Fintech SaaS Backend Refactoring & Stabilization

Resolved backend technical debt and rebuilt the development foundation for a financial data management SaaS integrating with Plaid, Slack, and Google Workspace.

Challenge

The financial data management SaaS MVP was functional, but technical debt accumulated from scattered test files, SQL migrations, and lack of CI/CD, making it difficult to maintain development efficiency and quality.

Solution

Refactored the existing backend (FastAPI + Supabase + AWS App Runner): code organization, migration rebuilding, and CI/CD setup. Also improved README and database workflow documentation.

Result

Achieved migration history reproducibility, automated testing via GitHub Actions, and staging environment design proposals, enabling the solo founder to continue development with confidence.

Team

1 member, 1 month

Refactoring & foundation building

Role

Backend refactoring & DevOps setup

Handled existing FastAPI code cleanup, Supabase migration rebuilding, CI/CD setup, and development documentation.

Tech Stack

BackendFastAPI / Python
DatabaseSupabase (PostgreSQL / Auth / Migrations)
InfrastructureAWS App Runner / Cloudflare / Secrets Manager
AI / LLMAnthropic Claude API / OpenAI API
External APIPlaid / Slack / Google Workspace / QuickBooks
CI/CDGitHub Actions

Key Features

01

Test file and SQL migration structural reorganization and consolidation into standard directories

02

Supabase migration rebuilding based on production execution history

03

Automated testing and CI/CD pipeline construction with GitHub Actions

04

Development documentation (README, DATABASE_WORKFLOW) setup

05

Project context files for Cursor, Cline, and GitHub Copilot

06

Staging environment and deployment workflow design proposals

Technical Highlights

Migration History Reproducibility

Reconciled scattered SQL files against production Supabase execution history and rebuilt them in the correct order in supabase/migrations directory. Achieved working db push / db reset / migration up.

Solo Founder Development Foundation Optimization

Set up Cursor, Cline, and Copilot project context files to keep coding standards and project assumptions consistent.