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In a perfect world, every payment you process would match perfectly with your gateway records, bank statements, and accounting systems. Reality is messier. Transaction reconciliation is the process of ensuring that all parties—your system, payment gateways, processors, and banks—agree on what happened.
At scale, reconciliation becomes a significant engineering challenge. A platform processing 100 million transactions monthly will encounter thousands of discrepancies daily: refunds applied to wrong transactions, settlements delayed by holidays, disputes opened weeks after purchase, currency conversion differences, and gateway outages causing missing records.
Failure to reconcile accurately leads to financial losses, audit failures, tax problems, and in severe cases, regulatory action. This page teaches you to build reconciliation systems that catch discrepancies before they compound.
By the end of this page, you will understand why reconciliation is necessary, the different types of reconciliation (payment, settlement, financial), the reconciliation process and discrepancy handling, building automated reconciliation systems, and reporting for audits and compliance.
Reconciliation ensures that your view of financial reality matches the actual financial reality. Without it, you cannot trust your revenue numbers, detect fraud or errors, or pass financial audits.
| Reconciliation Type | Compares | Frequency | Purpose |
|---|---|---|---|
| Payment Reconciliation | Your DB ↔ Gateway records | Real-time + daily batch | Ensure all transactions are recorded |
| Settlement Reconciliation | Gateway records ↔ Bank deposits | T+1 to T+3 | Verify money actually arrived |
| Financial Reconciliation | All of above ↔ Accounting ledger | Daily/Monthly | Balance books for reporting |
| Merchant Payout Reconciliation | Calculated payouts ↔ Actual transfers | Per payout cycle | Ensure merchants receive correct amounts |
Discrepancies compound. A $1 daily discrepancy becomes $365/year. At 100M transactions/year with 0.01% error rate, that's 10,000 errors to investigate. Most won't self-resolve. The longer you wait to reconcile, the harder it becomes to trace the root cause.
Effective reconciliation requires a data model that captures transactions from multiple sources and tracks their reconciliation status.
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-- Core Transaction Record (Your System)CREATE TABLE transactions ( id UUID PRIMARY KEY, external_id VARCHAR(255) UNIQUE, -- Order ID, invoice ID -- Amount details amount BIGINT NOT NULL, -- In smallest currency unit currency VARCHAR(3) NOT NULL, captured_amount BIGINT DEFAULT 0, refunded_amount BIGINT DEFAULT 0, -- Status tracking status VARCHAR(50) NOT NULL, gateway_status VARCHAR(50), -- Gateway references gateway VARCHAR(50) NOT NULL, gateway_transaction_id VARCHAR(255), gateway_authorization_code VARCHAR(50), -- Timestamps created_at TIMESTAMP WITH TIME ZONE DEFAULT NOW(), authorized_at TIMESTAMP WITH TIME ZONE, captured_at TIMESTAMP WITH TIME ZONE, settled_at TIMESTAMP WITH TIME ZONE, -- Reconciliation state reconciliation_status VARCHAR(50) DEFAULT 'pending', -- 'pending', 'matched', 'discrepancy', 'resolved', 'written_off' last_reconciled_at TIMESTAMP WITH TIME ZONE); -- Gateway Transaction Records (From Gateway Reports)CREATE TABLE gateway_records ( id UUID PRIMARY KEY, gateway VARCHAR(50) NOT NULL, gateway_transaction_id VARCHAR(255) NOT NULL, report_date DATE NOT NULL, -- Transaction details from gateway transaction_type VARCHAR(50) NOT NULL, -- 'authorization', 'capture', 'refund', 