Technical Architecture · Reseller Studio Pro
The Engine Behind the Tool
A private, local-first engine built for e-commerce operators and print-on-demand creators who value absolute speed, zero cloud latency, and uncompromised asset security.
100% Offline Execution. Zero Cloud Bottlenecks.
Traditional SaaS catalog tools force you to upload high-res photos to third-party servers, causing bandwidth bottlenecks, recurring subscriptions, and privacy risks. Reseller Studio Pro runs natively on your local Windows machine using Python and CustomTkinter, so your catalog never leaves your device.
Two pipelines. Every edge protected.
Each mode is tuned for the visual language of the asset you are preparing.
ONNX Neural Background Isolation
The embedded neural background segmentation pipeline uses local ONNX models to cleanly isolate physical merchandise from chaotic backgrounds with pixel-perfect edge precision.
OpenCV Algorithmic Contour Protection
Standard AI removers chew up intricate text and fine vector lines. This secondary algorithmic pipeline uses contour mapping and color sampling with OpenCV to safeguard fine edges and typography without clipping or distortion.
Dynamic Scaling, Backgrounds, and DPI Configuration
Every processed asset is automatically centered, padded, and formatted to your exact marketplace specifications for instant publishing to Shopify, Etsy, Amazon, or Redbubble.
- Output Background Presets: Render assets onto a Transparent Vector Layer, Pure Studio White, or Clean Marketplace Grey.
- Resolution Dimensions: Scale exports automatically from Web / Social (1080 x 1080) up to Merch Standard (4500 x 5400), with multiple square presets in between.
- Output Quality (DPI): Configure density from Web Display (72 DPI) up to Premium Print (300 DPI) for print-on-demand requirements.