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Engineering Case Studies

Long-form architecture write-ups from the TRAGenX engineering desk — how systems like these are designed at the depth we operate. Capability pieces, not client reports.

Backtesting and Strategy-Simulation Infrastructure for Trading Systems

A reference architecture for building leak-free, deterministic strategy-simulation infrastructure: point-in-time data, execution modeling, and reproducible distributed replay.

  • Event sourcing
  • Point-in-time data model
  • Parquet / columnar storage
  • Vectorized + event-driven simulation
  • Distributed compute (Ray/Spark-style)
  • Deterministic replay
  • Time-series storage
  • Idempotent job orchestration
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Architecting a Multi-Currency Wallet and Balance Service

How a wallet and balance core is designed so every credit, debit, and FX conversion stays correct, auditable, and safe under concurrent access.

  • Double-entry ledger
  • PostgreSQL
  • Event sourcing
  • Idempotency keys
  • Outbox pattern
  • gRPC
  • Kafka
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Architecting a Multi-Rail Settlement and Reconciliation Engine

A reference architecture for reconciling ledger intent against what payment rails actually confirm, across ACH, RTGS, cards, and correspondent banking.

  • Event sourcing
  • Double-entry ledger
  • Kafka
  • ISO 20022
  • Idempotency keys
  • Outbox pattern
  • PostgreSQL
  • Saga orchestration
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Architecting a Real-Time Fraud and Risk-Scoring Pipeline

How to score every transaction in-line under a hard latency budget, without sacrificing feature freshness, auditability, or the ability to retrain safely.

  • Kafka
  • Flink
  • Feature store
  • gRPC
  • Redis
  • Gradient-boosted trees
  • Rules engine
  • Event sourcing
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Idempotent Payment APIs: Exactly-Once Settlement Semantics

How to design a payment API that survives retries, timeouts, and duplicate submissions without ever double-moving money.

  • Idempotency keys
  • PostgreSQL
  • Outbox pattern
  • Event sourcing
  • Two-phase state machine
  • Kafka
  • Distributed locking
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An Event-Sourced Audit Ledger for Financial Transactions

How to architect a financial ledger where every balance is a projection of an immutable event log, not a mutable row — and why regulators tend to like that.

  • Event sourcing
  • CQRS
  • Kafka
  • PostgreSQL
  • Optimistic concurrency
  • Idempotency keys
  • Snapshotting
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Architecting a Low-Latency Order-Matching Engine

A reference design for the core of any trading venue: a deterministic, single-writer matching engine built for predictable tail latency, not just low average latency.

  • Price-time priority matching
  • Single-writer / LMAX-style architecture
  • Event sourcing
  • Ring buffer sequencer
  • Binary session protocol
  • Snapshot + replay recovery
  • Multicast market data
  • Kernel bypass networking
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Designing a KYC/AML Screening and Case-Management Pipeline

A reference architecture for sanctions/PEP screening, risk scoring, and analyst case management in regulated fintech onboarding flows.

  • Event sourcing
  • CQRS
  • Fuzzy name matching
  • Kafka
  • PostgreSQL
  • Elasticsearch
  • Outbox pattern
  • Rules engine
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Architecting a High-Throughput ISO 20022 Payments Switch

A reference design for a payments switch that routes ISO 20022 messages across rails at scale, with idempotency, replay-safe state machines, and clean degradation under partner outages.

  • ISO 20022
  • Kafka
  • PostgreSQL
  • gRPC
  • Idempotency keys
  • Circuit breakers
  • Event sourcing
  • Protocol adapters
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Designing a Double-Entry Ledger Core for High-Volume Payments

A reference architecture for a double-entry ledger that stays balanced, auditable, and fast under sustained payment load — the invariants, data model, and scaling choices that matter.

  • Double-entry accounting
  • PostgreSQL
  • Event sourcing
  • Idempotency keys
  • gRPC
  • Kafka
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