PixelsWithin

Client case study

Freight integration

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.

Role
Solo product and software engineer
Project type
Ecommerce systems integration
Freight integration flow connecting an ecommerce checkout to live carrier rates

Situation and responsibility

What was at stake

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.

Client
Anonymous US commercial furnishings manufacturer
Platform
Magento
Constraint
Carrier had no public API
Responsibility
Discovery, extension architecture, build, and testing

Diana’s responsibility

  • Mapped the checkout calculation and carrier quote flow
  • Designed and built the Magento extension
  • Automated submission and parsing of the carrier quote
  • Kept the integration invisible to the buyer

Important decisions

Judgment made visible

Each response follows from an observed condition. The last column marks the tempting shortcut the work needed to avoid.

What you noticeWhat it may meanA useful responseWhat 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

How the work moved

  1. 01

    Map the failure

    Trace where Magento calculated freight and how the carrier's quote form behaved.

  2. 02

    Automate the quote

    Collect weight and destination, submit them to the carrier, and return the response inside checkout.

  3. 03

    Ship and observe

    Test the extension against real order shapes and confirm the recurring complaint disappeared.

Working through a similar constraint?

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Supported outcomes

What the evidence supports

Quantitative claims appear only where the repository provides them. The remaining outcomes are explicitly qualitative, operational, or statements of responsibility.

01Observed outcome

Complaint removed

The shipping complaints stopped after launch.

02Buyer outcome

Accurate checkout

Institutional buyers could work from the carrier's real rate rather than a buffer.

03Responsibility

Focused solo build

The custom Magento extension was scoped, built, and tested by Diana.

Bring me the version that is hard to explain.

If one fragile handoff is costing otherwise healthy orders, describe it and I’ll help map the smallest useful intervention.

Describe a similar problem →