Hunting Through APIs: Automating SOC Processes with KQL and Logic Apps

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Introduction

Modern Security Operations Centers (SOCs) rely heavily on automation to detect and respond to threats efficiently. Microsoft’s Logic Apps, combined with Kusto Query Language (KQL), enables organizations to streamline SOC workflows by integrating APIs like Graph API, Azure Monitor API, and Defender ATP API. This article explores how to leverage these tools for proactive threat hunting and incident response.

Learning Objectives

  • Understand how Logic Apps integrate with KQL for SOC automation.
  • Learn to configure and deploy a Logic App for API-based threat hunting.
  • Explore practical examples of KQL queries for security monitoring.

You Should Know

  1. Setting Up a Logic App for KQL Queries

Command/Code Snippet (Azure CLI):

az logicapp create --name "ThreatHuntingApp" --resource-group "SOC-RG" --location "EastUS" 

Step-by-Step Guide:

  1. Navigate to the Azure Portal and select Logic Apps.
  2. Click Add and fill in the required details (name, subscription, resource group).
  3. Use the Azure CLI command above to automate deployment.
  4. Once deployed, configure triggers (e.g., HTTP requests or scheduled runs) to execute KQL queries.

2. Querying the Graph API for User Activity

KQL Query Example:

SigninLogs 
| where UserDisplayName contains "admin" 
| project TimeGenerated, UserPrincipalName, IPAddress, ResultType 

Step-by-Step Guide:

  1. In your Logic App, add the HTTP connector.
  2. Set the method to POST and enter the Graph API endpoint: `https://graph.microsoft.com/v1.0/auditLogs/signIns`.

3. Authenticate using OAuth 2.0 (requires `AuditLog.Read.All` permission).

  1. Paste the KQL query above to monitor admin sign-ins.

3. Leveraging Azure Monitor API for Log Analytics

KQL Query Example:

SecurityEvent 
| where EventID == 4625 
| summarize FailedAttempts = count() by Account 

Step-by-Step Guide:

  1. Add the Azure Monitor Logs connector in Logic Apps.

2. Configure the workspace ID and authentication.

  1. Use the query to track failed login attempts.
  2. Set up alerts for unusual activity (e.g., >5 failed attempts in 5 minutes).

4. Automating Defender ATP Alerts

KQL Query Example:

AlertInfo 
| where Severity == "High" 
| join AlertEvidence on AlertId 

Step-by-Step Guide:

  1. Use the Defender ATP API connector in Logic Apps.

2. Authenticate with the required permissions (`AdvancedHunting.Read`).

  1. Run the query to correlate high-severity alerts with evidence.
  2. Automate responses (e.g., isolate devices or notify analysts).

5. GitHub Example Logic App Walkthrough

GitHub Repo: https://lnkd.in/eRpepAuk

Step-by-Step Guide:

  1. Clone the repository and review the `logic-app.json` template.
  2. Deploy the Logic App using Azure Resource Manager (ARM).

3. Customize the KQL queries for your environment.

4. Test the workflow with simulated security events.

What Undercode Say

  • Key Takeaway 1: Logic Apps + KQL significantly reduce manual SOC workloads by automating repetitive queries and responses.
  • Key Takeaway 2: Proper API permissions (e.g., AuditLog.Read.All, AdvancedHunting.Read) are critical for seamless integration.

Analysis:

The intersection of low-code automation (Logic Apps) and advanced querying (KQL) represents a paradigm shift in SOC operations. Organizations adopting this approach can achieve faster mean-time-to-detection (MTTD) and response (MTTR). However, misconfigured permissions or overly broad queries may lead to false positives or data exposure. Future advancements in AI-driven query optimization could further refine these workflows.

Prediction

As API-driven security automation matures, expect tighter integration between SIEMs, cloud-native tools, and orchestration platforms. Machine learning will likely enhance KQL’s predictive capabilities, enabling preemptive threat hunting. Meanwhile, compliance frameworks (e.g., NIST, ISO 27001) will increasingly mandate such automation for audit trails.

For a deeper dive, read Bert-Jan Pals’ full blog: https://lnkd.in/ejMVdwCi.

IT/Security Reporter URL:

Reported By: Bert Janpals – Hackers Feeds
Extra Hub: Undercode MoN
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