'chargeback' amount BIGINT NOT NULL, currency VARCHAR(3) NOT NULL, status VARCHAR(50) NOT NULL, -- Fee information gross_amount BIGINT, fee_amount BIGINT, net_amount BIGINT, -- Linking merchant_reference VARCHAR(255), -- Your transaction ID card_last4 VARCHAR(4), -- Metadata raw_data JSONB, imported_at TIMESTAMP WITH TIME ZONE DEFAULT NOW(), UNIQUE(gateway, gateway_transaction_id, transaction_type)); -- Settlement Records (From Bank/Gateway Settlement Reports)CREATE TABLE settlement_records ( id UUID PRIMARY KEY, gateway VARCHAR(50) NOT NULL, settlement_id VARCHAR(255) NOT NULL, settlement_date DATE NOT NULL, -- Settlement amounts gross_amount BIGINT NOT NULL, fee_total BIGINT NOT NULL, net_amount BIGINT NOT NULL, currency VARCHAR(3) NOT NULL, -- Bank details bank_reference VARCHAR(255), deposit_date DATE, -- Status status VARCHAR(50) DEFAULT 'pending', -- 'pending', 'received', 'discrepancy', 'resolved' actual_deposit_amount BIGINT, deposit_discrepancy BIGINT, imported_at TIMESTAMP WITH TIME ZONE DEFAULT NOW()); -- Reconciliation DiscrepanciesCREATE TABLE reconciliation_discrepancies ( id UUID PRIMARY KEY, transaction_id UUID REFERENCES transactions(id), gateway_record_id UUID REFERENCES gateway_records(id), discrepancy_type VARCHAR(50) NOT NULL, -- 'missing_gateway', 'missing_internal', 'amount_mismatch', -- 'status_mismatch', 'settlement_mismatch', 'duplicate' severity VARCHAR(20) NOT NULL, -- 'low', 'medium', 'high', 'critical' expected_value TEXT, actual_value TEXT, difference_amount BIGINT, -- Resolution tracking status VARCHAR(50) DEFAULT 'open', -- 'open', 'investigating', 'resolved', 'written_off' assigned_to VARCHAR(255), resolution_notes TEXT, resolved_at TIMESTAMP WITH TIME ZONE, resolved_by VARCHAR(255), created_at TIMESTAMP WITH TIME ZONE DEFAULT NOW()); -- Create indexes for efficient reconciliation queriesCREATE INDEX idx_transactions_reconciliation ON transactions(reconciliation_status, created_at);CREATE INDEX idx_gateway_records_unmatched ON gateway_records(gateway_transaction_id) WHERE merchant_reference IS NULL;CREATE INDEX idx_discrepancies_open ON reconciliation_discrepancies(status, created_at) WHERE status = 'open';You have three sources of truth: (1) Your transaction database, (2) Gateway reports/API data, (3) Bank settlement statements. Reconciliation verifies consistency across all three. Each comparison is a separate reconciliation job.
Payment reconciliation compares your internal transaction records with gateway records to ensure every transaction is accounted for.
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interface ReconciliationResult { period: { start: Date; end: Date }; gateway: string; summary: { totalTransactions: number; matched: number; missingInGateway: number; missingInDatabase: number; amountMismatches: number; statusMismatches: number; matchRate: number; }; discrepancies: Discrepancy[];} class PaymentReconciliationEngine { constructor( private transactionRepo: TransactionRepository, private gatewayRecordRepo: GatewayRecordRepository, private discrepancyRepo: DiscrepancyRepository ) {} async reconcile( gateway: string, startDate: Date, endDate: Date ): Promise<ReconciliationResult> { // Step 1: Fetch all transactions for the period const internalTxs = await this.transactionRepo.findByPeriod( gateway, startDate, endDate ); const gatewayRecords = await this.gatewayRecordRepo.findByPeriod( gateway, startDate, endDate ); // Step 2: Build lookup maps for efficient matching const internalByGatewayId = new Map( internalTxs.map(tx => [tx.gatewayTransactionId, tx]) ); const gatewayById = new Map( gatewayRecords.map(r => [r.gatewayTransactionId, r]) ); const discrepancies: Discrepancy[] = []; let matched = 0; // Step 3: Check each internal transaction against gateway for (const tx of internalTxs) { const gatewayRecord = gatewayById.get(tx.gatewayTransactionId); if (!gatewayRecord) { // Missing in gateway records discrepancies.push(this.createDiscrepancy( tx, null, 'missing_gateway', this.calculateSeverity('missing_gateway', tx) )); continue; } // Check for field mismatches const fieldDiscrepancies = this.compareFields(tx, gatewayRecord); if (fieldDiscrepancies.length > 0) { discrepancies.push(...fieldDiscrepancies); } else { matched++; await this.transactionRepo.markReconciled(tx.id); } // Mark gateway record as matched gatewayById.delete(tx.gatewayTransactionId); } // Step 4: Remaining gateway records are missing internally for (const gatewayRecord of gatewayById.values()) { discrepancies.push(this.createDiscrepancy( null, gatewayRecord, 'missing_internal', 'critical' // Always critical - we have money but no record! )); } // Step 5: Store discrepancies await this.discrepancyRepo.createMany(discrepancies); return { period: { start: startDate, end: endDate }, gateway, summary: { totalTransactions: internalTxs.length, matched, missingInGateway: discrepancies.filter(d => d.type === 'missing_gateway').length, missingInDatabase: discrepancies.filter(d => d.type === 'missing_internal').length, amountMismatches: discrepancies.filter(d => d.type === 'amount_mismatch').length, statusMismatches: discrepancies.filter(d => d.type === 'status_mismatch').length, matchRate: matched / internalTxs.length, }, discrepancies, }; } private compareFields( internal: Transaction, gateway: GatewayRecord ): Discrepancy[] { const discrepancies: Discrepancy[] = []; // Amount comparison (both should be in smallest currency unit) if (internal.capturedAmount !== gateway.amount) { discrepancies.push(this.createDiscrepancy( internal, gateway, 'amount_mismatch', this.calculateSeverity('amount_mismatch', internal, Math.abs(internal.capturedAmount - gateway.amount)) )); } // Status mapping and comparison const mappedStatus = this.mapGatewayStatus(gateway.status); if (internal.status !== mappedStatus) { discrepancies.push(this.createDiscrepancy( internal, gateway, 'status_mismatch', this.calculateSeverity('status_mismatch', internal) )); } // Currency mismatch (should never happen, but verify) if (internal.currency !== gateway.currency) { discrepancies.push(this.createDiscrepancy( internal, gateway, 'currency_mismatch', 'critical' )); } return discrepancies; } private calculateSeverity( type: string, tx: Transaction | null, difference?: number ): DiscrepancySeverity { // Severity based on discrepancy type and amount if (type === 'missing_internal') return 'critical'; if (type === 'currency_mismatch') return 'critical'; if (type === 'amount_mismatch' && difference) { if (difference > 10000) return 'critical'; // > $100 if (difference > 1000) return 'high'; // > $10 if (difference > 100) return 'medium'; // > $1 return 'low'; // Likely rounding } if (type === 'missing_gateway' && tx) { // High-value transactions missing from gateway are critical if (tx.amount > 100000) return 'critical'; // > $1000 return 'medium'; } return 'low'; }}Always reconcile with a buffer for timing differences. If reconciling transactions from January 15th, include gateway records from January 14th-16th to catch timezone differences and processing delays. This reduces false 'missing' discrepancies.
Settlement reconciliation verifies that money expected from the gateway actually arrives in your bank account. This is where "captured" transactions become real money.
