<p align="center">
<a href="https://www.matano.dev"><img src="https://assets.kitploit.com/production/public/readmes/5606/3c0f6dbb2700f98343474245010b2a028c8e9742a7cac63a80b661f16162919c.png" width=600></a>
</p>
<p align="center">
<!-- <a href="#"><img src="https://img.shields.io/badge/Deploys%20to-AWS-%23FF9900.svg?style=for-the-badge&logo=amazon-aws&logoColor=white&labelColor=232F3E"/></a>
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<a href="https://twitter.com/intent/follow?screen_name=matanolabs" target="_blank"><img src="https://img.shields.io/twitter/follow/matanolabs?style=social" alt="Twitter Follow"/></a>
<a href="https://github.com/matanolabs/matano/blob/main/LICENSE" target="_blank"><img src="https://img.shields.io/github/license/matanolabs/matano?style=flat"/></a>
<a href="https://bestpractices.coreinfrastructure.org/projects/6478"><img src="https://bestpractices.coreinfrastructure.org/projects/6478/badge"></a>
</p>
## 面向 AWS 的开源安全数据湖
Matano 开源安全数据湖是一个开源的**云原生安全数据湖**，专为 AWS 上的安全团队构建。
> [!NOTE]
> Matano 提供商业托管式云 SIEM，适用于完整的企业安全运营平台。[了解更多](https://matanosecurity.com)。
<div>
<h3 align="center">
<a href="https://www.matano.dev/docs">文档</a>
<span> | </span>
<a href="https://www.matano.dev">网站</a>
<span> | </span>
<a href="https://discord.gg/YSYfHMbfZQ">社区</a>
</h3>
</div>
## 功能特性
<div align="center">
<br>
<img src="https://assets.kitploit.com/production/public/readmes/5606/0fe3fc4384f89d3775d0bf6b5890a9fc4c9b09be535d5c2e15785fc5fdf5c4b4.png" width="650">
</div>
<br>
- **安全数据湖：** 将非结构化安全日志规范化，在您的 AWS 账户中构建结构化的实时数据湖。
- **收集所有日志：** 开箱即用集成 [50+ 数据源](https://www.matano.dev/docs/log-sources/managed-log-sources) 用于安全日志，并可轻松通过自定义数据源扩展。
- **检测即代码：** 使用 Python 将实时检测构建为代码。支持自动导入 [Sigma](https://www.matano.dev/docs/detections/importing-from-sigma-rules) 检测到 Matano。
- **日志转换管道：** 支持自定义 VRL（[Vector Remap Language](https://vector.dev/docs/reference/vrl/)）脚本，在日志摄取时进行解析、丰富、规范化和转换，无需管理任何服务器。
- **无厂商锁定：** 使用开放表格式（[Apache Iceberg](https://iceberg.apache.org/)）和开放模式标准（[ECS](https://github.com/elastic/ecs)），以厂商中立的格式让您完全拥有安全数据。
- **自带分析工具：** 直接从任何兼容 Iceberg 的引擎（AWS Athena、Snowflake、Spark、Trino 等）查询您的安全数据湖，无需复制数据。
- **无服务器：** 完全无服务器，专为 AWS 设计，致力于实现高扩展性、低成本和零运维。
## 架构
<div align="center">
<br>
<img src="https://assets.kitploit.com/production/public/readmes/5606/973d372c3d17c91668c124d6327bcc070a9e1241abd38491971bac67571a0909.png" width="600">
</div>
## 👀 使用场景
- 降低 SIEM 成本。
- 使用安全数据湖增强您的 SIEM，在调查期间提供更多上下文。
- 使用 Python 编写检测即代码，检测可疑行为并创建上下文相关警报。
- 兼容 ECS 的无服务器替代 ELK / Elastic Security 堆栈。
## ✨ 集成
#### 受管日志源
- [**AWS CloudTrail**](https://www.matano.dev/docs/log-sources/managed-log-sources/aws/cloudtrail)
- [**AWS Route53**](https://www.matano.dev/docs/log-sources/managed-log-sources/aws/route53-resolver-logs)
- [**AWS VPC Flow**](https://www.matano.dev/docs/log-sources/managed-log-sources/aws/vpcflow)
- [**AWS Config**](https://www.matano.dev/docs/log-sources/managed-log-sources/aws/aws-config)
- [**AWS ELB**](https://www.matano.dev/docs/log-sources/managed-log-sources/aws/aws-elb)
