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Introduction:
Understanding complex AWS resource relationships is critical for identifying hidden attack paths. Attackers often exploit misconfigured IAM roles, overly permissive security groups, and cross-region resource links to move laterally. `aws-visualizer` is an open-source tool that ingests AWS resources across regions and renders an interactive Cytoscape.js graph, integrating with `pathfinding.cloud` to highlight IAM privilege-escalation chains—giving defenders a visual battlefield to harden their cloud posture.
Learning Objectives:
- Learn how to install and configure `aws-visualizer` to map EC2, VPCs, subnets, security groups, IAM, and Lambda across multiple AWS regions.
- Identify IAM privilege escalation paths using `pathfinding.cloud` integration and visualize lateral movement vectors.
- Apply remediation steps with AWS CLI commands and policy hardening techniques to block discovered attack paths.
You Should Know:
1. Installing and Running aws-visualizer on Linux/Windows
What it does:
`aws-visualizer` pulls resource data from your AWS account via the CLI/SDK and builds an interactive HTML graph. Use it to discover unknown dependencies and overly broad trust relationships.
Step‑by‑step guide:
Linux (Ubuntu/Debian):
Install dependencies sudo apt update && sudo apt install -y git nodejs npm python3-pip Clone the repository (assuming GitHub - adjust URL if known) git clone https://github.com/example/aws-visualizer.git Replace with actual repo if found cd aws-visualizer Install Python requirements pip3 install -r requirements.txt Configure AWS credentials (if not already set) aws configure Run the ingestor (example command based on typical tools) python3 aws_visualizer.py --regions us-east-1,us-west-2 --services ec2,vpc,iam,lambda
Windows (PowerShell as Admin):
Install Chocolatey (if needed) then Node.js and Python
Set-ExecutionPolicy Bypass -Scope Process -Force; [System.Net.ServicePointManager]::SecurityProtocol = [System.Net.ServicePointManager]::SecurityProtocol -bor 3072; iex ((New-Object System.Net.WebClient).DownloadString('https://community.chocolatey.org/install.ps1'))
choco install nodejs python git -y
Clone and run
git clone https://github.com/example/aws-visualizer.git
cd aws-visualizer
pip install -r requirements.txt
python aws_visualizer.py --regions eu-central-1 --services all
After execution, open the generated `output.html` in a browser. Use the Cytoscape.js interface to filter by region/service and trace relationships (e.g., which EC2 instances have security group rules that allow access from an IAM role).
2. Integrating pathfinding.cloud for IAM Privilege Escalation Analysis
What it does:
`pathfinding.cloud` is an IAM attack path engine. When fed your IAM policies, it computes privilege escalation chains (e.g., `iam:CreatePolicyVersion` + iam:AttachUserPolicy). `aws-visualizer` overlays these as red edges on the graph.
Step‑by‑step guide:
1. Export IAM policies from AWS:
aws iam list-policies --scope Local --query 'Policies[].[PolicyName,Arn]' --output text > policies.txt
2. For each policy, download the document:
aws iam get-policy-version --policy-arn <ARN> --version-id v1 --query 'PolicyVersion.Document' --output json >> iam_policies.json
- Upload to `pathfinding.cloud` (requires API key – free tier available):
curl -X POST https://api.pathfinding.cloud/v1/analyze \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d @iam_policies.json > attack_paths.json
4. `aws-visualizer` natively supports this output. Place `attack_paths.json` in the same directory and re-run the visualizer with `–pathfinding` flag:
python aws_visualizer.py --pathfinding attack_paths.json
The graph will now highlight “risky trust links” – for example, a Lambda function that can assume a role with admin privileges.
- Manual IAM Privilege Escalation Discovery Using AWS CLI
What it does:
Before relying on tools, you can manually query for classic escalation vectors using raw AWS CLI commands – essential for understanding the underlying risks.
Commands to run (Linux/macOS/Windows with AWS CLI):
Find roles that can be assumed by any AWS service (risky) aws iam list-roles --query 'Roles[?AssumeRolePolicyDocument.Statement[?Principal.Service]].[RoleName,AssumeRolePolicyDocument]' --output table Identify users with iam:CreatePolicyVersion (allows backdoor insertion) aws iam list-user-policies --user-name <user> --query 'PolicyNames' --output text Then check attached managed policies for CreatePolicyVersion aws iam list-attached-user-policies --user-name <user> --query 'AttachedPolicies[?PolicyName==<code>AdministratorAccess</code>]' Detect overly permissive security groups (0.0.0.0/0) aws ec2 describe-security-groups --filters Name=ip-permission.cidr,Values='0.0.0.0/0' --query 'SecurityGroups[].[GroupId,GroupName]' --output table
Step‑by‑step remediation:
If you find a role that allows `sts:AssumeRole` from "Service": "ec2.amazonaws.com", an attacker who compromises an EC2 instance can steal the role’s token. Mitigation: Restrict to specific instances via `aws:SourceArn` condition.
4. Hardening Cross‑Region & VPC Peering Relationships
What it does:
Attackers often move laterally via VPC peering connections or Transit Gateways. `aws-visualizer` maps these relationships, but you must manually audit and restrict them.
