Logged In` | integer | Number of users from this org who logged in on this day |
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+
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+ > **Important:** The dataset covers a **6-month observation window** (2025-01-01 → 2025-06-01) and contains **only organizations acquired during this period** — i.e., `Org Created At` falls within the window for every org. There is no historical backfill of older accounts.
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+ >
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+ > **Note:** `Plan Type` can change over time for the same org (e.g., COMMUNITY → SECOPS after an upgrade). There are 179 such transitions in the dataset.
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+
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+ ---
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+
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+ ## Challenges
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+
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+ Analyze the dataset in order to extract key information that would help monitoring core marketing and product efficiency in terms of:
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+ * acquisition : the number of new accounts created in number and quality
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+ * engagement : how much the console use the features
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+ * conversion : number of paying users
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+ * churn : users leaving the console
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+
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+ ---
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+
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+ ## Expected Output
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+
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+ - A document with analysis mixing charts, data and text. Be creative! You can use the tool of your choice (google doc, jupyter notebook, ... as you see fit)
INSTRUCTIONS - vulnerabilities.md ADDED
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+ # Case Study 2 — Vulnerability Report Analysis
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+
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+ **Estimated time:** 30 min
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+
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+ ## Background
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+
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+ CrowdSec operates a global threat intelligence network that observes exploitation attempts in real time. One of its products is a curated feed of tracked CVEs — vulnerabilities that have been seen actively targeted across the CrowdSec sensor network. Each record combines standard NVD metadata with CrowdSec's own exploitation observations.
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+
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+ ## Dataset
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+
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+ `../datasets/vulnerabilities.csv`
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+
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+ Each row represents one CVE. The columns are:
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+
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+ | Column | Description |
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+ |---|---|
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+ | `id` | CVE identifier (e.g. `CVE-2021-44228`) |
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+ | `published_date` | Date the CVE was officially published to NVD |
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+ | `first_seen` | Date CrowdSec first observed in-the-wild exploitation attempts |
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+ | `cvss_score` | CVSS v3 base score (0–10) |
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+ | `severity` | Severity band derived from CVSS score: `Critical` (≥9), `High` (≥7), `Medium` (≥4), `Low` (<4) |
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+ | `vendor` | Primary affected vendor |
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+ | `product` | Primary affected product |
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+ | `has_public_exploit` | Whether a public exploit is known to exist |
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+ | `exploitation_phase` | CrowdSec's observed exploitation phase at collection time (e.g. `unpopular`, `targeted_exploitation`, `mass_exploitation`) |
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+ | `nb_ips` | Number of distinct IPs observed exploiting this CVE on the CrowdSec network |
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+ | `tags` | Comma-separated tags describing the vulnerability category |
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+ | `events` | JSON array of lifecycle events recorded by CrowdSec, each with a `name` (e.g. `cve_published`, `rule_released`, `first_seen`, `phase_change`) and a `date` |
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+
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+ ## Challenge
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+
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+ You are asked to explore this dataset and surface insights that would be relevant to publish a data story that would be part of blog post.
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+
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+ Think about what the data reveals for each CVE looking at the provided features, and compare the values across vendors.
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+
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+ The `events` column captures the lifecycle of each CVE as CrowdSec observed it. The order in which these events occur — and the time elapsed between them — can reveal patterns that raw severity scores alone cannot.