- [**Amazon S3 Server Access**](https://www.matano.dev/docs/log-sources/managed-log-sources/aws/amazon-s3-server-access-logs)
- [**Amazon S3 Inventory Reports**](https://www.matano.dev/docs/log-sources/managed-log-sources/aws/s3-inventory-report)
- [**Amazon Inspector**](https://www.matano.dev/docs/log-sources/managed-log-sources/aws/amazon-inspector)
- [**Amazon WAF**](https://www.matano.dev/docs/log-sources/managed-log-sources/aws/amazon-waf)
- [**Cloudflare**](https://www.matano.dev/docs/log-sources/managed-log-sources/cloudflare)
- [**Crowdstrike**](https://www.matano.dev/docs/log-sources/managed-log-sources/crowdstrike)
- [**Duo**](https://www.matano.dev/docs/log-sources/managed-log-sources/duo)
- [**Okta**](https://www.matano.dev/docs/log-sources/managed-log-sources/okta)
- [**GitHub**](https://www.matano.dev/docs/log-sources/managed-log-sources/github)
- [**Google Workspace**](https://www.matano.dev/docs/log-sources/managed/google-workspace)
- [**Office 365**](https://www.matano.dev/docs/log-sources/managed-log-sources/office365)
- [**Snyk**](https://www.matano.dev/docs/log-sources/managed-log-sources/snyk)
- [**Suricata**](https://www.matano.dev/docs/log-sources/managed-log-sources/suricata)
- [**Zeek**](https://www.matano.dev/docs/log-sources/managed-log-sources/zeek)
- [**自定义 🔧**](#-日志转换--数据规范化)
#### 告警目标
- [**Amazon SNS**](https://www.matano.dev/docs/detections/alerting)
- [**Slack**](https://www.matano.dev/docs/detections/alerting/slack)
#### 查询引擎
- [**Amazon Athena**](https://docs.aws.amazon.com/athena/latest/ug/querying-iceberg.html)（默认）
- [**Snowflake**](https://www.snowflake.com/blog/iceberg-tables-powering-open-standards-with-snowflake-innovations/)（预览版）
- [**Spark**](https://iceberg.apache.org/spark-quickstart/)
- [**Trino**](https://trino.io/docs/current/connector/iceberg.html)
- [**BigQuery Omni (BigLake)**](https://cloud.google.com/biglake)
- [**Dremio**](https://docs.dremio.com/software/data-formats/apache-iceberg/)
## 快速开始
[**查看完整安装说明**](https://www.matano.dev/docs/getting-started#installation)
### 安装
安装 matano CLI 以将 Matano 部署到您的 AWS 账户中，并管理您的部署。
**Linux**```bash
curl -OL https://github.com/matanolabs/matano/releases/download/nightly/matano-linux-x64.sh
chmod +x matano-linux-x64.sh
sudo ./matano-linux-x64.sh
```
**macOS**```bash
curl -OL https://github.com/matanolabs/matano/releases/download/nightly/matano-macos-x64.sh
chmod +x matano-macos-x64.sh
sudo ./matano-macos-x64.sh
```
### 部署
[**阅读完整的入门文档**](https://www.matano.dev/docs/getting-started)
要开始使用，运行 `matano init` 命令。
- 确保你的环境中（或 AWS CLI 配置文件中）拥有 AWS 凭证。
- 交互式 CLI 向导将引导你完成入门操作：为你生成一个初始的 [Matano 目录](https://www.matano.dev/docs/matano-directory)，初始化你的 AWS 账户，并将其部署到你的 AWS 账户中。
- 初始部署需要几分钟时间。
<div align="center">
<img src="https://assets.kitploit.com/production/public/readmes/5606/1cb2fa1e45c766c17556fe5b9523a959983afac20159b02fcb426cdcb9233620.gif" width="600">
</div>
<br>
### 目录结构
初始化完成后，你的 [Matano 目录](https://www.matano.dev/docs/matano-directory) 用于控制和管理项目中的所有资源，例如日志源、检测规则及其他配置。其结构如下：```bash
