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implementing-aws-macie-for-data-classification

Implement Amazon Macie to automatically discover, classify, and protect sensitive data in S3 buckets using machine learning and pattern matching for PII…

Skill by pinkpixel-dev

IndexedApache-2.0★ 4
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

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About

Implement Amazon Macie to automatically discover, classify, and protect sensitive data in S3 buckets using machine learning and pattern matching for PII, financial data, and credentials detection.

Use cases: cloud, data, ml, finance

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Runs as
Python package

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/implementing-aws-macie-for-data-classification

What's inside

Skill name
implementing-aws-macie-for-data-classification
Description
Implement Amazon Macie to automatically discover, classify, and protect sensitive data in S3 buckets using machine learning and pattern matching for PII, financial data, and credentials detection.
License
Apache-2.0
Instructions
294 lines in SKILL.md · view on GitHub

Before installing

  • Ships executable scripts

Files (8)

  • LICENSE
  • SKILL.md
  • template.md · assets/
  • api-reference.md · references/
  • standards.md · references/
  • workflows.md · references/
  • agent.py · scripts/
  • process.py · scripts/

SKILL.md (first lines)

# Implementing AWS Macie for Data Classification

## Overview

Amazon Macie is a fully managed data security and privacy service that uses machine learning and pattern matching to discover and protect sensitive data in Amazon S3. Macie automatically evaluates your S3 bucket inventory on a daily basis and identifies objects containing PII, financial information, credentials, and other sensitive data types. It provides two discovery approaches: automated sensitive data discovery for broad visibility and targeted discovery jobs for deep analysis.


## When to Use

- When deploying or configuring implementing aws macie for data classification capabilities in your environment
- When establishing security controls aligned to compliance requirements
- When building or improving security architecture for this domain
- When conducting security assessments that require this implementation

## Prerequisites

- AWS account with S3 buckets containing data to classify
- IAM permissions for Macie service configuration
- AWS Organizations setup (for multi-account deployment)
- S3 buckets in supported regions

## Enable Macie

### Via AWS CLI

```bash
# Enable Macie in the current account/region
aws macie2 enable-macie

# Verify Macie is enabled
aws macie2 get-macie-session

# Enable automated sensitive data discovery
aws macie2 update-automated-discovery-configuration \
  --status ENABLED
```

### Via Terraform

```hcl
resource "aws_macie2_account" "main" {}

resource "aws_macie2_classification_export_configuration" "main" {
  depends_on = [aws_macie2_account.main]

  s3_destination {
    bucket_name = aws_s3_bucket.macie_results.id
    key_prefix  = "macie-findings/"
    kms_key_arn = aws_kms_key.macie.arn
  }
}
```

## Configure Discovery Jobs

### Create a classification job for specific buckets

```bash
aws macie2 create-classification-job \
  --job-type ONE_TIME \
  --name "pii-scan-production-buckets" \
  --s3-job-definition '{
    "bucketDefinitions": [{
      "accountId": "123456789012",
      "buckets": [
        "production-data-bucket",
        "customer-records-bucket"
      ]
    }]
  }' \
  --managed-data-identifier-selector ALL
```

### Create a scheduled recurring job

```bash
aws macie2 create-classification-job \
  --job-type SCHEDULED \
  --name "weekly-sensitive-data-scan" \
  --schedule-frequency-details '{
    "weekly": {
      "dayOfWeek": "MONDAY"
    }
  }' \
  --s3-job-definition '{
    "bucketDefinitions": [{
      "accountId": "123456789012",
      "buckets": ["all-data-bucket"]
    }],
    "scoping": {
      "includes": {
        "and": [{
          "simpleScopeTerm": {
            "comparator": "STARTS_WITH",
            "key": "OBJECT_KEY",
            "values": ["uploads/", "documents/"]
          }
        }]
      }
    }
  }'
```

## Custom Data Identifiers

### Create a custom identifier for internal IDs

```bash
aws macie2 create-custom-data-identifier \
  --name "internal-employee-id" \
  --description "Matches internal employee ID format EMP-XXXXXX" \
  --regex "EMP-[0-9]{6}" \
  --severity-levels '[
    {"occurrencesThreshold": 1, "severity": "LOW"},
    {"occurrencesThreshold": 10, "severity": "MEDIUM"},
    {"occurrencesThreshold": 50, "severity": "HIGH"}
  ]'
```

From pinkpixel-dev/skills-collection-2, Apache-2.0.

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Last commit (this folder)
Mar 29, 2026 (7 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
Apache-2.0
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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implementing-aws-macie-for-data-classification skill. Agent Mart. https://agentmart.dev/skills/pinkpixel-dev-implementing-aws-macie-for-data-classification (last updated 2026-10-24)