Master Modern Financial Operations
The definitive resource for building financial products. Our Knowledge Base is designed to help you navigate the complexities of money movement, from basic ledger principles to advanced reconciliation strategies.
Explore our "Core Concepts" to understand the primitives of financial operations, or dive into specific "Guides" for implementing use cases like wallet systems, lending platforms, and marketplace payouts.
What is NAYA?
The complete guide to our financial operations infrastructure and core primitives.
Fintech Glossary
Definitions for key terms in reconciliation, ledgering, and payments.
How to Choose Fintech Infrastructure
A comprehensive fintech infrastructure guide for founders, CTOs, and finance leaders. Learn how to evaluate ledgers, reconciliation engines, payments, and reporting; when to build vs buy; and how to avoid common scaling mistakes.
ASC 606 for SaaS Companies: Revenue Recognition Compliance Guide
ASC 606 establishes the accounting rules for how and when companies recognize revenue. For SaaS businesses with subscription contracts, deferred revenue, and complex pricing, compliance requires careful attention to performance obligations, contract modifications, and recognition timing. This guide explains what SaaS companies need to know.
Cash Application Process: Complete Guide to AR Payment Matching
Cash application is the process of matching incoming customer payments to open invoices. This guide explains how cash application works, common challenges, automation approaches, and best practices for high-volume accounts receivable teams.
Month-End Close Checklist: Complete Guide for Finance Teams
A comprehensive month-end close checklist covering every task from pre-close preparation through final review. Use this guide to standardize your close process and reduce close time.
Intercompany Reconciliation: Complete Guide for Multi-Entity Finance Teams
Intercompany reconciliation ensures that transactions between related entities within a corporate group are accurate and properly eliminated in consolidated financial statements. This guide covers the process, common challenges, and automation strategies.
Payment Processor Fees: Understanding and Reconciling Transaction Costs
Revenue Recognition for SaaS: Complete ASC 606 Guide
Month-End Close Automation: The Complete Guide to Faster Financial Close
Month-end close automation transforms the monthly financial close from a multi-week ordeal into a streamlined, continuous process. This guide explains how to reduce close time by 50-70% through automation of reconciliation, journal entries, and close workflows.
Automated Journal Entry Posting: Complete Guide for Finance Teams
Automated journal entry posting uses software to create, validate, and post financial entries without manual intervention. This guide explains how it works, when to implement it, and how to capture the benefits of faster, more accurate financial close.
Bank Reconciliation Automation: Complete Guide for Finance Teams
Bank reconciliation automation replaces manual transaction matching between your internal records and bank statements with intelligent software that handles the work continuously. This guide explains how automated reconciliation works, when to implement it, and how to evaluate solutions.
AI Ledger Management for Fintechs: A Complete Guide
AI-Powered Financial Reconciliation: The Complete Guide for Fintechs
How to Reduce Days Sales Outstanding (DSO)
Learn effective strategies to reduce Days Sales Outstanding (DSO) and improve your company's cash flow and working capital efficiency.
Accounts Receivable Process Optimization Guide
Optimize your Accounts Receivable (AR) process to accelerate cash flow. Learn best practices for the invoice-to-cash cycle, collections, and modernizing AR workflows.
Subledger vs General Ledger: Key Differences Explained
Understand the critical relationship between subledgers and the general ledger. Learn how subsidiary ledgers provide granular detail while the GL serves as the master financial record.
How to Post Journals: Complete Guide
Master the art of posting journals. Learn about journal entries, the debit/credit system, and the complete posting workflow for accurate financial records.
Reconciliation Workflow: A Step-by-Step Guide
Learn the essential steps of a modern reconciliation workflow, including matching rules, exception handling, and variance analysis.
Crypto-to-Fiat Bridge Reconciliation
Reconciling crypto bridges. Matching on-chain events (etherscan) with off-chain bank settlements. Handling volatility and mint/burn cycles.
Buy Now Pay Later (BNPL) Ledger Logic
Architecting Buy Now Pay Later ledgers. Managing "Installment" objects, payment scheduling, and triggering late fees programmatically.
Card Issuing Reconciliation (Interchange & Fees)
Reconciling card issuing programs. Parsing Scheme files (Visa/Mastercard) against Processor files. Deciphering Interchange++ fee structures.
Lending Ledger Infrastructure (Loan Servicing)
Architecting a loan servicing ledger. Tracking Principal vs. Interest vs. Fees. Amortization schedules and "Days Past Due" state machines.
Marketplace Payout Architectures (Split Payments)
Managing 1-to-Many payment splits. Architecting commission logic, handling refunds, and managing negative balances in sub-merchant accounts.
Treasury Management Systems (TMS) Integration
How to aggregate cash visibility across banks. Connecting via EBICS/Host-to-Host, parsing XML statements (camt.053), and centralized liquidity.
Continuous Accounting vs. Monthly Close
Moving from "End of Month" crunch to real-time books. Implementing automated accruals, daily soft-closes, and continuous validation.
The "Thin Core" Banking Architecture
Building modern ledgers on top of legacy cores. Why you should use the bank only for settlement and keep product logic in your own ledger.
Sharding Financial Databases
Strategies for scaling ledgers. Partitioning by User ID vs. Entity ID. The "Hot Tenant" problem and handling cross-shard transactions.
Double-Entry Database Schema Design
Designing a double-entry ledger in SQL. The relationship between Transactions, Entries, and Accounts. Using Foreign Keys to enforce balance constraints.
