E-commerce Fraud Detection: Flag Order Fraud Before It Ships
Friendly fraud, stolen cards, and chargebacks quietly erase margin after you have already packed and posted. Manual review does not scale, and blanket declines punish the customers who would have paid.
We build automated fraud scoring that holds suspicious orders before fulfilment.
Sound Familiar?
These are the exact issues our ecommerce clients faced before automated fraud detection:
- Chargebacks land weeks after fulfilment: you lose the goods, the shipping cost, and the processor fee
- Friendly fraud ("item not received", "unauthorised") arrives from real cardholders who never contacted support
- Stolen-card orders clear payment, then reverse once the true cardholder disputes
- Blanket blocks on provinces, IPs, or new customers kill conversion and waste paid acquisition spend
- Ops reviews high-value orders by gut feel in a spreadsheet while the pick wave waits
Card-not-present fraud dominates South African credit-card losses, and MEA chargeback volumes are projected to rise fastest globally through 2028. Waiting until disputes arrive is already too late: the box has left the warehouse.
What Chargeback Prevention Looks Like in Practice
Order pays → risk score runs → hold or release → only clean baskets reach pick.
Order Paid
Shopify or WooCommerce confirms payment from PayFast, Peach, Yoco, Stripe, or Ozow
Fraud Score Runs
Rules and gateway signals score shipping mismatch, velocity, AVS/CVV, and 3DS outcome
Hold or Release
Low risk ships. High risk pauses fulfilment and lands in a review queue with reasons
Margin Protected
Fraudulent baskets never leave the dock. Good customers keep a fast path to delivery
Everything You Need for Reliable Order Fraud Controls
Automated Fraud Scoring
Every paid order gets a risk score from rules and signals before fulfilment releases it to pick.
Payment Gateway Signals
AVS/CVV results, 3-D Secure outcome, velocity, and issuer responses feed the score alongside storefront data.
Hold & Release Workflows
High-risk orders pause fulfilment automatically. Reviewers release, cancel, or request verification from one queue.
Storefront Status Sync
Shopify and WooCommerce order tags and fulfilment holds update in real time so warehouse and support stay aligned.
False-Positive Tuning
Rules and thresholds are tuned so good customers clear automatically while suspicious baskets stay on hold.
Chargeback Evidence Pack
Risk signals, delivery proof links, and review notes assemble into a dispute-ready trail when a chargeback still lands.
Platforms We've Wired for Fraud Scoring
From R48K/Month Chargebacks to a Controlled Hold Queue
How a Cape Town Shopify fashion brand cut chargebacks 68% and recovered R412K in year-one margin without choking conversion.
The Manual Process
- Ops skimmed high-value orders in a spreadsheet after payment cleared
- Stolen-card and friendly-fraud orders often shipped before anyone flagged them
- Province and new-customer blanket blocks frustrated legitimate buyers
- Chargebacks arrived with no organised evidence pack for representment
- Finance treated dispute fees as an unavoidable cost of selling online
The Automated Process
- Every paid order scores against rules plus PayFast and 3DS signals
- High-risk baskets hold fulfilment; low-risk baskets release to pick automatically
- Review queue shows shipping mismatch, velocity, and AVS/CVV reasons in one place
- Good customers keep a fast path; only the grey band needs a human look
- Dispute packs assemble risk notes and delivery proof when a chargeback still lands
Before vs After Fraud Detection
How It Works
From first conversation to live fraud scoring in 3–5 weeks.
Map Your Fraud Leak
Chargeback history, gateway setup, review process today, and which order patterns cost you the most.
Free Scoping Call
30-minute call to design scoring rules, hold thresholds, release SLAs, and gateway signal sources.
Build & Test
We build the scoring and hold workflow, shadow-score live orders for a week, then tune false positives.
Go Live & Monitor
Suspicious orders stop before they ship. Dashboards track hold rate, chargebacks, and approval speed.
Frequently Asked Questions
How long does ecommerce fraud detection take to set up?
A standard Shopify or WooCommerce fraud scoring build with gateway signals and hold/release queues takes 3–5 weeks from scoping to go-live. A focused rules engine on one storefront can be live in about two weeks. Multi-gateway, multi-channel setups with dispute evidence packs take closer to 5–7 weeks.
Will fraud scoring block good customers and hurt conversion?
That is the risk of blunt filters, and we design against it. Low-risk orders auto-release. Only the grey band goes to a human hold queue. We measure false-positive rate beside chargeback rate so conversion does not quietly bleed while fraud looks "fixed".
Which platforms and gateways can you connect?
We have connected Shopify, WooCommerce, PayFast, Peach Payments, Yoco, Stripe, Ozow, and custom order management systems. If your gateway exposes AVS, CVV, 3-D Secure, or risk metadata, and your storefront can hold fulfilment, we can wire the flow.
How is this different from the gateway's built-in fraud tools?
Gateway tools score the payment. We score the order for pre-ship decisions: shipping mismatch, velocity across SKUs, new-customer patterns, and warehouse hold/release before pick. Gateway signals still feed the model; the outcome is an ops workflow, not only a decline at checkout.
What happens when an order is held?
Fulfilment pauses automatically. Your team sees the risk reasons, contacts the customer if needed, then releases or cancels. Released orders re-enter the normal pick wave. Cancelled orders stop stock reservation and can trigger a refund path you already use.
How much does ecommerce fraud detection cost?
Order risk scoring with hold/release on a single storefront starts from around R35,000. Full gateway-signal scoring, multi-channel holds, and chargeback evidence packs typically range from R45,000 to R85,000. Merchants losing mid-five figures a month to chargebacks often see ROI inside 2–4 months.
Stop Shipping Orders That Will Come Back as Chargebacks
If finance is still absorbing dispute fees and lost stock as a cost of selling online, you are paying for a problem that automated fraud scoring already solves.
Tell us which storefront and gateway you run, what your chargeback rate looks like, and how orders release to fulfilment today. We will show you exactly how hold-and-release scoring would work for your catalogue.