✨

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.

⚙️ Operational Manual Directory

The COD Operating Manual

Structured insights for North African markets. Access localized validation formulas, ad timing tables, operational KPIs, and diagnostic decision trees.

🌍

Market & Psychology

North African market sizes, FB reach stats, and localized buyer trust profiles.

Open Manual Category
🎯

Product Validation

Machine scoring criteria, lifecycle profiles, rules and validation database.

Open Manual Category
⏰

Media Buying & Scaling

Budget allocations, optimal ad timings, dayparting, and ROAS calculations.

Open Manual Category
🎬

Ad Creative & Angles

Dialect optimization, fill-in-the-blank hook templates, and ad video structures.

Open Manual Category
📞

Operations & Logistics

Dialect confirmation scripts, Yalidine/ZR courier price calculators, and target funnel benchmarks.

Open Manual Category
⚠️

Diagnostics & Troubleshooting

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

Open Manual Category
95%
of Algerian e-commerce is Cash on Delivery
30–50%
refusal rate on unverified orders
4–8 wks
lifespan of a winning product before copycats kill it

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.