Evaluating Design Conformance Through Trace Comparison

2026-05-08

AI Summary

This work addresses the problem of implementation drift in evolving distributed systems, where runtime behavior gradually deviates from the original design. To tackle this issue, the paper proposes a design conformance assessment method based on distributed tracing data. It introduces, for the first time in the domain of distributed systems, conformance checking techniques from process mining, leveraging runtime traces collected via the OpenTelemetry standard and automatically comparing them against behavioral models defined at design time to quantify their alignment. The key contribution lies in establishing persistent, monitorable conformance metrics that enable continuous, automated evaluation of deviations between system implementation and design. This approach is readily applicable to modern distributed systems widely adopting OpenTelemetry for observability.

Abstract

The design of a system and its implementation are two tasks often carried out by different individuals on a development team, and can occur weeks or months apart. This creates a potential for divergence between real behavior and the designed model that an implementation is intended to match. Particularly as time passes and individuals who were present for the original conception of the design leave, a system can lose coherence and drift from intended design principles. Even with a robust system design, more is needed to ensure that the key implementation details match the design and that adherence to a particular strategy is not lost over time. This paper proposes an approach to address that concern for distributed systems using conformance checking, a methodology borrowed from process mining. Distributed traces produced by instrumented applications are evaluated for conformance by comparison to design traces. The resulting conformance percentage is a quantitative metric that can be tracked over time to determine how closely a concrete implementation corresponds to the key attributes of the expected design model. This analysis is done using the dominant industry standard, OpenTelemetry, and so should apply to a wide range of distributed systems.

Problem

• design conformance
• implementation drift
• distributed systems
• trace comparison
• process mining

Innovation

• conformance checking
• distributed traces
• design conformance
• OpenTelemetry
• process mining