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+
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+ ## Expected Output
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+
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+ - A notebook or script with your analysis and visualisations
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+ - A written summary (~5–10 sentences) of the most important findings
console_users_acquisition.csv.gz ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:a21920c9ae640c161a9aa292bbae9ab75e06f5846a191573120ef01af1b45a7b
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+ size 36920596
vulnerabilities.csv ADDED
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1
+ "id","published_date","first_seen","cvss_score","severity","vendor","product","has_public_exploit","exploitation_phase","nb_ips","tags","events"
2
+ "CVE-2011-3600","2019-11-26T00:07:23Z","2026-01-19T00:00:00Z",7.5,"High","Apache","OFBiz",true,"background_noise",2018,"enterprise_software","[{""name"":""cve_published"",""date"":""2019-11-26T00:00:00Z""},{""name"":""rule_released"",""date"":""2026-01-14T00:00:00Z""},{""name"":""first_seen"",""date"":""2026-01-19T00:00:00Z""}]"
3
+ "CVE-2012-0392","2012-01-08T15:00:00Z","2024-11-23T00:00:00Z",6.8,"Medium","Apache","Struts",true,"background_noise",0,"java","[{""name"":""cve_published"",""date"":""2012-01-08T00:00:00Z""},{""name"":""rule_released"",""date"":""2024-04-22T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-11-23T00:00:00Z""}]"
4
+ "CVE-2017-9805","2017-09-15T19:00:00","2025-07-07T00:00:00Z",8.1,"High","Apache","Apache Struts",true,"background_noise",459,"java","[{""name"":""cve_published"",""date"":""2017-09-15T00:00:00Z""},{""name"":""kev_added"",""date"":""2021-11-03T00:00:00Z""},{""name"":""kev_due"",""date"":""2022-05-03T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-06-30T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-07-07T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-07T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-16T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-29T00:00:00Z""}]"
5
+ "CVE-2020-17519","2021-01-05T11:40:14","2024-11-24T00:00:00Z",9.1,"Critical","Apache","Apache Flink",true,"targeted_exploitation",367,"","[{""name"":""cve_published"",""date"":""2021-01-05T00:00:00Z""},{""name"":""kev_added"",""date"":""2024-05-23T00:00:00Z""},{""name"":""rule_released"",""date"":""2024-06-05T00:00:00Z""},{""name"":""kev_due"",""date"":""2024-06-13T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-11-24T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-04T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-13T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-25T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-30T00:00:00Z""}]"
6
+ "CVE-2020-9480","2020-06-23T21:50:51Z","2025-10-24T00:00:00Z",9.8,"Critical","Apache","Apache Spark",true,"mass_exploitation",222,"enterprise_software,web_application","[{""name"":""cve_published"",""date"":""2020-06-23T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-10-15T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-10-24T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-07T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-10T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-18T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-26T00:00:00Z""}]"
7
+ "CVE-2021-0027","2021-11-24T00:00:00","2025-09-19T00:00:00Z",,"Low","VMware","vCenter Server",true,"background_noise",2238,"web_application,enterprise_software","[{""name"":""cve_published"",""date"":""2021-11-24T00:00:00Z""},{""name"":""rule_released"",""date"":""2021-12-09T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-09-19T00:00:00Z""}]"
8
+ "CVE-2021-21978","2021-03-03T17:44:25","2025-07-21T00:00:00Z",9.8,"Critical","VMware","View Planner",true,"mass_exploitation",162,"enterprise_software","[{""name"":""cve_published"",""date"":""2021-03-03T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-07-10T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-07-21T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-05T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-12T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-19T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-22T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-30T00:00:00Z""}]"
9
