Real-Time Inventory, Honest Attribution, Automation That Actually Scales
Shopify + NetSuite brands hitting the limits of apps and Zapier. We build the back-office integration, post-purchase orchestration, and AI-assisted ops that let you grow past what off-the-shelf tools support.
Our typical D2C client
Brand size
$5M–$100M GMV, 10–100 people
Stack
Shopify + NetSuite or QuickBooks + Klaviyo + Meta/Google Ads + Gorgias/Zendesk
Pattern
Direct-to-consumer, often with wholesale + Amazon channels, growing past Shopify's limits
Common situations
What's Broken in D2C Operations
Eight patterns we see at almost every growing D2C brand. The common thread: the apps and Zapier stack that worked at $1M GMV breaks at $10M.
Shopify inventory and NetSuite inventory disagree.
Shopify says 12 in stock; NetSuite says 7; the 3PL ships 10. Customer orders the last one; you oversell. Returns, transfers, kit assemblies, drop-ship — each opens a sync edge case. Real-time integration handles all of them correctly or it doesn't handle them at all.
Your ROAS in Meta, Google, and the post-checkout survey all disagree.
Meta says it's 4.2. Google says 3.1. The post-purchase survey says half your customers came from a podcast. Each platform reports its own view of attribution. We build the multi-touch attribution pipeline that gives you one honest number for paid spend.
Post-purchase emails are sent by 6 different tools that don't coordinate.
Shipping confirmation from Shopify. Order receipt from Klaviyo. Review request from Yotpo. Replenishment reminder from Recharge. Customer gets four emails in two days. A unified post-purchase journey orchestrates them as one experience.
Customer service answers the same 30 questions a thousand times.
"Where's my order?" "Can I change the size?" "What's your return policy?" Your agents copy-paste responses. An AI-assisted tier-1 layer grounded in your actual product + policy docs handles the bulk with citations, escalating only what genuinely needs a human.
Subscription churn is invisible until the chargeback shows up.
Recharge / Bold has the data. Your CFO has a spreadsheet of guesses. A cohort dashboard pulled from real subscription events shows where churn is happening + why — by SKU, customer segment, signup cohort, cancellation reason.
Returns are a manual back-office black hole.
Customer requests return. Agent emails approval. Warehouse receives. Inventory adjusts (maybe). Refund issues (eventually). Each step lives in a different tool with no audit trail. An automated returns workflow with status visibility is one of the highest-ROI engagements for D2C brands.
Your SKU count exploded and your data model didn't.
You started with 30 SKUs. You now have 500 across colors, sizes, bundles, gift sets, subscription variants. Your reporting still treats them as flat rows. We model the variant hierarchy properly so reporting and attribution work at scale.
Fraud + chargebacks are eating margin you can't see in any dashboard.
Stripe Radar fires sometimes. Signifyd is expensive. Your manual review is slow + inconsistent. An ML-assisted fraud scoring layer trained on your actual order history catches more, escalates fewer false positives, and gives finance a real handle on chargeback cost.
Deliverables
What We Ship for D2C Brands
Shopify ↔ NetSuite real-time inventory sync
Bi-directional, handling returns + transfers + kit assemblies + drop-ship + multi-warehouse. The integration we ship most often for e-commerce.
Multi-touch attribution pipeline
Pull from Meta + Google + LinkedIn + Klaviyo + post-purchase survey. Apply first-touch / last-touch / linear / position-based attribution. One honest ROAS dashboard for the team.
Post-purchase journey orchestration
Unified flow across Shopify + Klaviyo + Yotpo + Recharge so customers get a coordinated experience, not four uncoordinated emails. Configurable per-product or per-segment.
AI-assisted customer service
Tier-1 ticket triage + auto-response on FAQs (shipping, returns, sizing) with citations to your actual policy docs. Routes complex tickets to humans with the context already loaded.
Returns + refunds workflow
RMA generation, warehouse receiving, inventory adjustment, refund issuance — orchestrated end-to-end with audit trail + customer status updates. Replaces the email chain.
Subscription + churn analytics
Real-time cohort analysis from Recharge/Bold/Smartrr. Churn by SKU, segment, cohort, cancellation reason. Surface retention levers before the next quarterly review.
Related services
Services That Fit This Vertical
System Integration
The biggest leverage for D2C: Shopify ↔ NetSuite ↔ Klaviyo ↔ ad platforms ↔ 3PL. Everything depends on this layer working.
Process Automation
Returns workflow, post-purchase journey, subscription billing logic, fraud review — the operational backbone.
NetSuite Customization
Inventory management, multi-warehouse, kit assemblies, custom billing — the SuiteScript work most D2C brands need.
AI Integration & Automation
Customer service triage, product description generation at scale, review summarization, fraud scoring.
Data Analytics & Dashboards
Attribution pipeline, cohort analysis, SKU-level margin, channel-level ROAS — replaces the 5-tab spreadsheet review.
