Calibrated to your real schema
Whether you use custom product metafields, multi-location 3PL feeds, or wholesale customer price lists, we configure mappings around your existing data model instead of forcing a migration.
ABOUT COMMERCE PILOT LAB · OUR TEAM & APPROACH
Built around real
Built around real
merchant operations.
Commerce Pilot Lab builds specialized applications for the high-friction catalog, finance, and B2B wholesale workflows behind modern Shopify and Shopify Plus stores.
THE STORY BEHIND THE SUITE
Built around real merchant operations
Our team at Commerce Pilot Lab focuses on the operational bottlenecks that generic apps overlook — from B2B purchase-order exception handling and pre-launch metafield gates to payout reconciliation and size-run ad protection.
In high-volume e-commerce, the most expensive failures rarely happen in the storefront theme. They happen between systems: when a seasonal drop launches with incomplete product schema, when 3PL warehouse balances silently drift from Shopify available stock, or when finance teams spend days matching gateway fee deductions line by line.
Most operations teams are forced to choose between brittle self-serve apps that break on custom metafields and SKU aliases, or six-figure custom agency builds that take months to scope. Commerce Pilot Lab bridges that gap with focused, battle-tested workflow engines calibrated directly to your data.
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Engineering support throughout onboarding
Our engineers work with your team to map SKU aliases, metafield namespaces, and exception thresholds, with clear ownership through setup and rollout.
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Proven on your exports before going live
Every workflow starts with read-first verification on CSV/PDF exports or staging data so your team can inspect real outputs with zero storefront risk.
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Human approval at every critical gate
Our tools automate the tedious parsing, matching, and anomaly detection while keeping final sign-off firmly with your operations or finance lead.
OPERATIONAL PHILOSOPHY
Why concierge onboarding?
Operational tools fail when they force merchants into rigid templates. We onboard teams directly in early access so your rules work accurately from day one.
Read-first verification
Before any automated task creates a draft order or updates a feed rule, we run a guided sample walkthrough together so your team can verify the exact exception queue and output artifact.
Clear scope & predictable rollout
Every paid deployment specifies exact deliverables, exclusions, required inputs, rollout window, acceptance criteria, and fee upfront — with no surprise enterprise retainers.
WHAT WE BUILD
Browse full app directory ↗
Three pillars of merchant operations
01 · PILLAR
Catalog & campaigns
Pre-launch metafield gates, size-run ad protection, variant-level social feeds, and campaign landing page QA.
02 · PILLAR
Inventory & finance
3PL stock drift alerts, payment gateway payout reconciliation, and scoped Cegid Y2 & Cygnet connectors.
03 · PILLAR
Operations & growth
Wholesale PDF/CSV purchase-order intake, return root-cause routing, SLA breach alerts, and contribution margin ranking.
WORK WITH OUR TEAM
Have a workflow bottleneck?