+ "CVE-2021-22005","2021-09-23T11:37:30","2025-06-23T00:00:00Z",9.8,"Critical","VMware","vCenter Server",true,"unpopular",162,"enterprise_software","[{""name"":""cve_published"",""date"":""2021-09-23T00:00:00Z""},{""name"":""kev_added"",""date"":""2021-11-03T00:00:00Z""},{""name"":""kev_due"",""date"":""2021-11-17T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-06-12T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-06-23T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-13T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-21T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-28T00:00:00Z""}]"
10
+ "CVE-2021-22017","2021-09-23T12:13:01Z","2026-02-20T00:00:00Z",5.3,"Medium","VMware","VMware vCenter Server, VMware Cloud Foundation",true,"unpopular",129,"enterprise_software,management_panel","[{""name"":""cve_published"",""date"":""2021-09-23T00:00:00Z""},{""name"":""kev_added"",""date"":""2022-01-10T00:00:00Z""},{""name"":""kev_due"",""date"":""2022-01-24T00:00:00Z""},{""name"":""rule_released"",""date"":""2026-02-18T00:00:00Z""},{""name"":""first_seen"",""date"":""2026-02-20T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-04T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-11T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-21T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-28T00:00:00Z""}]"
11
+ "CVE-2021-22054","2021-12-17T16:10:18Z","2026-04-08T00:00:00Z",7.5,"High","VMware","VMware Workspace ONE UEM console",true,"insufficient_data",43,"enterprise_software,management_panel","[{""name"":""cve_published"",""date"":""2021-12-17T00:00:00Z""},{""name"":""kev_added"",""date"":""2026-03-09T00:00:00Z""},{""name"":""kev_due"",""date"":""2026-03-23T00:00:00Z""},{""name"":""rule_released"",""date"":""2026-04-08T00:00:00Z""},{""name"":""first_seen"",""date"":""2026-04-08T00:00:00Z""}]"
12
+ "CVE-2021-22175","2021-06-11T15:30:12Z","2026-01-14T00:00:00Z",6.8,"Medium","GitLab","GitLab",true,"mass_exploitation",304,"scm,cicd","[{""name"":""cve_published"",""date"":""2021-06-11T00:00:00Z""},{""name"":""rule_released"",""date"":""2026-01-13T00:00:00Z""},{""name"":""first_seen"",""date"":""2026-01-14T00:00:00Z""},{""name"":""kev_added"",""date"":""2026-02-18T00:00:00Z""},{""name"":""kev_due"",""date"":""2026-03-11T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-07T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-18T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-21T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-29T00:00:00Z""}]"
13
+ "CVE-2021-26072","2021-04-01T18:10:35Z","2025-11-05T00:00:00Z",4.3,"Medium","Atlassian","Confluence Server",true,"insufficient_data",100,"enterprise_software,wiki","[{""name"":""cve_published"",""date"":""2021-04-01T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-10-29T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-11-05T00:00:00Z""}]"
14
+ "CVE-2021-26084","2021-08-30T06:30:14.248000Z","2025-04-07T00:00:00Z",9.8,"Critical","Atlassian","Confluence Data Center",true,"background_noise",1607,"enterprise_software,wiki","[{""name"":""cve_published"",""date"":""2021-08-30T00:00:00Z""},{""name"":""kev_added"",""date"":""2021-11-03T00:00:00Z""},{""name"":""kev_due"",""date"":""2021-11-17T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-04-04T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-04-07T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-14T00:00:00Z""}]"
15
+ "CVE-2021-26086","2021-08-16T00:15:09.827127Z","2021-12-13T18:47:03Z",5.3,"Medium","Atlassian","Jira Data Center",true,"background_noise",11346,"enterprise_software","[{""name"":""cve_published"",""date"":""2021-08-16T00:00:00Z""},{""name"":""rule_released"",""date"":""2021-12-13T00:00:00Z""},{""name"":""first_seen"",""date"":""2021-12-13T00:00:00Z""},{""name"":""kev_added"",""date"":""2024-11-12T00:00:00Z""},{""name"":""kev_due"",""date"":""2024-12-03T00:00:00Z""}]"
16
+ "CVE-2021-26295","2021-03-22T12:00:18","2024-11-23T00:00:00Z",9.8,"Critical","Apache","OFBiz",true,"background_noise",437,"java","[{""name"":""cve_published"",""date"":""2021-03-22T00:00:00Z""},{""name"":""rule_released"",""date"":""2024-06-19T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-11-23T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-11T00:00:00Z""}]"
17
+ "CVE-2021-41773","2021-10-05T08:40:12Z","2021-10-11T18:09:41Z",7.5,"High","Apache","Apache HTTP Server",true,"background_noise",22530,"web_server,c","[{""name"":""cve_published"",""date"":""2021-10-05T00:00:00Z""},{""name"":""rule_released"",""date"":""2021-10-11T00:00:00Z""},{""name"":""first_seen"",""date"":""2021-10-11T00:00:00Z""},{""name"":""kev_added"",""date"":""2021-11-03T00:00:00Z""},{""name"":""kev_due"",""date"":""2021-11-17T00:00:00Z""}]"
18