Tech stack
The D2C Stack
E-commerce
- Shopify
- Shopify Plus
- BigCommerce
- WooCommerce
ERP / Accounting
- NetSuite
- QuickBooks
- Cin7
- Brightpearl
Email + retention
- Klaviyo
- Postscript
- Attentive
- Yotpo
Ad platforms
- Meta Ads
- Google Ads
- TikTok Ads
Subscription + payments
- Recharge
- Bold
- Smartrr
- Stripe Billing
Ops + service
- Gorgias
- Zendesk
- Loop Returns
- ShipBob / ShipHero
Case study spotlight
NetSuite E-Commerce Inventory Sync
How Purcell Analytics built a bidirectional NetSuite + e-commerce sync for a small industrial manufacturer — orders ingested, inventory updated in near-real-time, fulfillment tracking pushed back out, and reporting consolidated inside NetSuite.
Industry
Industrial manufacturing
Company size
small business
Stack
NetSuite, SuiteScript 2.0, NetSuite REST API, Python
Playbooks
38 Documented Playbooks for D2C Brands
GDPR Compliance for E-commerce | Purcell Analytics
Practical playbook for automating GDPR & Data Privacy Compliance in E-commerce & D2C Brands. Pain points, typical tools, and measurable outcomes.
CSAT Surveys for E-commerce | Purcell Analytics
Practical playbook for automating NPS & CSAT Surveys in E-commerce & D2C Brands. Pain points, typical tools, and measurable outcomes.
Account Health for E-commerce | Purcell Analytics
Practical playbook for automating Customer Health Scoring in E-commerce & D2C Brands. Pain points, typical tools, and measurable outcomes.
HR Onboarding for E-commerce | Purcell Analytics
Practical playbook for automating Employee Onboarding in E-commerce & D2C Brands. Pain points, typical tools, and measurable outcomes.
Knowledge Base for E-commerce | Purcell Analytics
Practical playbook for automating Knowledge Base Management in E-commerce & D2C Brands. Pain points, typical tools, and measurable outcomes.
KPI Alerts for E-commerce | Purcell Analytics
Practical playbook for automating KPI Alerting & Anomaly Detection in E-commerce & D2C Brands. Pain points, typical tools, and measurable outcomes.
Renewals for E-commerce | Purcell Analytics
Practical playbook for automating Contract Renewals in E-commerce & D2C Brands. Pain points, typical tools, and measurable outcomes.
Supplier Setup for E-commerce | Purcell Analytics
Practical playbook for automating Supplier Onboarding in E-commerce & D2C Brands. Pain points, typical tools, and measurable outcomes.
FAQ
Frequently Asked Questions
We're on Shopify Basic — too small for this?
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For full integration engagements, usually yes — Shopify Basic brands typically use Zapier + apps until they grow past it. A focused integration ($8-12K) for inventory or attribution can still pay back if you have the volume to justify it. We'll be honest.
We use Cin7 / Brightpearl / Linnworks instead of NetSuite. Do you work with those?
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Yes. We've integrated Shopify with most major ERPs. NetSuite is our deepest expertise but the integration patterns are similar across systems.
Can you replace Loop Returns / Gorgias / [SaaS we hate]?
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Sometimes — when the per-seat cost outweighs the build cost and the SaaS doesn't fit your workflow. Run our Build vs SaaS calculator to see the math. We'll honestly tell you when staying with the SaaS is the right call.
We sell on Shopify + Amazon + wholesale. Does that change things?
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It changes the integration scope but not the approach. Multi-channel brands need inventory + order data unified across channels with one source of truth. We've shipped 3-4 channel integrations several times.
What about AI for product descriptions / catalog work?
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Common engagement. LLM-assisted product description generation at scale, image alt-text generation, SEO meta description writing — all common AI work for D2C catalogs. Quality gates + brand voice training are the key.
Can you help with attribution post-iOS 14?
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Yes — common pain. Server-side conversion APIs (Meta CAPI, Google Enhanced Conversions), first-party data infrastructure, post-purchase survey integration, multi-touch modeling. The point isn't perfect attribution; it's a defensible number you can act on.
Do you do Shopify theme development?
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No — that's a specialty discipline. We refer to Shopify theme partners and focus on the backend integration + automation + AI work.
What's the smallest engagement?
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About $8K — typically a focused Shopify ↔ NetSuite integration shipped in 2-3 weeks. Below that, we'll refer you to a Zapier setup or a Shopify app.
Calculators
Run the Numbers on Your Brand
Build vs Zapier Calculator
Most D2C brands outgrow Zapier integrations to NetSuite/Shopify fast — see when custom pays back.
Process Automation ROI
Run the math on returns workflow, customer service triage, or post-purchase orchestration.
Build vs SaaS Calculator
Compare per-seat e-commerce tools (Gorgias, Loop, attribution platforms) against custom equivalents.
Which D2C Problem Above Is Costing You the Most?
Schedule a 30-minute discovery call. We'll review your stack + send a written assessment of the highest-ROI engagement to ship first.