Anti-Money Laundering (AML) Transaction Monitoring Patterns
Implementing AML architecture. Real-time scoring vs. post-transaction monitoring. Integrating velocity checks and sanctions lists.
KYC/KYB Data Integration Workflows
Integrating identity verification (Sumsub, Persona) into payment flows. Handling "Pending Review" states, webhooks, and preventing onboarding friction.
PCI-DSS Level 1 Infrastructure for Non-Security Engineers
Technical guide to PCI-DSS Level 1. Understanding tokenization vaults, PAN storage restrictions, and network segmentation to reduce scope.
Client Money Protection (CASS) Automation
Automating CASS (Client Assets Sourcebook) compliance. Daily internal vs external reconciliation calculations to prove solvency to regulators.
FBO Accounts (For Benefit Of) Architecture
How FBO (For Benefit Of) accounts work technically. Mapping a single pooled bank account to millions of user sub-ledgers while ensuring compliance.
FX Hedging and Multi-Currency Revaluation
Managing FX risk programmatically. Learn about Realized vs. Unrealized gains/losses, revaluation jobs, and impact on liquidity.
Cross-Border Payment Reconciliation Challenges
The engineering challenges of cross-border recon. Handling Lifting Fees (BEN/SHA/OUR), principal deduction logic, and "Grossing Up" entries.
Nostro and Vostro Accounts Explained
The mechanics of correspondent banking. How "Mirrored Accounts" work, shadow ledgers, and why reconciliation is harder when you don't own the ledger.
SWIFT vs. SEPA: Settlement Architecture
Comparing the correspondent banking model (SWIFT) vs. pan-European clearing (SEPA). Understanding T+Dates, message flows, and settlement finality.
ISO 20022 Migration for Developers
Moving from unstructured SWIFT MT text to structured ISO 20022 XML (MX). Learn how this impacts reconciliation parsers and data models.
Internal Ledger vs. Bank Ledger: Key Differences
Why do fintechs need an internal ledger? Contrast the "Intent" (Internal) with the "Settlement" (Bank) and understand the synchronization gap.
How Ledger-as-a-Service Works for Fintechs
Ledger-as-a-Service provides double-entry accounting via API. Stop building custom SQL tables for balances and use immutable, scalable ledger infrastructure.
How Transaction Matching Works in Automated Systems
Deep dive into matching algorithms: One-to-One, One-to-Many, and Many-to-Many logic. How to handle bundling and tolerance thresholds.
What is Exception Handling in Payment Reconciliation?
Exception handling manages breaks in financial data. Learn how to automate routing, reduce Mean Time to Resolution (MTTR), and maintain audit trails.
What is a Multi-Entity Ledger in Fintech?
Multi-entity ledgers support complex corporate hierarchies. Learn about data segregation, consolidated API views, and managing subsidiary accounts.
How Real-Time Reconciliation Works for High-Volume Payments
Moving from batch processing to event-driven reconciliation. How to handle webhooks, race conditions, and intraday cash visibility.
What is Bank Reconciliation Automation?
Automating bank reconciliation requires parsing legacy file formats like MT940 and BAI2. Learn how to normalize banking data for modern stacks.
What is a Reconciliation Engine?
A technical deep dive into reconciliation engines. Learn how rules engines, state management, and exception routing automate financial operations.
What is a Subledger in Fintech?
Understanding the role of subledgers in scaling financial operations beyond the General Ledger.
How ACH Processing and Reconciliation Work
Understanding the lifecycle of an ACH payment. Handling NACHA files, ODFI/RDFI roles, R-Code returns (NSF), and managing "Pending" ledger states.
What is a Multi-Currency Ledger?
Architecting multi-currency ledgers. Handling Base Currency reporting, realized vs. unrealized FX gains, and multi-denomination accounts.
What is Intercompany Reconciliation?
Automating intercompany flows. How to manage "Due To/Due From" entries, eliminate elimination bottlenecks, and ensure net-zero consolidation.
What is Automated Payment Reconciliation?
Automated payment reconciliation uses ETL pipelines and fuzzy matching logic to enforce consistency between internal ledgers and bank statements without manual intervention.
What is a Transaction Ledger in Embedded Finance?
Understand the Transaction Ledger. The append-only, double-entry log that powers embedded finance, ensuring ACID compliance and auditability.
How Wallet Ledgers Work in Marketplaces
How marketplace wallets work technically. The distinction between the "View Layer" (Redis/Cache) and the "Source Ledger" (Postgres) to handle high-concurrency balances.
End-to-End Payment Lifecycle Automation
Implementing Finite State Machines (FSM) for payments. Tracking transactions from Initiated to Settled to Reconciled using strict transitions.
What is a Financial Events System?
Why fintechs need an Event Sourcing architecture. Moving beyond CRUD to immutable event logs for auditability, replayability, and debugging.
What is a Virtual Account?
Virtual Accounts are addressable routing endpoints, not stores of value. Learn how vIBANs solve payment attribution and automate reconciliation.
How Payment Orchestration Works Across Banks
How payment orchestration layers (POL) work. Smart routing logic, handling processor downtime (failover), and vaulting cards for portability.
What is a Payment Rail?
A technical comparison of payment rails. Analyze the trade-offs between Speed (RTP), Cost (ACH), and Irrevocability (Wire) in financial architecture.
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