+ "CVE-2021-42013","2021-10-07T15:50:14Z","2021-10-11T18:09:41Z",9.8,"Critical","Apache","Apache HTTP Server",true,"background_noise",8777,"web_server","[{""name"":""cve_published"",""date"":""2021-10-07T00:00:00Z""},{""name"":""rule_released"",""date"":""2021-10-11T00:00:00Z""},{""name"":""first_seen"",""date"":""2021-10-11T00:00:00Z""},{""name"":""kev_added"",""date"":""2021-11-03T00:00:00Z""},{""name"":""kev_due"",""date"":""2021-11-17T00:00:00Z""}]"
19
+ "CVE-2021-44228","2021-12-10T00:00:00Z","2021-12-10T17:32:21Z",10.0,"Critical","Apache","Apache Log4j2",true,"background_noise",14226,"","[{""name"":""cve_published"",""date"":""2021-12-10T00:00:00Z""},{""name"":""rule_released"",""date"":""2021-12-10T00:00:00Z""},{""name"":""first_seen"",""date"":""2021-12-10T00:00:00Z""},{""name"":""kev_added"",""date"":""2021-12-10T00:00:00Z""},{""name"":""kev_due"",""date"":""2021-12-24T00:00:00Z""}]"
20
+ "CVE-2022-22954","2022-04-11T19:37:39Z","2024-11-23T00:00:00Z",9.8,"Critical","VMware","Workspace ONE Access",true,"background_noise",433,"enterprise_software","[{""name"":""cve_published"",""date"":""2022-04-11T00:00:00Z""},{""name"":""rule_released"",""date"":""2022-04-13T00:00:00Z""},{""name"":""kev_added"",""date"":""2022-04-14T00:00:00Z""},{""name"":""kev_due"",""date"":""2022-05-05T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-11-23T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-08T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-23T00:00:00Z""}]"
21
+ "CVE-2022-22956","2022-04-13T00:00:00Z","2025-11-05T00:00:00Z",9.8,"Critical","VMware","Workspace ONE Access",true,"mass_exploitation",203,"enterprise_software","[{""name"":""cve_published"",""date"":""2022-04-13T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-10-29T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-11-05T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-12T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-19T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-27T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-30T00:00:00Z""}]"
22
+ "CVE-2022-24288","2022-02-25T08:30:16","2025-07-07T00:00:00Z",8.8,"High","Apache","Apache Airflow",true,"mass_exploitation",195,"enterprise_software","[{""name"":""cve_published"",""date"":""2022-02-25T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-06-30T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-07-07T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-10T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-13T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-20T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-29T00:00:00Z""}]"
23
+ "CVE-2022-26134","2022-06-03T21:51:57.134000Z","2022-10-17T17:36:43Z",9.8,"Critical","Atlassian","Confluence Server",true,"background_noise",16297,"enterprise_software,wiki","[{""name"":""kev_added"",""date"":""2022-06-02T00:00:00Z""},{""name"":""cve_published"",""date"":""2022-06-03T00:00:00Z""},{""name"":""kev_due"",""date"":""2022-06-06T00:00:00Z""},{""name"":""rule_released"",""date"":""2022-10-17T00:00:00Z""},{""name"":""first_seen"",""date"":""2022-10-17T00:00:00Z""}]"
24
+ "CVE-2022-31656","2022-08-05T15:07:24","2025-04-25T00:00:00Z",9.8,"Critical","VMware","Workspace ONE Access",true,"background_noise",2029,"enterprise_software","[{""name"":""cve_published"",""date"":""2022-08-05T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-04-08T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-04-25T00:00:00Z""}]"
25
+ "CVE-2022-31678","2022-10-28T00:00:00Z",,9.1,"Critical","VMware","VMware Cloud Foundation (NSX-V)",true,"insufficient_data",0,"enterprise_software","[{""name"":""cve_published"",""date"":""2022-10-28T00:00:00Z""},{""name"":""rule_released"",""date"":""2026-03-30T00:00:00Z""}]"
26
+ "CVE-2022-36804","2022-08-25T05:40:08Z","2025-08-11T00:00:00Z",8.8,"High","Atlassian","Bitbucket Server",true,"insufficient_data",5,"enterprise_software,scm","[{""name"":""cve_published"",""date"":""2022-08-25T00:00:00Z""},{""name"":""kev_added"",""date"":""2022-09-30T00:00:00Z""},{""name"":""kev_due"",""date"":""2022-10-21T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-07-24T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-08-11T00:00:00Z""}]"
27
+ "CVE-2022-42889","2022-10-13T00:00:00","2022-10-24T12:03:41Z",9.8,"Critical","Apache","Apache Commons Text",true,"mass_exploitation",2301,"web_application","[{""name"":""cve_published"",""date"":""2022-10-13T00:00:00Z""},{""name"":""rule_released"",""date"":""2022-10-24T00:00:00Z""},{""name"":""first_seen"",""date"":""2022-10-24T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-20T00:00:00Z""}]"
28
