PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
April 15, 20260 citationsOpen Access

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

View Full Paper
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.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Harpreet Singh (2026) studied this question.

synapsesocial.com/papers/69df2ae6e4eeef8a2a6afcfahttps://doi.org/10.5281/zenodo.19547832
Ask AI
Helpful
Bookmark
Share
View Full Paper

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Research on Network Security Data Fusion and Intelligent Analysis Technology in Cloud Computing Environment2026
  2. 2Design of an Iterative Novel Analytical Framework for Securing Complex Cloud Networks Using Contextual Embedding, Federated Intelligence, and Topological Validation in Process2025
  3. 3Revolutionizing Cloud Security with Programmable Frameworks: a Novel Approach2025
  4. 4GraphWeaver: Billion-Scale Cybersecurity Incident Correlation2024 · 1 citations
  5. 5A Real-Time Streaming Hybrid Ensemble SOAR Framework Using Kafka Streaming for Autonomous Cyber Anomaly Detection2026