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Automated Remediation With Python for AIOps

Build self-healing infrastructure using Python, Prometheus Alertmanager, and Slack ChatOps to detect incidents, trigger remediation actions, and notify teams in real time.
Kumar Harsh
DevOps Engineer | Multi-Cloud Engineer | Infrastructure Automation Enthusiast
DevOps Pre-Requisite Course
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What you’ll learn

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Description

This project-based course is designed to equip DevOps engineers and IT professionals with the practical skills needed to build self-healing infrastructure and implement modern ChatOps workflows. Moving beyond theory, you will use Python, the Docker SDK, Prometheus, and Alertmanager to construct a full, event-driven automation pipeline. You'll master receiving monitoring alerts via webhooks, implementing robust automated remediation (AIOps) to restart failed containers, and integrating real-time status checks and notifications into Slack for collaborative incident response. The course is ideal for those looking to transform their operations from manual toil to scalable, event-driven automation.

Course Highlights:

1. Python for Automation & API Interaction

  • Focus: Establish a strong foundation in using Python for core DevOps automation tasks.
  • Key Topics: Mastering the use of the requests library to interact with REST APIs (like GitHub's) and the subprocess module to execute and manage system commands like docker ps.
  • Outcome: Ability to programmatically interact with external services and parse complex data structures (JSON) for use in automation scripts.

2. Event-Driven Alert Webhook Receivers

  • Focus: Learn to build resilient Python web services that act as automation triggers for monitoring alerts.
  • Key Topics: Setting up a Flask application to define a webhook endpoint /webhook), configuring it to receive HTTP POST requests from Alertmanager, and efficiently parsing the incoming JSON alert payloads.
  • Outcome: Ability to establish the critical connection between your monitoring system and your automation code, starting the event-driven workflow.

3. Automated Remediation (AIOps) & Self-Healing

  • Focus: Implement production-grade logic for self-healing infrastructure.
  • Key Topics: Using the Docker SDK for Python to programmatically manage containers (e.g., restarting a failed container), applying the IF-THEN pattern for remediation, and ensuring operational safety through idempotency and robust error handling try/except).
  • Outcome: Ability to build a core AIOps mechanism that automatically detects and resolves common infrastructure failures without human intervention.

4. ChatOps for Incident Response and Visibility

  • Focus: Integrate automation and monitoring visibility directly into a team's collaboration platform (Slack).
  • Key Topics: Building a dual-architecture bot using Slack Bolt to handle manual queries (slash commands like /check-status which query Prometheus) and receive automatic Alertmanager notifications via the webhook endpoint.
  • Outcome: Ability to deploy a full ChatOps solution that improves team collaboration, auditability, and speed of incident response.
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What our students say

About the instructor

Kumar Harsh is a DevOps Engineer and Instructor at KodeKloud, specializing in Multi-Cloud Environments, Infrastructure as Code (IaC), Docker, Kubernetes, and CI/CD. Proficient across AWS, GCP, and Azure, he focuses on automation, configuration management, and solving complex infrastructure challenges. At KodeKloud, he designs hands-on labs that bridge theory with real-world application, empowering learners to build and maintain scalable and resilient cloud-native systems.

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Automated Remediation With Python for AIOps

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Module Content

Python API Basics
Alertmanager Webhook Receiver
Automated Remediation Scripting
Chatops With Slack
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AI
DevOps
Learn by Doing
Python