+ "CVE-2022-47501","2023-04-14T15:01:31.987000Z","2025-02-25T00:00:00Z",7.5,"High","Apache","Apache OFBiz",true,"unpopular",485,"","[{""name"":""cve_published"",""date"":""2023-04-14T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-02-25T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-02-25T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-08T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-16T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-26T00:00:00Z""}]"
29
+ "CVE-2023-22515","2023-10-04T14:00:00.820000Z","2023-10-06T15:39:30Z",9.8,"Critical","Atlassian","Confluence Server",true,"background_noise",8030,"enterprise_software,wiki","[{""name"":""cve_published"",""date"":""2023-10-04T00:00:00Z""},{""name"":""kev_added"",""date"":""2023-10-05T00:00:00Z""},{""name"":""rule_released"",""date"":""2023-10-06T00:00:00Z""},{""name"":""first_seen"",""date"":""2023-10-06T00:00:00Z""},{""name"":""kev_due"",""date"":""2023-10-13T00:00:00Z""}]"
30
+ "CVE-2023-22518","2023-10-31T14:30:00.418000Z","2023-11-06T10:42:38Z",9.8,"Critical","Atlassian","Confluence Server",true,"background_noise",5196,"enterprise_software,wiki","[{""name"":""cve_published"",""date"":""2023-10-31T00:00:00Z""},{""name"":""rule_released"",""date"":""2023-11-06T00:00:00Z""},{""name"":""first_seen"",""date"":""2023-11-06T00:00:00Z""},{""name"":""kev_added"",""date"":""2023-11-07T00:00:00Z""},{""name"":""kev_due"",""date"":""2023-11-28T00:00:00Z""}]"
31
+ "CVE-2023-22527","2024-01-16T05:00:00.692000Z","2024-11-25T00:00:00Z",9.8,"Critical","Atlassian","Confluence Server",true,"background_noise",479,"enterprise_software,wiki","[{""name"":""cve_published"",""date"":""2024-01-16T00:00:00Z""},{""name"":""kev_added"",""date"":""2024-01-24T00:00:00Z""},{""name"":""rule_released"",""date"":""2024-02-05T00:00:00Z""},{""name"":""kev_due"",""date"":""2024-02-14T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-11-25T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-11T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-18T00:00:00Z""}]"
32
+ "CVE-2023-25194","2023-02-07T19:11:22Z","2025-08-25T00:00:00Z",8.8,"High","Apache","Apache Kafka Connect API",true,"unpopular",399,"web_application","[{""name"":""cve_published"",""date"":""2023-02-07T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-08-19T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-08-25T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-19T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-26T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-28T00:00:00Z""}]"
33
+ "CVE-2023-26255","2023-02-28T00:00:00Z","2025-05-07T00:00:00Z",7.5,"High","Atlassian","Jira",true,"mass_exploitation",189,"enterprise_software","[{""name"":""cve_published"",""date"":""2023-02-28T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-05-07T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-05-07T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-06T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-16T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-24T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-27T00:00:00Z""}]"
34
+ "CVE-2023-34048","2023-10-25T04:21:42Z",,9.8,"Critical","VMware","VMware vCenter Server",true,"insufficient_data",0,"enterprise_software","[{""name"":""cve_published"",""date"":""2023-10-25T00:00:00Z""},{""name"":""kev_added"",""date"":""2024-01-22T00:00:00Z""},{""name"":""kev_due"",""date"":""2024-02-12T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-11-26T00:00:00Z""}]"
35
+ "CVE-2023-46732","2023-11-06T18:45:03.543000Z","2025-05-20T00:00:00Z",9.7,"Critical","XWiki","XWiki-Platform",true,"insufficient_data",86,"wiki","[{""name"":""cve_published"",""date"":""2023-11-06T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-05-20T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-05-20T00:00:00Z""}]"
36
+ "CVE-2023-49070","2023-12-05T08:05:06.966000Z","2024-11-26T00:00:00Z",9.8,"Critical","Apache","Apache OFBiz",true,"targeted_exploitation",243,"","[{""name"":""cve_published"",""date"":""2023-12-05T00:00:00Z""},{""name"":""rule_released"",""date"":""2023-12-15T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-11-26T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-11T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-20T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-27T00:00:00Z""}]"
37
+ "CVE-2023-50164","2023-12-07T08:49:19.853000Z","2024-12-16T00:00:00Z",9.8,"Critical","Apache","Struts",true,"targeted_exploitation",111,"web_application,java","[{""name"":""cve_published"",""date"":""2023-12-07T00:00:00Z""},{""name"":""rule_released"",""date"":""2023-12-15T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-12-16T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-27T00:00:00Z""}]"
