✨

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. Sourced from field research and real agency performance data (2024–2026).

🌍

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.