Settlement Flow:
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interface SettlementReport { settlementId: string; gateway: string; settlementDate: Date; // Expected amounts from gateway expectedGross: number; expectedFees: number; expectedNet: number; currency: string; // Breakdown by type captures: { count: number; amount: number }; refunds: { count: number; amount: number }; chargebacks: { count: number; amount: number }; adjustments: { count: number; amount: number }; // List of transaction IDs in this settlement transactionIds: string[];} interface BankStatement { date: Date; description: string; reference: string; amount: number; currency: string;} class SettlementReconciliationEngine { async reconcileSettlement( settlementReport: SettlementReport, bankStatements: BankStatement[] ): Promise<SettlementReconciliationResult> { // Step 1: Find matching bank deposit const matchingDeposit = this.findMatchingDeposit( settlementReport, bankStatements ); if (!matchingDeposit) { return { status: 'pending', expectedAmount: settlementReport.expectedNet, actualAmount: null, discrepancy: null, message: 'Deposit not yet received', }; } // Step 2: Compare amounts const discrepancy = matchingDeposit.amount - settlementReport.expectedNet; if (Math.abs(discrepancy) <= 100) { // $1 tolerance for rounding return { status: 'matched', expectedAmount: settlementReport.expectedNet, actualAmount: matchingDeposit.amount, discrepancy: discrepancy, message: 'Settlement matched', }; } // Step 3: Investigate discrepancy const investigation = await this.investigateDiscrepancy( settlementReport, matchingDeposit, discrepancy ); return { status: 'discrepancy', expectedAmount: settlementReport.expectedNet, actualAmount: matchingDeposit.amount, discrepancy: discrepancy, investigation, message: 'Settlement discrepancy detected', }; } private findMatchingDeposit( settlement: SettlementReport, statements: BankStatement[] ): BankStatement | null { // Match by reference number if gateway provides it if (settlement.settlementId) { const exactMatch = statements.find(s => s.reference.includes(settlement.settlementId) ); if (exactMatch) return exactMatch; } // Match by amount and date range const expectedDate = new Date(settlement.settlementDate); expectedDate.setDate(expectedDate.getDate() + 2); // T+2 expected const candidates = statements.filter(s => { const daysDiff = Math.abs( (s.date.getTime() - expectedDate.getTime()) / (1000 * 60 * 60 * 24) ); return daysDiff <= 3 && // Within 3 days of expected Math.abs(s.amount - settlement.expectedNet) < settlement.expectedNet * 0.01; // Within 1% }); if (candidates.length === 1) { return candidates[0]; } if (candidates.length > 1) { // Multiple candidates - flag for manual review console.warn('Multiple deposit candidates found for settlement'); } return null; } private async investigateDiscrepancy( settlement: SettlementReport, deposit: BankStatement, discrepancy: number ): Promise<DiscrepancyInvestigation> { const causes: string[] = []; // Check for late refunds const refundsAfterCutoff = await this.findRefundsAfterSettlement( settlement.transactionIds, settlement.settlementDate ); if (refundsAfterCutoff.length > 0) { const refundTotal = refundsAfterCutoff.reduce((sum, r) => sum + r.amount, 0); if (Math.abs(discrepancy + refundTotal) < 100) { causes.push(`Late refunds: ${refundsAfterCutoff.length} refunds totaling ${refundTotal}`); } } // Check for chargebacks const chargebacks = await this.findChargebacks( settlement.transactionIds, settlement.settlementDate ); if (chargebacks.length > 0) { const chargebackTotal = chargebacks.reduce((sum, c) => sum + c.amount, 0); causes.push(`Chargebacks: ${chargebacks.length} totaling ${chargebackTotal}`); } // Check for fee adjustments const feeAdjustments = await this.findFeeAdjustments(settlement.settlementId); if (feeAdjustments.length > 0) { const adjustmentTotal = feeAdjustments.reduce((sum, a) => sum + a.amount, 0); causes.push(`Fee adjustments: ${feeAdjustments.length} totaling ${adjustmentTotal}`); } return { discrepancyAmount: discrepancy, possibleCauses: causes, recommendedAction: causes.length > 0 ? 'Review identified causes' : 'Escalate to finance team', }; }}Settlements don't happen on weekends or bank holidays. Friday's transactions may not settle until Tuesday. International transactions can take 5+ business days. Your reconciliation system must account for these timing variations.
Not all discrepancies are created equal. A robust reconciliation system classifies discrepancies and routes them appropriately—some can auto-resolve, others need human investigation.