38
+ "CVE-2023-7028","2024-01-12T13:56:41.726000Z","2024-12-02T00:00:00Z",10.0,"Critical","GitLab","GitLab",true,"insufficient_data",15,"scm","[{""name"":""cve_published"",""date"":""2024-01-12T00:00:00Z""},{""name"":""rule_released"",""date"":""2024-01-17T00:00:00Z""},{""name"":""kev_added"",""date"":""2024-05-01T00:00:00Z""},{""name"":""kev_due"",""date"":""2024-05-22T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-12-02T00:00:00Z""}]"
39
+ "CVE-2024-21650","2024-01-08T15:18:12Z","2025-09-25T00:00:00Z",10.0,"Critical","XWiki","XWiki-Platform",true,"mass_exploitation",266,"wiki","[{""name"":""cve_published"",""date"":""2024-01-08T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-09-24T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-09-25T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-08T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-10T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-19T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-21T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-29T00:00:00Z""}]"
40
+ "CVE-2024-27348","2024-04-22T14:08:06.294000Z","2024-11-23T00:00:00Z",9.8,"Critical","Apache","HugeGraph-Server",true,"mass_exploitation",430,"","[{""name"":""cve_published"",""date"":""2024-04-22T00:00:00Z""},{""name"":""rule_released"",""date"":""2024-08-22T00:00:00Z""},{""name"":""kev_added"",""date"":""2024-09-18T00:00:00Z""},{""name"":""kev_due"",""date"":""2024-10-09T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-11-23T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-11T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-22T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-30T00:00:00Z""}]"
41
+ "CVE-2024-32113","2024-05-08T14:50:07.272000Z","2024-11-26T00:00:00Z",9.1,"Critical","Apache","OFBiz",true,"insufficient_data",5,"java","[{""name"":""cve_published"",""date"":""2024-05-08T00:00:00Z""},{""name"":""rule_released"",""date"":""2024-07-19T00:00:00Z""},{""name"":""kev_added"",""date"":""2024-08-07T00:00:00Z""},{""name"":""kev_due"",""date"":""2024-08-28T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-11-26T00:00:00Z""}]"
42
+ "CVE-2024-38475","2024-07-01T18:15:12.292000Z","2024-11-24T00:00:00Z",9.1,"Critical","Apache","HTTP Server",true,"targeted_exploitation",513,"web_server","[{""name"":""cve_published"",""date"":""2024-07-01T00:00:00Z""},{""name"":""rule_released"",""date"":""2024-08-22T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-11-24T00:00:00Z""},{""name"":""kev_added"",""date"":""2025-05-01T00:00:00Z""},{""name"":""kev_due"",""date"":""2025-05-22T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-16T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-23T00:00:00Z""}]"
43
+ "CVE-2024-38856","2024-08-05T08:20:18.081000Z","2024-11-26T00:00:00Z",8.1,"High","Apache","OFBiz",true,"targeted_exploitation",394,"web_application","[{""name"":""cve_published"",""date"":""2024-08-05T00:00:00Z""},{""name"":""kev_added"",""date"":""2024-08-27T00:00:00Z""},{""name"":""kev_due"",""date"":""2024-09-17T00:00:00Z""},{""name"":""rule_released"",""date"":""2024-10-25T00:00:00Z""},{""name"":""first_seen"",""date"":""2024-11-26T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-22T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-29T00:00:00Z""}]"
44
+ "CVE-2025-24813","2025-03-10T16:44:03.715000Z","2025-03-19T00:00:00Z",9.8,"Critical","Apache","Tomcat",true,"insufficient_data",7,"web_server","[{""name"":""cve_published"",""date"":""2025-03-10T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-03-17T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-03-19T00:00:00Z""},{""name"":""kev_added"",""date"":""2025-04-01T00:00:00Z""},{""name"":""kev_due"",""date"":""2025-04-22T00:00:00Z""}]"
45
+ "CVE-2025-24893","2025-02-20T19:19:10.597000Z","2025-03-25T00:00:00Z",9.8,"Critical","XWiki","XWiki-Platform",true,"background_noise",495,"wiki","[{""name"":""cve_published"",""date"":""2025-02-20T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-03-25T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-03-25T00:00:00Z""},{""name"":""kev_added"",""date"":""2025-10-30T00:00:00Z""},{""name"":""kev_due"",""date"":""2025-11-20T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-05T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-12T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-18T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-25T00:00:00Z""}]"
46
