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April 15, 20260 citationsOpen Access

Stitching the Silos: A Graph-Based Framework for Real-Time Security Context Correlation in Hybrid Cloud-Native Environments

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HSHarpreet Singh

Key Points

  • To improve the efficiency of security operations in hybrid cloud-native environments by automating data correlation.
  • Proposed a framework called Security Stitching using a Security-Aware OpenTelemetry Collector.
  • Developed a Metadata-Stitching Algorithm to correlate data from uninstrumented network devices.
  • Created signal-triggered attack path graphs across various components in the infrastructure.
  • Introduced TraceID-Level Remediation for targeted session termination.
  • Automated correlation of legacy Syslog and NetFlow data with distributed traces improving analysis speed.
  • Enhanced attack path visibility through on-demand request-context graphs.
  • Implemented a more precise remediation approach, reducing disruption in shared environments.

Abstract

Modern cloud-native infrastructures generate extensive telemetry through OpenTelemetry, yet Security Operations Centers remain isolated from this data. When a security alert fires, analysts manually correlate application logs, firewall syslogs, and NetFlow data across disconnected tools — during an active breach. This paper proposes Security Stitching, a framework built around a Security-Aware OpenTelemetry Collector that addresses two unsolved problems: (1) Shadow Spanning — a Metadata-Stitching Algorithm that correlates legacy Syslog and NetFlow data from uninstrumented network devices with active W3C distributed traces using IP, port, and microsecond timestamps, without hardware changes; (2) On-Demand Request-Context Graphs — signal-triggered attack path graphs built across Users, Services, Databases, and Network Devices; and (3) TraceID-Level Remediation — surgical session termination replacing blunt IP-blocking in shared cloud environments.

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Cite This Study

Harpreet Singh (2026) studied this question.

synapsesocial.com/papers/69df2ae6e4eeef8a2a6afcfahttps://doi.org/10.5281/zenodo.19547832
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