Variant Confusion Detector
See where shoppers get stuck before conversion drops.
An OpenCart-native admin module that captures short-lived, anonymous product-option interaction signals and turns them into a practical dashboard for hesitation, stock friction, and blocked cart attempts.
Features
Focused operator insight without external analytics overhead.
Admin-Only Detector Dashboard
Monitor recent events, product scores, and detector metrics from a native OpenCart admin screen without adding any storefront widget.
Anonymous Event Collection
Track only short-lived session hints, event types, and bounded context values. No external analytics service or persistent shopper profiling.
Variant Thrash Signal
Highlight products where customers repeatedly switch variants in quick succession, a strong indicator of option confusion.
Stock Frustration Signal
Surface repeated out-of-stock selections so operators can quickly spot inventory friction on configurable products.
Preview Mode
Generate realistic sample dashboard data for screenshots, demos, and pre-launch walkthroughs without needing real shopper traffic.
Bootstrap 5 Native UI
Built to align with the OpenCart admin look and feel using Bootstrap 5 design patterns instead of a disconnected custom interface.
How it works
Five steps from shopper hesitation to operator insight.
- 01
Product page interaction happens
A shopper changes a variant, hits a blocked cart state, opens a size guide, or triggers another monitored option event.
- 02
A lightweight event is posted
The storefront tracker sends a small JSON payload to the module endpoint with a product ID, event type, and bounded context fields.
- 03
The event is sanitized and stored
The module validates the payload, applies rate and queue limits, and stores short-lived anonymous telemetry inside the OpenCart database.
- 04
Signals are derived
Detector logic aggregates the raw events into higher-level signals such as variant thrash, stock frustration, and blocked cart pressure.
- 05
The admin dashboard updates
Store operators can review current scores, recent events, and affected products directly from the OpenCart module settings page.
Privacy and scope
Built for operational visibility into product-option friction while keeping the telemetry intentionally narrow and short-lived.
- No external analytics platform is required.
- Only anonymous, short-lived session hints are stored.
- The detector focuses on product-option telemetry, not personal shopper profiles.
- Retention windows and queue limits are configurable from the admin module.
- The extension is designed for operator insight without adding a customer-facing dashboard block.
- Preview mode makes demos and screenshots possible without exposing real shopper activity.
Requirements
| OpenCart | 4.1.0.3 tested |
| PHP | 8.3 or higher |
| Database | MySQL 8.4 or MariaDB 11.x compatible |
| Installer format | OCMOD zip package |
| Admin UI | Bootstrap 5 native OpenCart styling |
| Storefront block | None rendered publicly |
Installation
- 01 Download the OpenCart release zip for the extension.
- 02 In OpenCart admin, go to Extensions -> Installer and upload the package.
- 03 Open Extensions -> Extensions -> Modules and install Variant Confusion Detector.
- 04 Grant the appropriate access and modify permissions for the module route if needed.
- 05 Enable monitoring, configure the detector settings, and save.
- 06 Refresh modifications only if your deployment workflow uses OCMOD cache refreshes.
Frequently asked questions
Does this show anything on the storefront?
No. The extension is positioned as an owner-facing dashboard tool. It injects tracking behavior where needed, but it does not render a public-facing module block for shoppers.
Do I need a third-party analytics service?
No. All detector events are handled inside OpenCart. There is no Redis, Node.js collector, or external analytics vendor required to use the module.
What kinds of issues can it reveal?
It can reveal rapid variant switching, repeated out-of-stock option selections, blocked add-to-cart attempts, and size-guide engagement patterns that often correlate with purchase friction.
Can I demo the dashboard before live traffic exists?
Yes. Preview mode generates sample data so you can verify the layout, capture screenshots, and walk stakeholders through the module before launch.
Is it compatible with OpenCart Cloud upload packaging?
Yes. The project includes a cloud-compatible .ocmod.zip package with the required upload directory and root install.xml for OpenCart cloud submission workflows.
Ready to inspect option friction inside OpenCart?
Lightweight, admin-facing, and built around native OpenCart workflows.
MIT ยท Developed by Devlin Duldulao