About the Project: PricePulse

Inspiration

PricePulse was inspired by a simple but frustrating reality: economic data exists everywhere, yet understanding it in real time is unnecessarily hard. Inflation reports, commodity prices, and macroeconomic indicators are often scattered across dense PDFs, delayed dashboards, or paywalled platforms. As someone interested in markets, technology, and data driven decision making, I wanted a tool that shows what is happening now, not weeks later, and does so visually, intuitively, and globally. PricePulse was born from the desire to turn raw economic signals into something immediately useful.

What it Does

PricePulse is a real time economic intelligence platform that aggregates price and macroeconomic data from trusted sources such as the World Bank and financial market APIs. It visualizes trends in inflation, commodities, and economic indicators across countries using interactive charts, time series graphs, and global heatmaps. The goal is to help users quickly identify patterns, compare regions, and understand price movements without needing to manually parse raw datasets.

How We Built It

The project was built as a modern web application. The frontend uses Next.js and React to deliver a fast, responsive user experience with dynamic data visualizations. The backend logic focuses on fetching, normalizing, and caching external API data to ensure consistency and performance. Economic indicators are modeled as time series, often treated mathematically as
[ x(t) = {x_1, x_2, \dots, x_n} ] where each data point represents a snapshot of economic conditions at time (t).
CI pipelines and deployment workflows were set up using GitHub Actions and Vercel to enable rapid iteration and testing.

Challenges We Ran Into

One major challenge was dependency and deployment management, especially aligning frontend frameworks, React versions, and third party libraries. Another hurdle was handling incomplete or delayed economic data while maintaining a clean and reliable UI. Debugging CI workflows and ensuring the correct project structure during automated builds also took significant effort.

Accomplishments That We’re Proud Of

We successfully built a working end to end platform that connects live economic data sources to an interactive frontend. Setting up automated workflows, overcoming deployment failures, and designing a scalable architecture were major wins. Most importantly, PricePulse transforms abstract economic numbers into something visually meaningful and accessible.

What We Learned

This project deepened our understanding of modern frontend tooling, CI CD pipelines, API integration, and real world data inconsistencies. We also learned that building reliable data products is as much about engineering discipline and debugging as it is about code.

What’s Next for PricePulse

Next steps include expanding the range of indicators, adding predictive analytics and trend detection, improving performance through smarter caching, and enhancing the UI with more advanced visualizations. Long term, PricePulse aims to evolve into a full economic monitoring and forecasting platform.

Built With

• javascript
• next.js
• node.js
• npm
• react
• supabase
• tailwindcss
• typescript
• world-bank-api