➜ example-matano-dir git:(main) tree
├── detections
│ └── aws_root_credentials
│ ├── detect.py
│ └── detection.yml
├── log_sources
│ ├── cloudtrail
│ │ ├── log_source.yml
│ │ └── tables
│ │ └── default.yml
│ └── zeek
│ ├── log_source.yml
│ └── tables
│ └── dns.yml
├── matano.config.yml
└── matano.context.json
```
当接入新的日志源或编写检测规则时，从项目中的任何位置运行 `matano deploy` 即可将更改部署到您的账户。
## 🔧 日志转换与数据标准化
[**阅读关于配置自定义日志源的完整文档**](https://www.matano.dev/docs/log-sources/configuration)
[Vector Remap Language (VRL)](https://vector.dev/docs/reference/vrl/) 允许您轻松接入自定义日志源，并鼓励您根据 [Elastic Common Schema (ECS)](https://www.elastic.co/guide/en/ecs/current/ecs-reference.html) 标准化字段，以实现在安全数据湖中增强的数据透视和大批量 IOC 搜索。
用户可以定义自定义 VRL 程序，在日志通过日志源支持的机制（例如 S3、SQS）被摄取时，解析和转换非结构化日志。
VRL 是一种面向表达式的语言，旨在以安全且高效的方式转换可观测性数据（例如日志）。它具有简单的语法和丰富的内置函数，专门针对可观测性用例而设计。
### 示例：解析 JSON
让我们看一个简单的示例。假设您正在处理如下所示的 HTTP 日志事件：```json
{
"line": "{\"status\":200,\"srcIpAddress\":\"1.1.1.1\",\"message\":\"SUCCESS\",\"username\":\"ub40fan4life\"}"
}
```
您希望对每个事件应用以下更改：
- 将原始的 `line` 字符串解析为 JSON，并将字段展开到顶层
- 将 `srcIpAddress` 重命名为 ECS 字段 `source.ip`
- 删除 `username` 字段
- 将 `message` 转换为小写
将以下 VRL 程序作为 `transform` 步骤添加到您的日志源中即可完成所有这些操作：
###### log_source.yml```yml
transform: |
. = object!(parse_json!(string!(.json.line)))
.source.ip = del(.srcIpAddress)
del(.username)
.message = downcase(string!(.message))
schema:
ecs_field_names:
- source.ip
- http.status
```
结果事件 🎉：```json
{
"message": "success",
"status": 200,
"source": {
"ip": "1.1.1.1"
}
}
```
## 📝 编写检测规则
[**阅读关于检测的完整文档**](https://www.matano.dev/docs/detections)
使用检测规则来定义规则，可以在安全日志中实时警报威胁。*检测*是一个Python程序，它会实时接收来自日志源的数据，并可以创建*警报*。
### 示例
#### 在AWS CloudTrail日志中检测导出AWS EC2实例的失败尝试。```python
def detect(record):
return (
record.deepget("event.action") == "CreateInstanceExportTask"
and record.deepget("event.provider") == "ec2.amazonaws.com"
and record.deepget("event.outcome") == "failure"
)
```
#### 检测所有已配置日志源（例如 Okta、AWS、GWorkspace）中按 IP 的暴力登录尝试
###### detect.py```python
def detect(r):
return (
"authentication" in r.deepget("event.category", [])
and r.deepget("event.outcome") == "failure"
)
def title(r):
return f"Multiple failed logins from {r.deepget('user.full_name')} - {r.deepget('source.ip')}"
def dedupe(r):
return r.deepget("source.ip")
```
###### detection.yml```yaml
---
tables:
- aws_cloudtrail
- okta_system
- o365_audit
alert:
severity: medium
threshold: 5
deduplication_window_minutes: 15
destinations:
- slack_my_team
```
#### 检测用户从未见过的IP成功登录```python
from detection import remotecache
# a cache of user -> ip[]
user_to_ips = remotecache("user_ip")
def detect(record):
if (
record.deepget("event.action") == "ConsoleLogin" and
record.deepget("event.outcome") == "success"
):
# A unique key on the user name
user = record.deepget("user.name")
existing_ips = user_to_ips[user] or []
updated_ips = user_to_ips.add_to_string_set(
user,
record.deepget("source.ip")
)
# Alert on new IPs
new_ips = set(updated_ips) - set(existing_ips)
if existing_ips and new_ips:
return True
```
