
Building a Financial Reconciliation Platform, Not a Matching Engine
Most reconciliation projects start by trying to match two records. Then real financial data arrives and reconciliation stops being a matching problem and becomes a workflow problem.
Senior Software Engineer
Building fintech platforms, enterprise integrations, and AI automation systems.

Most reconciliation projects start by trying to match two records. Then real financial data arrives and reconciliation stops being a matching problem and becomes a workflow problem.

Most engineering teams don't think about file transfer until an enterprise customer asks for it — then it becomes a critical requirement. The architecture principles behind a secure, auditable, scalable SFTP platform on AWS.
Event-driven architecture, idempotency, and failure handling at scale.
Reconciliation, payments, AR/AP automation, and money that has to add up.
SFTP, ERP/CRM connectivity, and meeting enterprises where they are.
LLM-driven document processing, RAG, and agentic financial workflows.
Designing fintech platforms, enterprise integrations, distributed systems, and AI automation — and writing about the patterns behind them in the architecture notes.