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Trace — Shipping Investigation & Fraud Detection

Giving investigators a navigable picture of delivery anomalies

When unusual shipping behavior spans locations and events, an investigation needs more than a table of package IDs. It needs controlled access, search and geography working together.

Walmart Global Tech · Internal platformsoftware / web / systems

The challenge

Trace is a logistics investigation platform for examining anomalous delivery patterns. It brings geospatial package search into a map-based workflow.

The documented stack includes React, Spring Boot and Elasticsearch, with OAuth2/OIDC role-based access control and a WebGL-accelerated map interface.

System approach

Search by spatial context

Geospatial package search lets an investigator reason about where events happened, rather than depend solely on individual tracking identifiers.

Make the map an investigative interface

The WebGL-accelerated view supports exploring geographically distributed patterns, giving the map a functional role in reviewing anomalies.

Control access by role

OAuth2/OIDC RBAC is part of the documented implementation. Investigation data requires clear authorization boundaries across the workflow.

Engineering considerations

These are design principles the work raises, rather than a claim about private architecture or unreported implementation choices.

Map performance follows data density

For similar systems, bounding the queried geographic area and aggregating dense markers can keep interaction useful. Those techniques are illustrative considerations, not a claim that Trace uses a particular tiling strategy.

Search permissions must survive every layer

Protecting the UI alone is insufficient: query and API authorization should enforce the same access model.

Help people distinguish signal from noise

An anomaly is a starting point for investigation, not proof of fraud. Interfaces should preserve enough context for a person to make that distinction.

Scope and outcome

The published capabilities include geospatial search, a WebGL map UI and role-based access control. Investigation throughput, fraud detection rates and other private operating results are not asserted.

This account describes the project at a public level and labels broader design considerations separately from implemented capabilities.