How can payment gateways in India avoid fraudulent transactions?
Preventing fraudulent transactions in Indian payment platforms requires a combination of local regulatory requirements, technological tools and operational strategies. The following are professional recommendations, systematically addressed in 7 dimensions:
- Statutory compliance framework
- Strict adherence to RBI's Payment System Operators Directive (2020)
- Implementation of the DPA2018 data protection standard (GDPR equivalent)
- Implement PCI DSS Level 1 certification requirements
- Establishment of PMLA (anti-money laundering) compliance team
-
AI Risk Control Matrix
- Deployment of behavioural biometric engines:- Keystroke kinetic analysis (TypingDNA integration)
- Device fingerprint + GPS track clustering analysis
- UPI Intelligent Intercept System: - NPCI Transaction Velocity Monitoring
- BHIM Aadhaar Pay Anomaly Pattern Detection
-
L3 Merchant Authentication System
√ KYC Enhancement Process:
Video KYC + CKYC database cross validation
√ GSTIN dynamic checksum:
Automatic interfacing to GST portal API for real-time verification
√ TDR Smart Scoring:
Merchant credit rating model based on CRISIL data -
OTP Security Enhancement Programme
◇ SIM Swap detection system (direct connection with telecommunication operators' API)
◇ OTP geo-fencing technology (restricting cross-state transaction verification)
◇ VoiceOTP alternative programme (for older user groups) -
RBI mandatory audit item coverage
✓ Daily MIS report generation (in DPSS.CO.PD.No.1815 format)
✓ Quarterly CERT-In penetration test
✓ Annual RBI Technical Architecture Assessment -
Localised Fraud Profile Library
- Paytm Fraud Pattern Library (contains 200+ regional scams)
- UPI ID Blacklist Sharing Alliance
- BharatQR man-in-the-middle attack signature identification
7. Dispute handling SLA mechanism
" NPCI mandated 2 hour emergency response window
" Escrow Account Funds Freeze Automation Interface
" Merchant Chargeback Predictive Modelling
Example of typical case handling process:
When the same IP is detected to have initiated 50 UPI Collect requests within 30 minutes, the system will: ① automatically trigger the Additional Factor authentication required by RBI; ② freeze the transaction and send an early warning to the NPCI Fraud Reporting Portal; and ③ call Yes Bank's Suspend Settlement API.
It is recommended that the following parameters be updated on a quarterly basis: FAFT list of high risk countries, RBI latest warning cases, NPCI routing rule changes. The above measures will keep the fraud rate below the BPSS baseline of 0.015%.
Okay, I will continue to dive into the technical implementation details and advanced strategies for payments anti-fraud in India, divided into the following core modules to unfold:
8. Real-time transaction monitoring system architecture
Technology Stack Portfolio:
- stream processing engine: Apache Flink (handling 2000+ TPS spikes at UPI)
- rules engine: Drools + in-house ML model (supports regionalised rule configuration)
- Example: Special risk control strategy for overseas remittances from Kerala
- data layer::
# NPCI Transaction Data ETL Example
def transform_upi_transaction(raw_data).
return {
'txn_id': raw_data['NPCI_REF'],
'geo_hash': geohash.encode(raw_data['lat'], raw_data['lon'], precision=7),
'device_cluster': DeviceGraph.find_similar(raw_data['device_fp']),
'is_high_risk': RiskModel.predict(raw_data)
}
9. UPI/IMPS dedicated defence programme
Type of attack | Means of detection | mitigation |
---|---|---|
QR Code Replacement Scam | CV Image Recognition + Merchant Geolocation Bias Detection | OTP secondary confirmation + dynamic QR code signature |
SIM card hostage-taking | IMEI-SIM Binding Analysis (Integration with Jio/Airtel API) | Voice OTP fallback mechanism |
Mule Account Network | GraphQL query account association mapping | RBI mandates 90-day account activity cooling-off period |
10. Guidelines for Responding to the New RBI Regulations (Updated 2024)
-
eMandate Fraud Protection::
- Mandate changes need to trigger dual authorisation (SMS + email)
- Auto-debit amount mutation monitoring (>15% fluctuation auto-debit)
-
Cross-border Payment Enhanced Verification::
// FATF travel rule compliance code snippet
if (transaction.isCrossBorder()) {
require(LRS(FEMA specification)).
triggerVostroAccountCheck().
applyDynamicForexLimit().
}
-
AePS biometric authentication against counterfeiting:
Using Live Detection + Liveness Score Threshold Controls
11. AI model-specific optimisation
graph TD
A[raw transaction data] --> B{feature engineering}
B --> C [spatio-temporal characteristics]
B --> D [sequence of acts]
C --> E [Geohash grid anomaly detection]
D --> F [LSTM timing analysis]
E & F --> G [XGBoost integrated learning]
G --> H [dynamic risk score 1-100]
H -- score>75 --> I [manual review queue]
Key Indicator Requirements:
- Recall rate ≥98% (preventing missed tests)
- FP rate ≤ 0.5% (reduced false kills)
12. Bank Collaborative Defence Network
Establish a blockchain-based sharing mechanism:
- PAN card blacklisting federation chain (Hyperledger Fabric implementation)
- IMPS mule account hotspot map real-time synchronisation
3.CIBIL sub-cross validation interface
Partners include.
SBI → Yes Bank → NPCI Switch → Razorpay → Paytm
13. Handbook on high-risk scenarios
Case1: PG route hijacking attack
✅ Immediate action.
-Call CyberCell API to freeze intermediary accounts
-Switches to the alternate PCI-certified channel
Case2: Bharat BillPay duplicate debits
✅Process.
1. BBPOS system rollback instructions
2. Priority settlement during the NPCI dispute window
3. Auto-refund + compensation interest calculation
Case 3: Aadhaar Pay fingerprint forgery
✅Response programme.
-Launches UIDAI Level 2 Biocertification
-Triggers CKYCR revalidation
Recommendations for directions that need to be continued and deepened:
① Design of UAT Environment Stress Test Solution for NPCI
② Assessment of the Impact of PSS Act Amendments on Prepaid Card Risk Management
③ Innovative applications of Tokenisation (RBI2019) in anti-fraud