## 🚨 告警
[**阅读关于告警的完整文档**](https://www.matano.dev/docs/detections/alerting)
#### 告警表
所有告警自动存储在名为 `matano_alerts` 的 Matano 表中。告警和规则匹配结果已规范化为 ECS，并包含触发规则匹配的原始事件上下文，以及告警和规则数据。
**示例查询**
汇总上周已激活（超过阈值）的告警```sql
select
matano.alert.id as alert_id,
matano.alert.rule.name as rule_name,
max(matano.alert.title) as title,
count(*) as match_count,
min(matano.alert.first_matched_at) as first_matched_at,
max(ts) as last_matched_at,
array_distinct(flatten(array_agg(related.ip))) as related_ip,
array_distinct(flatten(array_agg(related.user))) as related_user,
array_distinct(flatten(array_agg(related.hosts))) as related_hosts,
array_distinct(flatten(array_agg(related.hash))) as related_hash
from
matano_alerts
where
matano.alert.first_matched_at > (current_timestamp - interval '7' day)
and matano.alert.activated = true
group by
matano.alert.rule.name,
matano.alert.id
order by
last_matched_at desc
```
#### 发送告警
您可以将告警发送到外部系统。您可以使用告警 SNS 主题将告警发送到电子邮件、Slack 和其他服务。
<div align="center">
<br>
<img src="https://assets.kitploit.com/production/public/readmes/5606/979ffa3a7d4505421e1206b39e30e6e2cd96d47949ae953cdb755f00b64ac86e.png" width="600">
<br>
<i>一个中等级别告警已发送到 Slack</i>
</div>
## ❤️ 社区支持
有关使用的一般帮助，请参阅官方[文档](https://matano.dev/docs)。如需更多帮助，欢迎使用以下渠道提问：
- [Discord](https://discord.gg/YSYfHMbfZQ) \(欢迎加入大家庭，与团队和社区互动\)
- [Forum](https://github.com/matanolabs/matano/discussions) \(关于功能、项目或问题的深度讨论\)
- [GitHub](https://github.com/matanolabs/matano) \(报告错误、贡献代码\)
- [Twitter](https://twitter.com/matanolabs) \(获取最新消息\)
## 👷 贡献者
感谢这些出色的人们（[表情符号说明](https://allcontributors.org/docs/en/emoji-key)）：
<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
<!-- prettier-ignore-start -->
<!-- markdownlint-disable -->
<table>
<tbody>
<tr>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/shaeqahmed"><img src="https://assets.kitploit.com/production/public/readmes/5606/da6af7bd665b48461fc19bf8cb33b49258aa7060fc2cb4d3dc143889596acfd0.jpg" width="100px;" alt="Shaeq Ahmed"/><br /><sub><b>Shaeq Ahmed</b></sub></a><br /><a href="#maintenance-shaeqahmed" title="Maintenance">🚧</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://www.matano.dev/"><img src="https://assets.kitploit.com/production/public/readmes/5606/837b51975f416f31c504d2fe6f14d3a1b1ba787578f6363d666892d745d5d7fc.jpg" width="100px;" alt="Samrose"/><br /><sub><b>Samrose</b></sub></a><br /><a href="#maintenance-Samrose-Ahmed" title="Maintenance">🚧</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/kai-ten"><img src="https://assets.kitploit.com/production/public/readmes/5606/a0825103807e9a55e29f2208f6a4b1820214b1ca7000b602bf4895bbeaa50908.jpg" width="100px;" alt="Kai Herrera"/><br /><sub><b>Kai Herrera</b></sub></a><br /><a href="https://github.com/matanolabs/matano/commits?author=kai-ten" title="Code">💻</a> <a href="#ideas-kai-ten" title="Ideas, Planning, & Feedback">🤔</a> <a href="#infra-kai-ten" title="Infrastructure (Hosting, Build-Tools, etc)">🚇</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/rams3sh"><img src="https://assets.kitploit.com/production/public/readmes/5606/75ea8a3a8b768a26e69217f4700efeea7e56ee99d4273ece2fb757d7d3fd3842.jpg" width="100px;" alt="Ram"/><br /><sub><b>Ram</b></sub></a><br /><a href="https://github.com/matanolabs/matano/issues?q=author%3Arams3sh" title="Bug reports">🐛</a> <a href="#ideas-rams3sh" title="Ideas, Planning, & Feedback">🤔</a> <a href="#userTesting-rams3sh" title="User Testing">📓</a></td>
