Every retail lender in India buys leads, and most buy them the same way: pick the vendor with the lowest CPL, pour the leads into the dialler, and let the contact centre discover what was actually purchased. Three months later the CPL was ₹60, the cost per funded loan is a mystery, and the sales floor has opinions.
Buying loan leads well is not complicated. It is five contract clauses, asked for in advance.
Clause 1: the lead definition
Written, specific, and matching what your credit policy can approve: geography, age band, income band, employment type, and the fields that must be present and verified. “Salaried, 21–55, metro + tier-2, income above ₹25,000, PAN provided” is a definition. “Personal loan leads” is a hope. Everything billable is judged against this paragraph, so write it like it will be argued over — because it will.
Clause 2: validation before delivery, not after complaint
Syntax and deliverability on phone and email, carrier checks where permitted, duplicate matching across the vendor’s entire network within a defined window, and form-level prequalification so ineligible applicants filter themselves out before you pay. The test of a vendor is whether rejects arrive as a bill or never arrive at all — the mechanics are on our lead generation page.
Clause 3: the consent trail
Under the DPDP Act and your own regulator’s expectations, each lead needs the consent text shown, source URL, IP and timestamp — stored, exportable, attached to the record. This is not compliance decoration: the consent trail is also your fraud detector, because recycled and scraped leads cannot produce one. A vendor who hesitates on this clause has answered a different question.
Clause 4: price the event your P&L feels
CPL is where campaigns start, not where they should end. The migration path that aligns everyone’s incentives:
- Month 1: validated CPL, volume established, contact-rate floor active.
- Month 2: hybrid — reduced CPL plus a bonus per application started, reported back from your CRM.
- Month 3+: payout weighted to KYC-completed or approval, if your reporting loop is reliable.
Each step moves funnel risk from you to the network, and — just as valuable — tells the traffic sources exactly what a good applicant looks like. Publishers optimise toward whatever is paid; make the paid thing the real thing. The arithmetic for setting each price is in our payout pricing guide.
Clause 5: the floor and the credit window
Two numbers in the insertion order: a contact-rate floor (60–80% within three attempts, depending on product) below which the campaign pauses automatically, and a 7-day rejection window during which leads failing the definition are credited with a reason code. With those, a bad week costs a conversation; without them, it costs a quarter.
The uncomfortable summary
The cheapest CPL in the market is almost always the most expensive cost per funded loan, because the discount was funded by skipping exactly the five clauses above. Buy the validated lead, price the downstream event, and hold the floor — or keep funding the contact centre’s opinions.
We run validated loan-lead campaigns across personal, business and home loans in India — send your lead definition and target CPL and you will get an honest read on whether the two numbers can meet.
Written by the Performetra campaign team. If you want this applied to a live campaign rather than read about, tell us what you are running.