Step‑by‑step guide to identify and lock down peering:
List all VPC peering connections across regions aws ec2 describe-vpc-peering-connections --query 'VpcPeeringConnections[].[VpcPeeringConnectionId,Status.Code,AccepterVpcInfo.Region,RequesterVpcInfo.Region]' --output table For each active peering, check route tables for unintended access aws ec2 describe-route-tables --filters "Name=vpc-id,Values=<vpc-id>" --query 'RouteTables[].Routes[?DestinationCidrBlock!=<code>local</code>]' --output table
Hardening commands (Linux/Windows):
Remove a route that permits access to a sensitive subnet aws ec2 delete-route --route-table-id rtb-xxxx --destination-cidr-block 10.0.2.0/24 Add a condition to the peering connection acceptance to limit traffic (via NACLs) aws ec2 create-network-acl-entry --network-acl-id acl-xxxx --rule-number 100 --protocol tcp --rule-action deny --cidr-block 10.0.0.0/8 --port-range From=22,To=22 --ingress
- Automating Attack Path Monitoring with Lambda & CloudWatch
What it does:
Schedule `aws-visualizer` to run daily and alert on new IAM privilege‑escalation paths using SNS.
Step‑by‑step (Python + AWS SDK):
- Create a Lambda function (Python 3.9) with the `aws-visualizer` code packaged as a layer.
- Use execution role that allows
iam:List,ec2:Describe,lambda:List. - Add this code to send new paths to SNS:
import boto3, json, subprocess</li> </ol> def lambda_handler(event, context): subprocess.run(["python3", "aws_visualizer.py", "--output", "/tmp/graph.html"]) with open("/tmp/attack_paths.json") as f: paths = json.load(f) if len(paths.get("escalation_chains", [])) > 0: sns = boto3.client("sns") sns.publish(TopicArn="arn:aws:sns:us-east-1:123456789012:SecurityAlerts", Message=json.dumps(paths["escalation_chains"]), Subject="New IAM Attack Paths Detected") return {"status": "ok"}4. Set up CloudWatch Events rule to trigger every 6 hours.
- Mitigating Pathfinding.cloud Identified Risks Using IAM Policy Conditions
What it does:
Once `pathfinding.cloud` shows an escalation path (e.g., user A can pass a role to EC2 that has admin), you apply a condition to block that specific misuse.
Step‑by‑step guide:
Suppose the tool finds: `User:Alice` -> `iam:PassRole` -> `Role:EKS-Admin` -> `eks:CreateCluster` (admin equivalent).
Remediation policy (attach to Alice’s role):
{ "Version": "2012-10-17", "Statement": [ { "Effect": "Deny", "Action": "iam:PassRole", "Resource": "arn:aws:iam:::role/EKS-Admin", "Condition": { "StringEquals": { "iam:PassedToService": "ec2.amazonaws.com" } } } ] }Apply via CLI:
aws iam put-user-policy --user-name Alice --policy-name BlockEKSAdminPass --policy-document file://block.json
- Windows-Specific Visualisation: Running aws-visualizer with WSL & Browser
What it does:
Windows users can leverage WSL2 for Linux tools while viewing the interactive graph in Edge/Chrome.
Step‑by‑step:
In PowerShell as Admin wsl --install -d Ubuntu wsl --set-default-version 2 Inside WSL, follow Linux installation steps from Section 1 After generating output.html, copy it to Windows temp cp /home/user/aws-visualizer/output.html /mnt/c/Temp/ Launch from Windows start c:\Temp\output.html
Use Windows Defender Firewall to restrict outbound access from the WSL instance to AWS only (prevents data exfiltration if the tool is compromised).
What Undercode Say:
- Key Takeaway 1: `aws-visualizer` plus `pathfinding.cloud` turns abstract IAM policies into actionable attack graphs – but only if you also manually verify the relationships with AWS CLI commands.
- Key Takeaway 2: Lateral movement in AWS often starts with a single overprivileged role or a missing `aws:SourceArn` condition. Automating daily graph diffs is the only way to keep up with dynamic cloud environments.
Analysis: The tool’s lack of a clear author is concerning; always audit open-source cloud tools in an isolated account before production use. However, the core technique – visualizing cross‑service relationships – is gold for red and blue teams. Most breaches (e.g., Capital One) involved misconfigured IAM roles that could have been spotted with such a graph. Pair this with automated remediation (like the Lambda example) to close paths within minutes instead of weeks. Remember that `pathfinding.cloud` itself is a third‑party API; for sensitive accounts, replicate its logic using open‑source IAM evaluation engines like `policy_sentry` or
Parliament.Prediction:
Within 18 months, major cloud providers will embed attack path visualisation natively into their security hubs (e.g., AWS IAM Access Analyzer will gain predictive graph features). Startups like `pathfinding.cloud` will be acquired, and “continuous monitoring of privilege escalation vectors” will become a compliance checkbox for SOC2 and ISO 27001. The demand for engineers who can interpret these graphs and write conditional IAM policies will skyrocket – manual CLI auditing will become a legacy skill, replaced by automated graph traversal attacks and defences.
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