Ludhiana packs hosiery, bicycle and bicycle parts, auto components, fasteners and light engineering into one dense belt. That density is an advantage only if your list separates the tiers — which is exactly what human research does and a scrape cannot.
A hosiery buyer on Gill Road and a forging buyer at Focal Point have nothing in common except a pincode. Generic 'Ludhiana buyer' lists mix them and waste most of your calls. Your brief locks the vertical before research begins.
Entity exists and operates, address sits in a real Ludhiana industrial pocket, a purchase or proprietor-level contact answers, and the buying category matches your product. Everything else is discarded.
Much of Ludhiana's buying is decided by the proprietor, not a procurement department. We prioritise direct mobile numbers over landlines and switchboards so the first call reaches the person who signs off.
A per-buyer dossier with contact person, direct phone, email, website, location, fit reason and an opening message, exported to CSV.