<td align="center" valign="top" width="14.28%"><a href="http://zbmowrey.com/"><img src="https://assets.kitploit.com/production/public/readmes/5606/3cf4d1cd4dac53a82628dacff2ea9b99505aef82723f4ee6fd4506fd1b63ed48.png" width="100px;" alt="Zach Mowrey"/><br /><sub><b>Zach Mowrey</b></sub></a><br /><a href="#ideas-zbmowrey" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/matanolabs/matano/issues?q=author%3Azbmowrey" title="Bug reports">🐛</a> <a href="#userTesting-zbmowrey" title="User Testing">📓</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/marcin-kwasnicki"><img src="https://assets.kitploit.com/production/public/readmes/5606/8c89eb3f4824adbc668f7e8e8d4714ba6ed7f3e08a9dcdb392335d42d0c5ff3b.png" width="100px;" alt="marcin-kwasnicki"/><br /><sub><b>marcin-kwasnicki</b></sub></a><br /><a href="#userTesting-marcin-kwasnicki" title="User Testing">📓</a> <a href="https://github.com/matanolabs/matano/issues?q=author%3Amarcin-kwasnicki" title="Bug reports">🐛</a> <a href="#ideas-marcin-kwasnicki" title="Ideas, Planning, & Feedback">🤔</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/gdrapp"><img src="https://assets.kitploit.com/production/public/readmes/5606/efef1d590d1f113b3e2f0a59de8d7a5cb67534b61b25f20089688a7ee7533488.png" width="100px;" alt="Greg Rapp"/><br /><sub><b>Greg Rapp</b></sub></a><br /><a href="https://github.com/matanolabs/matano/issues?q=author%3Agdrapp" title="Bug reports">🐛</a> <a href="#ideas-gdrapp" title="Ideas, Planning, & Feedback">🤔</a></td>
</tr>
<tr>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/niheconomoum"><img src="https://assets.kitploit.com/production/public/readmes/5606/2fbec725261340b771febb64341a3cf224757dec4b630ad3dc264dd2f06b004d.png" width="100px;" alt="Matthew X. Economou"/><br /><sub><b>Matthew X. Economou</b></sub></a><br /><a href="https://github.com/matanolabs/matano/issues?q=author%3Aniheconomoum" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/jarretraim"><img src="https://assets.kitploit.com/production/public/readmes/5606/caa7cc87b6164d0f803772fab5bac40a3d997437b6c383919a5e077a466ac334.jpg" width="100px;" alt="Jarret Raim"/><br /><sub><b>Jarret Raim</b></sub></a><br /><a href="https://github.com/matanolabs/matano/issues?q=author%3Ajarretraim" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://mdfranz.dev/"><img src="https://assets.kitploit.com/production/public/readmes/5606/65c31a803bb41772596c3e2daadd6d9a74a678fc1043321ed77883b03a4d7930.jpg" width="100px;" alt="Matt Franz"/><br /><sub><b>Matt Franz</b></sub></a><br /><a href="https://github.com/matanolabs/matano/issues?q=author%3Amdfranz" title="Bug