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Practical writing on reconciliation, regulatory reporting, data analytics, ETL design, data modeling, and building systems you can trust.

ReconciliationFintechData EngineeringAccounting

Reconciliation in Fintech

Reconciliation sits quietly in the background until something breaks. Here's how it actually works in transaction heavy fintech companies and why getting it right matters.

March 28, 2026·8 min read
Data ModelingRegulatory ReportingFintechData Engineering

Type 2 Slowly Changing Dimensions

When a merchant moves from Ireland to the UK, your regulatory report needs to reflect where they were at the time of each transaction, not where they are now. That is what SCD Type 2 solves.

March 16, 2026·8 min read
ETLData EngineeringFintechReconciliation

Idempotent ETL: Pipeline Should Be Safe to Rerun

Your pipeline will fail and someone will rerun it. Idempotency is what keeps your data correct when that happens.

February 15, 2026·5 min read