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Insights into Modern Financial Operations

Welcome to the NAYA engineering and product blog. Here we share deep dives into financial automation, intelligent compliance, and the future of fintech infrastructure.

Whether you are a CTO scaling a ledger, a Product Manager building a new lending flow, or an Operations Lead trying to automate reconciliation, you'll find actionable insights here. We cover everything from double-entry accounting at scale to the latest regulatory changes in embedded finance.

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The Modern Fintech Infrastructure Stack: What You Actually Need in 2026

An honest architecture overview of the modern fintech infrastructure stack in 2026. Covers BaaS, payment processing, ledger systems, reconciliation, compliance, and where each layer fits. Written for engineering leaders evaluating what to build, buy, or replace.

NAYA Team
April 2, 2026
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Latest Articles

Anatomy of a Reconciliation Engine: How Modern Matching Actually Works

A deep technical breakdown of how modern reconciliation engines work under the hood. Covers ingestion, normalization, matching algorithms (1:1, 1:N, N:M), confidence scoring, exception routing, and the architecture decisions that separate toys from production systems.

NAYA Team
April 2, 2026

SOC 2 for Fintech Engineers: The Playbook Nobody Gave You

A practical playbook for engineering teams that need to achieve SOC 2 compliance in embedded finance. Covers audit trail architecture, access control design, evidence collection automation, and the controls that auditors actually care about.

NAYA Team
April 2, 2026

The Engineer's Guide to Stripe Reconciliation: From Webhooks to Balanced Books

A technical deep-dive into Stripe payout reconciliation for engineering teams. Covers webhook event handling, payout ID mapping, fee and refund matching, multi-currency edge cases, and how to build a reconciliation pipeline that actually scales.

NAYA Team
April 2, 2026

Build vs Buy Fintech Ledger: The Decision Framework for Operators

NAYA Team
March 24, 2026

What is NAYA? AI-Powered Financial Infrastructure for Modern Fintechs

NAYA is an AI-powered financial infrastructure platform built specifically for modern fintechs, marketplaces, and lenders. It centralizes your financial events, automates reconciliation, and gives your team an AI assistant to run financial operations in real time, without legacy ERP baggage.

NAYA Team
January 20, 2026
fintech

Fintech Reconciliation Nightmares: How to Escape Data Chaos

Fintechs thrive on speed, but manual reconciliation causes costly delays, compliance risks, and scaling issues. Learn how automation and machine learning cut errors by 60%, unlock real-time insights, and turn reconciliation into a strategic advantage for growth and innovation.

NAYA Team
April 11, 2025
ledger

Beyond the Breaking Point: Why Fintechs Need Purpose-Built Ledgers

Scaling fintechs face hidden risks and inefficiencies from outdated ledger systems. Discover how a purpose-built ledger streamlines compliance, reduces manual work, and unlocks real-time financial insights essential for sustainable growth.

NAYA Team
April 11, 2025
fintech

Automated Reconciliation in Fintech: How NAYA’s Multi-Agent AI Ends Manual Mayhem

Manual reconciliation is no longer viable. NAYA’s multi-agent AI platform transforms financial operations with 99%+ accuracy, dynamic rule generation, and real-time compliance monitoring. Discover how fintechs are replacing legacy systems with intelligent, scalable infrastructure.

NAYA Team
April 11, 2025
fintech

Redefining Fintech Infrastructure: Leveraging Specialized Platforms for Seamless Data Integration and Automated Reconciliation

As fintech scales toward a $324B future, legacy data systems create cost, risk, and complexity. Discover how purpose-built platforms like NAYA automate reconciliation, reduce integration costs, and unlock real-time, data-driven growth across industries.

NAYA Team
April 11, 2025

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