reports">🐛</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://www.linkedin.com/in/francescofaenzi/"><img src="https://assets.kitploit.com/production/public/readmes/5606/c46cb3d9f09d191e8a3da1732159dd75187435993d87d7c9655e02df9feeb239.jpg" width="100px;" alt="Francesco Faenzi"/><br /><sub><b>Francesco Faenzi</b></sub></a><br /><a href="#ideas-FrancescoFaenzi" title="Ideas, Planning, & Feedback">🤔</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://nishant.daspatnaik.com/"><img src="https://assets.kitploit.com/production/public/readmes/5606/b35b7582c587503707d73914779acb8592fe5eb95535e0c7d823e4cc50e6b097.jpg" width="100px;" alt="Nishant Das Patnaik"/><br /><sub><b>Nishant Das Patnaik</b></sub></a><br /><a href="#ideas-dpnishant" title="Ideas, Planning, & Feedback">🤔</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/timoguin"><img src="https://assets.kitploit.com/production/public/readmes/5606/c4c413260019be4943b6c577c46a587862f553ceda7ef70a8adf3f92c003f523.png" width="100px;" alt="Tim O'Guin"/><br /><sub><b>Tim O'Guin</b></sub></a><br /><a href="#ideas-timoguin" title="Ideas, Planning, & Feedback">🤔</a> <a href="https://github.com/matanolabs/matano/issues?q=author%3Atimoguin" title="Bug reports">🐛</a> <a href="https://github.com/matanolabs/matano/commits?author=timoguin" title="Code">💻</a></td>
<td align="center" valign="top" width="14.28%"><a href="https://github.com/francescor"><img src="https://assets.kitploit.com/production/public/readmes/5606/7174ae423e954ecd8be9849969348acd29fc7b8f8ce3d539398669d564d0ee92.jpg" width="100px;" alt="Francesco R."/><br /><sub><b>Francesco R.</b></sub></a><br /><a href="https://github.com/matanolabs/matano/issues?q=author%3Afrancescor" title="Bug reports">🐛</a></td>
</tr>
<tr>
<td align="center" valign="top" width="14.28%"><a href="http://grue.io"><img src="https://assets.kitploit.com/production/public/readmes/5606/1d375cb6024264e2e8116b4114d4537734bcca383526d32754e0d8e335641bd3.jpg" width="100px;" alt="Joshua Sorenson"/><br /><sub><b>Joshua Sorenson</b></sub></a><br /><a href="https://github.com/matanolabs/matano/commits?author=grue" title="Code">💻</a> <a href="https://github.com/matanolabs/matano/commits?author=grue" title="Documentation">📖</a></td>
<td align="center" valign="top" width="14.28%"><a href="http://www.nevermind.co.nz"><img src="https://assets.kitploit.com/production/public/readmes/5606/6afd9108528633598c724be40eae37abdde5ea9c89fd498d35c398f98bc4f765.jpg" width="100px;" alt="Chris Smith"/><br /><sub><b>Chris Smith</b></sub></a><br /><a href="https://github.com/matanolabs/matano/commits?author=chrismsnz" title="Code">💻</a></td>
</tr>
</tbody>
</table>
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本项目遵循 [all-contributors](https://allcontributors.org) 规范。欢迎任何形式的贡献！
## 许可证
- [Apache-2.0 许可证](https://github.com/matanolabs/matano/blob/main/LICENSE)
<img referrerpolicy="no-referrer-when-downgrade" src="https://assets.kitploit.com/production/public/readmes/5606/93ae7d494fad0fb30cbf3ae746a39c4bc7a0f8bbf87fbb587a3f3c01f3c5ce20.png"/>
