Introducing the Self-Healing Pipeline: AI Powered CIM Compliance  Maintaining data integrity within your security and analytics pipelines is a constant challenge. As data sources evolve, field mappings often drift, causing downstream dashboards, alerts, and correlation searches in Enterprise Security to fail without warning. We are excited to announce the Alpha launch of the Self-Healing Pipeline, a new feature within the Splunk Ingest Monitoring app designed to proactively detect and remediate Common Information Model (CIM) compliance issues using the power of AI.  Why CIM Compliance Matters  When ingested data deviates from the CIM, your security operations center loses visibility. Missing fields or incorrect values mean that critical detections may fail to trigger, leaving your organization vulnerable. Traditionally, fixing these issues requires manual investigation and tedious updates to configuration files. Our goal with the Self-Healing Pipeline is to simplify this process, allowing you to focus on security outcomes rather than troubleshooting data mappings.  How It Works  The Self-Healing Pipeline monitors your data sources for CIM compliance and provides automated remediation paths. Here is how the process works:  Detection: The system monitors your data models for missing fields and incorrect values. You can configure granular alert rules at the data model, dataset, and sourcetype level.  AI Analysis: When an alert triggers, our AI analysis service examines your sample events and current configuration files. It identifies the root cause of the non-compliance and generates proposed fixes for your props.conf and transforms.conf files.  Visual Review: You can review the proposed changes through a side-by-side diff view. This allows you to see exactly what the AI suggests before any changes are applied to your environment.  Seamless Deployment: Once you are satisfied with the recommendations, you can download a ready-to-install add on overlay package. This package layers your configuration fixes on top of your existing add-on, preserving your original setup while ensuring compliance.  Key Benefits of the Alpha Release  Proactive Monitoring: Catch CIM compliance degradation before it impacts your downstream detections.  Intelligent Remediation: Receive AI generated configuration fixes that save time and reduce manual errors.  Non-Destructive Updates: By using add on overlays, you can apply fixes without modifying your base add-on, making it easy to revert or manage changes.  Join the Alpha Cohort  We are committed to building more reliable and AI-powered data pipelines for our customers. Your feedback during this Alpha phase is invaluable as we refine our detection logic and AI remediation capabilities for General Availability.  We invite you to try the Self-Healing Pipeline today and share your experiences with our team. Together, we can ensure that your security data remains accurate, compliant, and ready for action.  For more information, reach out to Varun Gupta.     Want first dibs on fresh content? Follow this quick guide to subscribe and get updates instantly.   ... View more