Complaint removed
The shipping complaints stopped after launch.
Client case study
A commercial furnishings checkout was blocking institutional buyers with freight estimates they could not trust. A custom integration replaced the guess with live carrier rates.
Shipping complaints stopped after real carrier rates replaced estimates.

Situation and responsibility
A US institutional commercial furnishings manufacturer sold through a self-service Magento storefront. Its buyers worked from fixed approved budgets, so freight could determine whether an order was possible.
The existing estimator was a reasonable early workaround, but bulky products varied enough in weight and dimensions that it produced costly high and low estimates. The regional carrier offered no public API.
Important decisions
Each response follows from an observed condition. The last column marks the tempting shortcut the work needed to avoid.
| What you notice | What it may mean | A useful response | What to resist |
|---|---|---|---|
| Estimates were wrong in both directions. | A better formula would still be a guess. | Use the carrier's own rate as the source of truth. | Do not hide uncertainty behind a larger buffer. |
| The carrier exposed only a web quote form. | The available interface was designed for people, not software. | Automate the same request and parse the response at checkout. | Do not require buyers to leave the order flow. |
| Buyers used fixed purchase orders. | Freight accuracy was a conversion requirement. | Return the real number before commitment. | Do not frame freight as a minor checkout detail. |
Decisions and delivery
Trace where Magento calculated freight and how the carrier's quote form behaved.
Collect weight and destination, submit them to the carrier, and return the response inside checkout.
Test the extension against real order shapes and confirm the recurring complaint disappeared.
Working through a similar constraint?
Describe the problem →Visual evidence
This project has one approved image in the archive. It is shown at full scale without implying a larger undocumented gallery.

Supported outcomes
Quantitative claims appear only where the repository provides them. The remaining outcomes are explicitly qualitative, operational, or statements of responsibility.
The shipping complaints stopped after launch.
Institutional buyers could work from the carrier's real rate rather than a buffer.
The custom Magento extension was scoped, built, and tested by Diana.
If one fragile handoff is costing otherwise healthy orders, describe it and I’ll help map the smallest useful intervention.
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