Saverly

Saverly is a web platform that helps users discover discount codes across Shopify-based e-commerce stores.

In addition to browsing available discount opportunities, users can submit requests for new Shopify stores they want analyzed. Those requests feed into an internal processing workflow, where store-specific discount discovery can be handled programmatically through backend workers.

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Overview

Saverly combines a user-facing web product with backend systems for discount discovery across Shopify stores.

The platform is designed around two main flows:

• Discovery flow: users browse and search for discount codes from supported Shopify stores
• Request flow: users submit a Shopify store they want analyzed, and the system processes that request through an internal worker pipeline

This makes Saverly more than a static coupon site: it is a system for collecting demand, analyzing store targets, and scaling discount discovery across multiple Shopify-based e-commerce sources.

Problem

Discount discovery in e-commerce is fragmented and unreliable.

Users often have no easy way to know whether valid codes exist for a specific Shopify store, and most coupon platforms are either outdated, incomplete, or not designed around store-specific analysis.

At the same time, discovering and validating discount opportunities across Shopify stores requires structured workflows, request handling, and scalable processing beyond a simple frontend list of codes.

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Solution

Saverly provides:

• A frontend web experience where users can explore discount codes from different Shopify stores
• A request mechanism that allows users to submit new Shopify stores they want analyzed
• A backend-oriented workflow for processing store requests and supporting discount discovery logic
• A foundation for worker-based automation to scale analysis across multiple stores

Core Product Flows

1. User discovery flow

Users can:

• browse discount codes across supported Shopify stores
• search for stores and available discounts
• use the platform as a centralized interface for Shopify discount discovery

2. Store request flow

Users can:

• submit a Shopify store they want Saverly to analyze
• trigger a request that enters the system for future processing
• expand platform coverage based on real user demand rather than only preloaded stores

3. Worker-based processing flow (in progress)

The system is being extended to support backend workers that:

• receive submitted store requests
• process analysis jobs asynchronously
• enable scalable handling of multiple store requests over time

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Architecture

Saverly is being designed as a product with both frontend and backend responsibilities.

Main components include:

• Frontend application
  User-facing web interface for discovering discounts and submitting new store requests

• Request intake layer
  Captures new Shopify store requests from users and records them for processing

• Backend processing workflow
  Coordinates how submitted requests are handled internally

• Worker system (in progress)
  Planned asynchronous job-processing layer for scaling request-based store analysis

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Why Shopify

Saverly focuses on Shopify stores because they provide a consistent e-commerce environment and a clear product surface for structured discount discovery workflows.

This gives the platform a narrower but more operationally coherent scope than trying to support every type of online store at once.

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Technical Focus

From an engineering perspective, Saverly involves:

• building a real user-facing product, not just an internal script
• designing request-driven workflows
• structuring systems that can evolve from synchronous interactions to asynchronous worker-based processing
• thinking about scale through queued job execution and store-level analysis pipelines

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Current Status

Implemented:

• frontend web product for discount discovery
• store request submission flow
• core product architecture and user flow design

In progress:

• backend worker system to process submitted Shopify store requests asynchronously

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Future Work

• implement the worker pipeline for submitted store requests
• improve store analysis coverage and reliability
• add request tracking and processing visibility
• build stronger backend infrastructure around queueing, retries, and monitoring

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Tech Stack

• Frontend: React
• Backend: Python
• APIs / Integrations: Shopify-related workflows, OpenAI API
• System Design: request-driven architecture, worker-based processing (in progress)

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Notes

Saverly is not just a coupon listing page. It is being built as a request-driven system for expanding discount discovery across Shopify stores based on real user demand.