| Discrepancy Type | Typical Cause | Resolution Strategy | SLA |
|---|---|---|---|
| Small amount difference (<$1) | Currency rounding, FX rate difference | Auto-accept within threshold | Immediate |
| Timing mismatch (pending vs captured) | Webhook delay, processing lag | Auto-resolve after wait period | 24 hours |
| Missing in gateway | Failed webhook, gateway outage | Query gateway API to verify | 4 hours |
| Missing in database | Webhook handler crash, duplicate filter | Critical - immediate investigation | 1 hour |
| Amount mismatch (>$10) | Partial capture, fee miscalculation | Manual review required | 24 hours |
| Status mismatch (success vs failed) | Race condition, stale cache | Re-sync from gateway | 4 hours |
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type ResolutionAction = | { type: 'auto_accept'; reason: string } | { type: 'auto_resolve'; action: string } | { type: 'wait_and_retry'; delayMinutes: number } | { type: 'query_gateway'; gateway: string } | { type: 'manual_review'; queue: string; priority: string } | { type: 'escalate'; team: string }; class DiscrepancyResolver { determineAction(discrepancy: Discrepancy): ResolutionAction { switch (discrepancy.type) { case 'amount_mismatch': return this.resolveAmountMismatch(discrepancy); case 'missing_gateway': return this.resolveMissingGateway(discrepancy); case 'missing_internal': return this.resolveMissingInternal(discrepancy); case 'status_mismatch': return this.resolveStatusMismatch(discrepancy); default: return { type: 'manual_review', queue: 'general', priority: 'medium' }; } } private resolveAmountMismatch(discrepancy: Discrepancy): ResolutionAction { const difference = Math.abs(discrepancy.differenceAmount || 0); // Auto-accept small differences (rounding) if (difference <= 100) { // $1 or less return { type: 'auto_accept', reason: 'Within acceptable rounding threshold', }; } // Check if difference matches known fee patterns if (this.matchesFeePattern(discrepancy)) { return { type: 'auto_resolve', action: 'Update fee records to match gateway', }; } // Larger differences need investigation if (difference > 10000) { // > $100 return { type: 'escalate', team: 'finance', }; } return { type: 'manual_review', queue: 'amount_discrepancies', priority: difference > 1000 ? 'high' : 'medium', }; } private resolveMissingGateway(discrepancy: Discrepancy): ResolutionAction { const txAge = Date.now() - discrepancy.transaction!.createdAt.getTime(); const hoursOld = txAge / (1000 * 60 * 60); // Very recent transactions might just be delayed if (hoursOld < 4) { return { type: 'wait_and_retry', delayMinutes: 60, }; } // Older transactions - query gateway directly if (hoursOld < 48) { return { type: 'query_gateway', gateway: discrepancy.transaction!.gateway, }; } // Very old missing transactions - likely webhook failure return { type: 'manual_review', queue: 'missing_gateway', priority: 'high', }; } private resolveMissingInternal(discrepancy: Discrepancy): ResolutionAction { // This is critical - we received money but have no record! return { type: 'escalate', team: 'payments_critical', }; } private resolveStatusMismatch(discrepancy: Discrepancy): ResolutionAction { const internal = discrepancy.transaction!; const gateway = discrepancy.gatewayRecord!; // Gateway says captured, we say authorized // Safe to update our record if (internal.status === 'authorized' && gateway.status === 'captured') { return { type: 'auto_resolve', action: 'Update internal status to captured', }; } // Gateway says failed, we say succeeded // This is bad - we might have shipped product without payment if (internal.status === 'succeeded' && gateway.status === 'failed') { return { type: 'escalate', team: 'payments_critical', }; } return { type: 'manual_review', queue: 'status_discrepancies', priority: 'medium', }; } async executeResolution( discrepancy: Discrepancy, action: ResolutionAction ): Promise<ResolutionResult> { switch (action.type) { case 'auto_accept': await this.markResolved(discrepancy, action.reason); return { success: true, action: 'accepted' }; case 'auto_resolve': await this.applyAutoFix(discrepancy, action.action); await this.markResolved(discrepancy, action.action); return { success: true, action: 'auto_fixed' }; case 'wait_and_retry': await this.scheduleRetry(discrepancy, action.delayMinutes); return { success: true, action: 'scheduled_retry' }; case 'query_gateway': const gatewayStatus = await this.queryGateway( action.gateway, discrepancy.transaction!.gatewayTransactionId ); return await this.handleGatewayResponse(discrepancy, gatewayStatus); case 'manual_review': await this.createReviewTicket(discrepancy, action); return { success: true, action: 'queued_for_review' }; case 'escalate': await this.escalateToTeam(discrepancy, action.team); return { success: true, action: 'escalated' }; } }}Every resolution—auto or manual—must be logged with timestamp, action taken, and rationale. This audit trail is essential for financial audits and debugging when something goes wrong.