+ "CVE-2025-29925","2025-03-19T17:36:28Z","2025-09-03T00:00:00Z",8.7,"High","XWiki","XWiki-Platform",true,"mass_exploitation",186,"web_application,wiki","[{""name"":""cve_published"",""date"":""2025-03-19T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-09-03T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-09-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-05T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-16T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-23T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-30T00:00:00Z""}]"
47
+ "CVE-2025-32429","2025-07-24T22:22:35Z","2025-11-03T00:00:00Z",9.3,"Critical","XWiki","XWiki-Platform",true,"insufficient_data",57,"wiki","[{""name"":""cve_published"",""date"":""2025-07-24T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-09-10T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-11-03T00:00:00Z""}]"
48
+ "CVE-2025-32969","2025-04-23T15:33:03Z","2025-09-03T00:00:00Z",9.3,"Critical","XWiki","XWiki-Platform",true,"mass_exploitation",248,"wiki","[{""name"":""cve_published"",""date"":""2025-04-23T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-09-03T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-09-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-11T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-13T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-23T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-28T00:00:00Z""}]"
49
+ "CVE-2025-32970","2025-04-30T14:54:52Z","2025-09-03T00:00:00Z",6.1,"Medium","XWiki","XWiki-Platform",true,"insufficient_data",32,"wiki","[{""name"":""cve_published"",""date"":""2025-04-30T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-09-03T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-09-03T00:00:00Z""}]"
50
+ "CVE-2025-46554","2025-04-30T18:27:53Z","2025-09-03T00:00:00Z",5.3,"Medium","XWiki","XWiki-Platform",true,"mass_exploitation",188,"web_application,wiki","[{""name"":""cve_published"",""date"":""2025-04-30T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-09-03T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-09-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-10T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-19T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-26T00:00:00Z""}]"
51
+ "CVE-2025-52472","2025-10-06T14:53:46Z","2025-11-27T00:00:00Z",9.3,"Critical","XWiki","XWiki-Platform",true,"targeted_exploitation",190,"web_application,enterprise_software","[{""name"":""cve_published"",""date"":""2025-10-06T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-11-26T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-11-27T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-14T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-24T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-26T00:00:00Z""}]"
52
+ "CVE-2025-54125","2025-08-05T23:30:38Z","2025-09-06T00:00:00Z",8.7,"High","XWiki","XWiki-Platform",true,"insufficient_data",0,"wiki","[{""name"":""cve_published"",""date"":""2025-08-05T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-09-03T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-09-06T00:00:00Z""}]"
53
+ "CVE-2025-55747","2025-09-03T20:12:12Z","2025-12-15T00:00:00Z",9.3,"Critical","XWiki","XWiki-Platform",true,"insufficient_data",90,"wiki","[{""name"":""cve_published"",""date"":""2025-09-03T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-11-26T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-12-15T00:00:00Z""}]"
54
+ "CVE-2025-55748","2025-09-03T20:19:45Z","2025-10-31T00:00:00Z",9.3,"Critical","XWiki","XWiki-Platform",true,"mass_exploitation",317,"wiki","[{""name"":""cve_published"",""date"":""2025-09-03T00:00:00Z""},{""name"":""rule_released"",""date"":""2025-10-29T00:00:00Z""},{""name"":""first_seen"",""date"":""2025-10-31T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-12T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-14T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-21T00:00:00Z""}]"
55
+ "CVE-2025-55749","2025-12-01T20:09:46Z","2026-01-14T00:00:00Z",8.7,"High","XWiki","XWiki-Platform",true,"mass_exploitation",327,"web_application","[{""name"":""cve_published"",""date"":""2025-12-01T00:00:00Z""},{""name"":""rule_released"",""date"":""2026-01-07T00:00:00Z""},{""name"":""first_seen"",""date"":""2026-01-14T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-03T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-05T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-12T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-15T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-22T00:00:00Z""},{""name"":""phase_change"",""date"":""2026-04-24T00:00:00Z""}]"