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Rivac AI Labs
Engineering & Software Development

Payments & Billing Engineer

Payment and billing systems are unforgiving of edge cases (a missed webhook, a failed dunning retry, an unreconciled subscription change) because every one of those failures touches actual money and actual customer trust. We build Stripe, Adyen, or Braintree integrations end to end: webhook processing that's actually idempotent, dunning logic for failed payments, and subscription-billing reconciliation that catches discrepancies before finance does. This is for products adding or fixing payment infrastructure where the cost of getting it wrong is a broken customer relationship or a revenue leak. You get a payment system tested against real failure scenarios, with reconciliation you can trust.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Map your billing model (one-time, subscription, usage-based) and the payment provider's specific edge cases.

  2. 2

    Build the core payment and webhook flow, testing it against simulated failures like declined cards and retries.

  3. 3

    Review the dunning logic and reconciliation reports with finance stakeholders before going live.

  4. 4

    Launch the payment integration with reconciliation monitoring catching discrepancies automatically.

What You Get

Deliverables from this engagement

  • Production payment integration (Stripe/Adyen/Braintree)
  • Idempotent webhook processing tested against failure scenarios
  • Dunning and failed-payment recovery logic
  • Billing reconciliation reports for finance

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Core Payment Integration

  • Checkout Form
  • Payment Provider SDK
  • Charge Creation API Call

Webhook Handling

  • Webhook Endpoint
  • Idempotency Key Check
  • Event Type Router

Billing Records

  • Payment Record Store
  • Subscription Status Table
  • Basic Dunning Email

Operations

  • Manual Reconciliation Spreadsheet
  • Finance Review
  • Support Escalation

Cloud-Native / Managed Services Architecture

Managed Payment Provider

  • Stripe Billing
  • Hosted Checkout Page
  • Provider Managed Vault

Managed Processing

  • Managed Webhook Queue
  • Serverless Webhook Handler
  • Managed Database for Ledger

Reconciliation Services

  • Automated Reconciliation Job
  • Finance Reporting Service
  • Tax Calculation Service

Operations

  • Monitoring and Alerting
  • Automated Backups
  • Finance Dashboard

Event-Driven & Automation-First Architecture

Payment Events

  • Charge Succeeded Event
  • Charge Failed Event
  • Subscription Renewed Event

Event Queue

  • Message Queue
  • Idempotent Event Consumer
  • Dead Letter Queue

Automated Workflows

  • Dunning Retry Workflow
  • Invoice Generation Workflow
  • Revenue Recognition Job

Notifications

  • Customer Payment Email
  • Finance Slack Alert
  • Failed Payment Recovery Flow

Enterprise-Grade & Compliance-Ready Architecture

Governance

  • SOC 2 Controls
  • Access Control for Payment Data
  • Change Approval Workflow

Security

  • PCI DSS Scoped Vault
  • Tokenization Service
  • Fraud Detection Engine

Redundancy

  • Multi Region Payment Processing
  • Ledger Database Replica
  • Automated Failover

Audit and Compliance

  • Immutable Audit Log
  • Reconciliation Compliance Report
  • External Auditor Access

AI-Augmented, Human-in-the-Loop Architecture

AI Anomaly Detection

  • Transaction Stream
  • AI Fraud and Anomaly Model
  • Flagged Transaction Queue

Human Review Checkpoint

  • Risk Analyst Review
  • Approve Transaction
  • Decline and Refund

Automated Action

  • Approved Transaction Ledger
  • Customer Notification
  • Case Closed Record

Continuous Learning

  • Analyst Decision Feedback
  • Model Retraining Pipeline
  • Updated Risk Rules

Integration-Heavy / Ecosystem-Connected Architecture

Billing Core

  • Subscription Engine
  • Invoice Generator
  • Payment Ledger

Finance Systems

  • Accounting Software Sync
  • ERP Revenue Sync
  • Tax Filing Service

CRM and Support

  • CRM Customer Record Sync
  • Support Ticket System
  • Customer Portal API

Analytics

  • Data Warehouse Export
  • BI Dashboard
  • Revenue Reporting

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Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about Payments & Billing Engineer

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call