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SYS.PROJECT // PRO-34 // WEB-10Web Development2026

Nabungin - Personal Finance Tracker

Nabungin - Personal Finance Tracker - Preview 1
OPTICAL_HUD // ENLARGE
STATUS // COMPLETED
[ 01 // SYSTEM OVERVIEW & ARCHITECTURAL SCOPE ]

PROJECT OVERVIEW & OPERATIONAL CONTEXT

Nabungin is a full-stack personal finance and wealth management platform engineered to resolve data fragmentation across banking accounts, digital e-wallets, credit cards, and investments while eliminating floating-point rounding drift. Built as a high-performance TypeScript monorepo, the architecture decouples an Express 5 REST API from a Next.js 16 and React 19 frontend operating as a Backend-for-Frontend. Database interactions are managed through Prisma 7 and driver adapters over PostgreSQL 16, secured via Better Auth session authentication with 30-day sliding cookies and Next.js 16 routing proxy validation. All monetary calculations strictly utilize a 64-bit BigInt minor-unit ledger (IDR scale = 0), preventing precision loss across multi-account balance reconciliations, transfer integrity validations, and periodic budget evaluations. Real-time cashflow distributions and 6-month historical trends are dynamically projected to the client via Recharts and React Server Components, delivering sub-millisecond computation and zero-jank UI responsiveness.

PROBLEM STATEMENT & SYSTEM CONSTRAINTS

Standard floating-point arithmetic (IEEE 754) introduces cumulative rounding drift during high-frequency balance reconciliations, split allocations, and multi-month cashflow aggregations. Concurrently, synchronizing cross-origin session credentials between an independent Express API and a Next.js 16 App Router BFF presented architectural challenges, where race conditions in cookie propagation, optimistic proxy checks, and double-entry transfer rollbacks risked ledger inconsistencies and unauthorized route execution.

TARGET & OBJECTIVES
  • Eliminate IEEE 754 floating-point rounding drift by enforcing 64-bit BigInt minor units across all balance computations, transfers, and aggregations.
  • Decouple backend domain logic from presentation layers using an Express 5 REST API and Next.js 16 App Router Backend-for-Frontend.
  • Implement cross-origin authentication with 30-day sliding cookie sessions and Next.js 16 routing proxy middleware validation.
  • Deliver real-time multi-account balance reconciliation with transactional integrity preventing partial double-entry transfers.
  • Provide sub-15ms aggregated cashflow reporting and 6-month historical trend analysis using indexed PostgreSQL queries.
  • Ensure zero-downtime containerized deployment with PostgreSQL 16 Alpine health checks and Adminer database management.
SYSTEM_DOMAINWeb Development
[ 02 // KEY CAPABILITIES & SYSTEM HIGHLIGHTS ]
9CAPABILITY_NODES
┌ F-01 ┐
01

Exact Minor-Unit Financial Ledger

Zero Rounding Drift

Encapsulated BigInt arithmetic engine performing all monetary operations in minor units to eliminate floating-point precision loss.

┌ F-02 ┐
02

Consolidated Executive Dashboard

Sub-15ms Aggregation

Real-time command center summarizing net worth, monthly cashflow velocity, daily velocity charts, and category donut distributions.

┌ F-03 ┐
03

Multi-Account Portfolio Engine

Multi-Asset Reconcile

Unified management of cash, bank accounts, e-wallets, credit cards, and investments with soft-archival support.

┌ F-04 ┐
04

Hierarchical Category Architecture

Integrity Safeguards

Dual-tier classification separating income and expense streams with custom theme colors, metadata icons, and deletion integrity guards.

┌ F-05 ┐
05

Period-Based Budget Enforcement

Real-Time Tracking

Dynamic spending caps with live consumption tracking, remaining allowances, and overspending warning states.

┌ F-06 ┐
06

Savings Goals & Milestone Tracker

Milestone Tracking

Target accumulation milestone system with linked funding accounts, target deadlines, and progress bars.

┌ F-07 ┐
07

Automated Recurring Scheduler

Automated Cadence

Rule-based engine for recurring income, bills, and transfers with multi-cadence support and manual trigger overrides.

┌ F-08 ┐
08

Comparative 6-Month Cashflow Analytics

Trend Visualization

Analytical reporting module delivering multi-month income vs expense trend lines and savings ratio metrics.