A reconciliation system is only as good as its monitoring. You need visibility into:
| Metric | Description | Healthy Range | Alert Threshold |
|---|---|---|---|
| Daily Match Rate | % of transactions matched | 99.9% | < 99.5% |
| Open Discrepancies | Total unresolved discrepancies | < 100 | 500 |
| Open Discrepancy Value | Total $ in open discrepancies | < $10,000 | $50,000 |
| Avg Resolution Time | Time to resolve discrepancy | < 4 hours | 24 hours |
| Critical Discrepancies | Unresolved critical issues | 0 | 0 |
| Settlement Delay | Days from capture to settlement | < 3 days | 5 days |
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interface ReconciliationMetrics { timestamp: Date; period: 'hourly' | 'daily'; // Matching metrics transactionsProcessed: number; transactionsMatched: number; matchRate: number; // Discrepancy metrics discrepanciesOpened: number; discrepanciesResolved: number; discrepanciesOpen: number; openDiscrepancyValue: number; // By type breakdown byType: Record<string, { count: number; value: number; avgResolutionMinutes: number; }>; // By severity bySeverity: Record<string, number>; // Settlement metrics settlementsExpected: number; settlementsReceived: number; settlementsPending: number; avgSettlementDelayDays: number;} class ReconciliationMonitor { constructor( private metricsClient: MetricsClient, private alertingClient: AlertingClient ) {} async collectAndPublishMetrics(): Promise<ReconciliationMetrics> { const metrics = await this.calculateMetrics(); // Publish to monitoring system this.metricsClient.gauge('reconciliation.match_rate', metrics.matchRate); this.metricsClient.gauge('reconciliation.open_count', metrics.discrepanciesOpen); this.metricsClient.gauge('reconciliation.open_value', metrics.openDiscrepancyValue); for (const [type, data] of Object.entries(metrics.byType)) { this.metricsClient.gauge(`reconciliation.by_type.${type}`, data.count); } // Check alerting thresholds await this.checkAlerts(metrics); return metrics; } private async checkAlerts(metrics: ReconciliationMetrics): Promise<void> { // Critical: Any critical severity discrepancies if (metrics.bySeverity['critical'] > 0) { await this.alertingClient.critical({ title: 'Critical Reconciliation Discrepancies', message: `${metrics.bySeverity['critical']} critical discrepancies require immediate attention`, tags: ['reconciliation', 'critical'], }); } // High: Match rate below threshold if (metrics.matchRate < 0.995) { await this.alertingClient.high({ title: 'Reconciliation Match Rate Low', message: `Match rate ${(metrics.matchRate * 100).toFixed(2)}% is below 99.5% threshold`, tags: ['reconciliation', 'match_rate'], }); } // Medium: Open discrepancy value too high if (metrics.openDiscrepancyValue > 5000000) { // $50,000 await this.alertingClient.medium({ title: 'High Open Discrepancy Value', message: `$${(metrics.openDiscrepancyValue / 100).toLocaleString()} in unresolved discrepancies`, tags: ['reconciliation', 'value'], }); } // Warning: Settlement delays if (metrics.avgSettlementDelayDays > 5) { await this.alertingClient.warning({ title: 'Settlement Delays Detected', message: `Average settlement delay is ${metrics.avgSettlementDelayDays.toFixed(1)} days`, tags: ['reconciliation', 'settlement'], }); } }}Finance teams close books monthly. All discrepancies from the month must be resolved or properly accrued before close. Build alerting that escalates unresolved discrepancies as month-end approaches. A 4-day-old discrepancy on the 27th is more urgent than one on the 3rd.
Transaction reconciliation is the unsung hero of payment systems—invisible when working correctly, catastrophic when it fails. Let's consolidate:
What's Next:
With reconciliation ensuring financial accuracy, the final piece is compliance—specifically PCI DSS, the security standard governing card payment data. The next page covers compliance requirements, implementation strategies, and the ongoing obligations of handling payment data.
You now understand how to build reconciliation systems that maintain financial accuracy at scale. This capability is essential for passing audits, detecting issues early, and maintaining trust in your payment platform.