Building SmartCSV for Bulk Purchase

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Overview

Ship Simple is a fast-growing logistics platform simplifying how businesses manage shipments across multiple couriers. Handling thousands of shipments daily, the team faced a recurring operational drag: validating large, inconsistent CSV uploads containing hundreds of shipment records.

Leaping Logic partnered with Ship Simple to design and develop two interlinked systems — Bulk Purchase and SmartCSV — to eliminate this manual validation burden. Together, these systems turned what was once a tedious, error-prone process into a high-speed, automated workflow.

Challenges

Before SmartCSV, bulk uploads were bottlenecks.

  • Teams spent hours reformatting spreadsheets with inconsistent headers, missing data, and invalid courier fields.
  • Every courier had its own validation quirks.
  • Even small errors (like a phone number format or state code mismatch) could block entire batches.
  • Multiple support touchpoints were needed to fix issues before uploading to the admin system (NOVA).

This manual back-and-forth slowed shipments, strained support teams, and created unpredictable upload times during high-volume periods.


The Turning Point

Ship Simple’s operations team proposed a single goal:

“If we can validate and correct CSV data automatically — before it ever reaches NOVA — we’ll remove 80% of our bulk upload issues.”

Leaping Logic took that as the core design challenge: build a validation engine that understands unstructured human data, enforces courier logic, and learns from every file it processes.

Solution


The solution was designed as a modular service stack, integrated with Ship Simple’s Laravel backend and Next.js frontend. SmartCSV acts as an intelligent middleware — sitting between the user upload and the Nova admin — to standardize, validate, and correct CSV data before submission.

1. SmartCSV Engine

The SmartCSV system became the foundation for intelligent validation. It performs:

  • Dynamic header recognition – detects and auto-corrects misnamed or missing columns.
  • Courier-specific rule enforcement – applies carrier-level validations such as address format, character limits, and required fields.
  • Multi-piece shipment handling – groups related rows for shipments with multiple packages, verifying internal consistency.
  • Conditional logic – such as waiving company name requirements for residential addresses.
  • Phone normalization – converts all formats into a 10-digit standard.

Each validation returns targeted error messages (e.g., “Destination postal code must be 6–7 characters”), allowing users to correct quickly instead of re-uploading blindly.

2. Bulk Purchase Integration

Parallel to SmartCSV, Leaping Logic built the Bulk Purchase microservice, a scalable process for mass label creation. It runs two independent microservices:

  • Rate Call Microservice – fetches real-time rates for each shipment in the CSV.
  • Label Purchase Microservice – automatically buys labels for validated entries once rates are confirmed.

This dual-microservice model mirrors individual shipment logic but executes it in parallel threads, ensuring the system scales without performance loss.

3. Automation & Optimization

Automation jobs queue and schedule work continuously using Laravel’s queue:work and schedule:work commands to handle validation, rate retrieval, and label generation asynchronously. Caching static courier data reduced repeated API calls, cutting request volume by over 80% during bulk operations.

Results

The SmartCSV and Bulk Purchase systems transformed Ship Simple’s bulk operations.

Metric

Before

After

Manual CSV validation time

3–4 hours per batch

<10 minutes

CSV error rate

~35%

<2%

Label purchase throughput

1,000 labels/hour

8,000+ labels/hour

Staff involvement

3–5 team members

1 reviewer per batch

Source: Ship Simple internal metrics (Q1–Q2 2025)

Why This Approach Works

Leaping Logic built SmartCSV not as a static validator, but as a living system:

  • Courier-specific logic can be updated without redeployment.
  • Validation rules are modular, allowing new couriers or requirements to be added quickly.
  • Clear error messaging reduced customer support time and retraining needs.
  • Cached courier metadata and dynamic rule enforcement balance speed with precision.

This architecture lets Ship Simple maintain flexibility as its courier ecosystem evolves — without re-engineering the core.

Business Impact

For Ship Simple, automation directly translated into operational wins:

  • Faster Onboarding: New clients with large shipment volumes can start bulk shipping the same day.
  • Reduced Support Load: 60% fewer CSV-related support tickets.
  • Predictable Throughput: High-volume customers now upload and validate overnight, uninterrupted.
  • Revenue Uplift: Higher throughput and fewer failed uploads improved label purchase conversion by ~20%.

“What used to take hours now happens in minutes. SmartCSV quietly does the work our team used to dread.” — Ship Simple Operations Lead

From Idea to Impact

Leaping Logic’s partnership with Ship Simple was built on one principle: intelligent systems should quietly remove friction from human work.

SmartCSV and Bulk Purchase now serve as core infrastructure — quietly validating, correcting, and automating thousands of shipments every day.

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