The team behind SniperStack is actively contributing to open-source AI — building tools for the Maghreb while giving back to the community.

COD Operating Manual Category Hub and Diagnostic Playbooks

Cash on delivery optimization system. Category guidelines for media buyers: ad timings, scaling caps, validation formulas, and Anti-Patterns.

Category Manual

Diagnostics & Troubleshooting

Spotting death signs, fatigue ladders, failure modes, and campaign audit decision trees.

⚠️ Standard Failure Traps

Common operation errors that drain capital and trigger high RTO.

⚠️ AliExpress shipping (30–45 days)

Buyers expect 2–5 days. Long transit → forgotten orders, local alternatives, remorse. RTO >50%. Source locally.

⚠️ Pixel optimised for web checkouts

A web checkout is just a lead. Browser-pixel optimisation trains Meta on your failed deliveries. Send Confirmed/Delivered via CAPI.

⚠️ The working-capital gap

Couriers remit on J+3 to J+14. 100 orders/day × 300 MAD × 15 days ≈ $45k locked in transit. Keep a 2–3 week cash reserve.

⚠️ Truecaller spam-flagging

Manual confirmation numbers get flagged → red call screen → answer rates collapse. Use Truecaller’s verified business program.

⚠️ Multi-step checkout

Card-first checkouts hit ~75% abandonment. One-page form (name, phone, wilaya/commune, landmark). Extra fields drop conversion ~50%.

⚠️ Copycat saturation

Viral hits last 4–8 weeks before being cloned and undercut. Rotate products and refresh creative constantly.

⚠️ Scaling on “book sales”

Scaling on dashboard conversions, not delivered orders, drains margin via return shipping (~30–40% of the delivery fee per RTO).

⚠️ Solo past 30–50 orders/day

A solo operator can’t keep up with confirmation calls + dispatch + CS. Confirmation lags, RTO rises. Hire a confirmation agent first.

Fatal COD Anti-Patterns

Operational blacklists that destroy customer conversions on sight.

AliExpress Dropshipping Sourcing

The Action

Sourcing items directly from China for shipping to Maghreb customers.

Why it Fails

Transit times exceed 30 days. Customers forget the order, buy an alternative locally, or refuse to pay because of buyer remorse. RTO rates will spike past 50%.

French-Only Ads in Algeria

The Action

Using standard European French ad copy & video voiceovers.

Why it Fails

While French is understood, it sounds like an external corporate brand. Algerian buyers respond best to local Darija. French copy filters out mass-market consumers.

90-Second Product Ads

The Action

Relying on long, television-style infomercial scripts.

Why it Fails

Mobile scroll attention spans are under 3 seconds. The dropoff is severe. Ads exceeding 30s waste budget on viewers who already lost interest.

Stock White-Background Images

The Action

Using manufacturer white-background catalog shots on social feeds.

Why it Fails

Looks like an ad. People scroll past it. Real, slightly raw smartphone demonstrations (UGC) generate 3x more clicks and traffic.

Forcing Email Checkout Fields

The Action

Making email address a required checkout field on landing pages.

Why it Fails

Maghreb buyers rarely use email for e-commerce. Forcing email requirements results in up to 50% form abandonment. Only ask for Name, Phone, and Address/Landmark.

Card-first Checkout Systems

The Action

Implementing card-first checkouts in countries with low card penetration.

Why it Fails

Over 95% of consumers in the Maghreb pay with cash on delivery. Card requirements cause immediate bounce rates. COD forms must be front and center.

📉 Product Death Warning Signals

Auction indicators showing when a product lifecycle is ending.

Signal IndicatorReal-time Meaning
📉 CTR trending down Creative fatigue or audience saturation
📉 Comments: “I bought this elsewhere / cheaper” Commoditised — price war incoming
📉 20+ competitors running active ads Market saturated
📉 CPM & CPC rising Auction competition up
📉 Frequency climbing Burning the same audience
📉 Confirmation rate dropping Lead quality decaying / wrong audience
📉 Delivery rate dropping Buyers cooling / copycats undercutting in transit
📉 Net profit shrinking despite stable spend The product is dying — rotate

🔁 Creative Fatigue Actions

Scale up the rotation ladder as CTR drops to sustain campaigns.

1

New product

One strong creative to validate demand

2

Early traction

Three creatives, same angle, different hooks

3

Scaling

Ten creatives in rotation to fight frequency

4

Fatigue

New angles (different problem/benefit)

5

Deep fatigue

New avatar / spokesperson / format

6

Exhausted

Rotate to the next product

🛒 The COD Funnel Diagnostics

Verify KPIs stage by stage, target leakage points, and apply fixes.

StageKPI MetricTarget Common LeakCorrection Action
Impression CPM in benchmark see country table Wrong audience / season spike Broaden audience, avoid peak-CPM windows
Hook (3s) Hook rate / 3s views ≥30% Weak first 3 seconds New hook from the angle library
Video watch Hold rate ~35% Slow middle, no payoff Tighten edit, demo earlier
Click CTR ≥2% Hook ≠ offer, no CTA Align creative promise with CTA
Landing page LP conversion 8% (range 1–2.5% for cold) Slow load, long form, no trust One-page form, speed, local currency, trust badges
Lead CPL in benchmark see country table Fake / duplicate orders Phone validation (E.164), risk scoring
Confirmation Confirmation rate 65–80% Slow callback, spam-flagged number Call within 2h, verified business caller ID, WhatsApp
Shipping Dispatch accuracy Manual entry typos Courier API sync, no copy-paste
Delivery Delivery success 70–90% Slow transit, missing landmark Stop-Desk option, landmark accentuation, WhatsApp updates
Repeat Repeat rate / LTV No post-purchase follow-up WhatsApp re-engagement, bundle next purchase

🌳 Media Buying Diagnostic Decision Trees

Verify check list from top to bottom, execute the first matching action.

CPL too high / unprofitable
  1. Hook rate < 30% or CTR < 2%?

    → Creative problem → new hook & angle (see angle library). Don’t touch the rest yet.

  2. Creative healthy but landing conversion < 6%?

    → Landing page → page speed, one-page form, local currency, trust badges.

  3. Landing fine but confirmation < 65%?

    → Ops → call within 2h, verified caller ID, WhatsApp fallback.

  4. Confirmation fine but delivery < 70%?

    → Logistics → Stop-Desk option, landmark capture, switch courier per wilaya.

  5. All healthy but still unprofitable?

    → Margin/price → raise price, bundle to lift AOV, or drop the product.

Was winning, now declining
  1. Frequency rising + CTR falling?

    → Creative fatigue → climb the fatigue ladder (new creatives → angles → avatar).

  2. 20+ competitors / “cheaper elsewhere” comments?

    → Saturation → differentiate, bundle, or rotate to next product.

  3. Delivery/confirmation dropping?

    → Lead quality or copycats undercutting in transit → tighten audience, add WhatsApp engagement.

High refusal rate (RTO)
  1. Calling buyers within 2 hours?

    → No → speed up confirmation; response drops ~40% after 24h.

  2. Capturing a landmark on the form?

    → No → add it; missing landmarks fail ~20% of first attempts.

  3. Shipping unconfirmed orders?

    → Stop → never dispatch before verification.

  4. Specific wilayas/regions worse?

    → Route those to Stop-Desk pickup or a different courier.

We use cookies

Essential cookies only — to keep you logged in and secure your session. No tracking or advertising cookies.

Read our Privacy Policy for full details.