Temporal Layering and Rule-Based Matching in Distributed Settlement Ledgers: A Multi-Horizon Reconciliation Architecture for Financial Break Detection
- Authors
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Ujjwal Yadav
Author
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- Keywords:
- Reconciliation, Trade Breaks, Settlement Ledgers, Real-time Processing, Distributed Systems, Financial Operations
- Abstract
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Financial settlement breaks remain a persistent operational risk. Batch-only reconciliation detects them only after end-of-day cutoff, while stream-based approaches often sacrifice coverage or lack shared rule semantics across horizons. This paper presents a multi-horizon reconciliation architecture coordinating three tiers over one transaction stream: daily batch, hourly incremental partitioning, and real-time listener-based interception. The tiers share a governed SQL rule repository and an exception store that prevents duplicate alerting. We formalize reconciliation as a matching problem, define keys, discrepancy categories, tolerance-based conditions, and exception classifications, and give a matching algorithm with representative SQL rules. A case study on a distributed loan origination system examines four discrepancy categories: compatibility processing errors (210), suspension events (45), classification anomalies (1,200), and calculation discrepancies (85). The contributions are coordinated three-tier design, shared rule governance, and evaluation of coverage, latency, and maintenance trade-offs. Measured results are distinguished from design targets; no unmeasured performance improvement is claimed.
- References
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- Published
- 2026-10-31
- Issue
- Vol. 1 No. 6 (2026)
- Section
- Articles
- License
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Copyright (c) 2026 International Journal of Intelligent Systems and Data Science

This work is licensed under a Creative Commons Attribution 4.0 International License.