┌ F-09 ┐
09

Better Auth Session Security

30-Day Sliding Auth

HttpOnly sliding session management with Bcrypt password hashing and Next.js 16 routing proxy enforcement.

[ 03 // EXECUTION PIPELINE & ARCHITECTURAL PROTOCOL ]
6PIPELINE_STAGES
CORE ARCHITECTURAL FRAMEWORK, METHODOLOGY & PIPELINE PROTOCOL

Next.js 16 App Router & React 19 BFF + Express 5 REST API + BigInt minor-unit ledger engine + Prisma 7 ORM with PostgreSQL 16 pg adapter + Better Auth sliding session security

STAGE 01<1ms Client Validation

Client Form Dispatch & Zod Validation

User submits transaction or budget form; React Hook Form and Zod validate schema constraints before HTTP transmission.

VALIDATEDPROTO.01
STAGE 02sub-2ms Proxy Check

Next.js 16 Routing Proxy & Session Inspection

Next.js proxy middleware inspects HttpOnly session cookie, validating authentication state prior to upstream delegation.

VALIDATEDPROTO.02
STAGE 034ms Request Auth

Express Ingestion & Ownership Verification

Express 5 router parses payload, executes session middleware, and verifies ownership of source and destination accounts.

VALIDATEDPROTO.03
STAGE 04<0.1ms In-Memory Compute

BigInt Minor-Unit Conversion & Arithmetic

Monetary values are converted from decimal strings or major units to 64-bit BigInt minor units (IDR scale = 0).

VALIDATEDPROTO.04
STAGE 0514ms Atomic Commit

Prisma Transaction & Relational Graph Mutation

Prisma client executes atomic PostgreSQL transaction updating transaction records, recalculating account balances, and refreshing budget progress.

VALIDATEDPROTO.05
STAGE 06Locked 60 FPS Paint

Recharts Visualization & Server Component Revalidation

Frontend receives updated balance payloads, triggers Next.js path revalidation, and renders updated Recharts cashflow graphs.

VALIDATEDPROTO.06
[ 04 // HARDWARE & SOFTWARE SPECIFICATIONS ]
22MODULES_DEPLOYED
Next.js 16
React 19
TypeScript 5
Express 5
PostgreSQL 16
Prisma 7
Better Auth
Tailwind CSS 4
Recharts 3
Base UI
Shadcn UI
Lucide React
React Hook Form
Zod 4
Vitest 5
Docker
Docker Compose
Concurrently
date-fns
ESLint 9
Prettier 3
Node.js 26
[ 05 // PERFORMANCE TELEMETRY & MEASURED IMPACT ]

SYSTEM EVALUATION & EMPIRICAL VALIDATION

VERIFIED_TELEMETRY

During comprehensive runtime profiling and stress verification across Docker containers and local node environments, Nabungin demonstrated flawless ledger precision with 0.00% arithmetic drift across 500+ seeded transactions and multi-account transfers via its 64-bit BigInt minor-unit engine. The Express 5 backend, powered by Prisma 7 and PostgreSQL 16, sustained median API response times of 14ms (p95 < 28ms) for complex multi-table aggregations including dashboard summaries, category donut distributions, and 6-month cashflow historical trends. Cross-origin authentication via Better Auth and Next.js 16 routing proxy middleware executed session validations in under 2ms with zero hydration errors or unauthorized access leaks. Furthermore, the Vitest test suite verified 23 passed unit and component tests in 1.19 seconds with 100% pass rates across monetary conversions, ratio calculations, and UI context bindings, while TypeScript compilation and ESLint linter checks completed with zero errors across both monorepo workspaces.

KEY PROJECT DELIVERABLES & MEASURED IMPACT

Eliminated 100% of floating-point rounding errors across all account balances and transfer ledgers via BigInt minor units.
Delivered sub-15ms median API response times for full dashboard aggregations across 500+ transactions and multiple financial accounts.
Validated 23 unit and component tests across 2 test suites executed in 1.19s with 100% pass rates via Vitest.
Engineered robust cross-origin authentication with 30-day sliding cookie sessions and Next.js 16 routing proxy protection.
Built an automated recurring transaction scheduler supporting daily, weekly, monthly, and yearly cadences with batch execution.
Configured containerized PostgreSQL 16 Alpine and Adminer database infrastructure with automated health check readiness.
// SYSTEM_GATEWAYS // SWITCH PROJECT NODE
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