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

Market & Psychology

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

🌍 Market Snapshot Benchmarks

Core market parameters, FB reach pools, and local logistics parameters.

CountryFB ReachCPM CPLCOD ShareAOV Verified RTOMobileMarket
🇩🇿 Algeria (DZ) 27.5M $1.50–3.00 $0.60–1.50 95%+ 2,500–4,000 DZD 10–20% 92% $1.72B
🇲🇦 Morocco (MA) 22.8M $3.00–5.50 $1.00–2.50 55–85% 200–400 MAD 15–25% 78% $1.66B
🇹🇳 Tunisia (TN) 7.80M $2.00–3.50 $0.80–2.00 90%+ 45–85 TND 12–18% 90% $215M
🇪🇬 Egypt (EG) 51.6M $0.80–1.80 $0.40–1.00 70–80% 400–900 EGP 15–25% 85% $10.39B

🧠 Country Psychology Profiles

Trust models, pricing thresholds, local dialect vs formal language choice.

🇩🇿 Algeria

Trust Needed ★★★★★
Price Sensitivity ★★★★
Brand Openness ★★★★★
✓ Real people / UGC ✓ Community proof ✓ Simple, transparent offers ✓ Darija (Darja)
✕ Luxury branding ✕ Corporate / studio polish ✕ French-only mass-market copy

Cheapest reach in the region but hardest to convert leads into delivered sales. Win on demonstration + sizing clarity, not aesthetics.

🇲🇦 Morocco

Trust Needed ★★★★★
Price Sensitivity ★★★★★
Brand Openness ★★★★
✓ Higher aesthetics ✓ Fashion-forward visuals ✓ Darija over French ✓ Instagram lifestyle framing
✕ French-only copy (limits mass market) ✕ Generic commodity positioning

Most mature & competitive market. Higher willingness to try brands; highest CPMs. Aesthetic quality matters more here than elsewhere.

🇹🇳 Tunisia

Trust Needed ★★★★★
Price Sensitivity ★★★★★
Brand Openness ★★★★★
✓ Bilingual Arabic + French ✓ Short punchy video (15–30s) ✓ “Open on delivery” trust
✕ Static French-only ads ✕ Over-promising

Smallest market, strict FX rules limit cross-border. Buyers naturally mix French + Arabic; lean bilingual.

🇪🇬 Egypt

Trust Needed ★★★★★
Price Sensitivity ★★★★★
Brand Openness ★★★★★
✓ Bundle deals & clear value ✓ Strong social proof ✓ Visible quality checks ✓ Hassle-free returns
✕ GCC/Gulf pricing ✕ Thin social proof ✕ Unrealistic claims

Largest, cheapest audience but ultra price-sensitive (a 10–15% price jump loses buyers) and trust-cautious (62% who avoid online cite trust). Social proof is decisive.

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