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Content-Based Non-Intrusive Distributed Tracing

Deepshield's distributed tracing offers eBPF-powered, non-intrusive distributed tracing capabilities, providing full-link monitoring from backend components, databases, to closed-source components, with support for over twenty common application-layer protocols. It achieves full-link tracing without modifying a single line of code by analyzing the semantic correlations within request content.

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Cross Protocol Tracing

  • Non-intrusive eBPF-based monitoring captures raw request/response data at the kernel level without code instrumentation, eliminating deployment complexity.
  • Extensive multi-protocol support (>20 protocols) via RFC-compliant templates enables accurate parsing of diverse application-layer traffic beyond basic HTTP/RPC.
  • Efficient request boundary detection using length-field jump parsing avoids computationally expensive full-payload inspection.

High-Precision Request Correlation

  • Dual-phase transaction affinity analysis (API traffic correlation + TF-IDF field similarity) leverages semantic context to prioritize causally related spans, reducing false mappings.
  • Probabilistic fusion model adaptively weights transaction features with causality metrics (e.g., temporal proximity), maintaining accuracy even when transaction fields are absent.
  • Entropy-driven automatic weight adjustment dynamically prioritizes reliable metrics, mitigating the impact of fluctuating or invalid features.
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Query-Driven Trace Assembling

  • Tag/metric dual-indexing compresses span storage by deduplicating shared attributes.
  • On-demand iterative trace retrieval collects only spans relevant to user queries (e.g., high-latency traces), slashing unnecessary data transmission.
  • Flexible query API supports complex operator-defined filters (tags/metric thresholds)

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Deepshield has provided tracing services for dozens of enterprises.