Skip to main content

Non-functional characteristics

AreaBaseline expectation
AvailabilityTarget production availability is 99.9% or higher for customer-facing and integration APIs, excluding approved maintenance windows.
ScalabilityThe runtime is horizontally scalable at the stateless service layer and supports burst processing for onboarding, decisioning and notification workloads.
ConsistencyFinancial state changes are committed transactionally within domain boundaries. Events are emitted using outbox-style delivery to preserve ordering and replay safety.
PerformanceRead-mostly services use caching and read-model optimization. Critical customer and balance lookups are engineered for low-latency access with environment-specific sizing.
RecoveryMulti-zone deployment, automated backups, controlled restore procedures and failover runbooks form the standard operating baseline.
ObservabilityCentral metrics, structured logs and distributed tracing are mandatory for all production services and integration adapters.

Environments and deployment model

A standard implementation uses separate sandbox, test, pre-production and production environments. Sandbox is intended for partner integration and does not carry production data. Pre-production mirrors production security and deployment policies closely enough to support release rehearsals, volume testing and operational sign-off. A typical deployment baseline includes:
  • containerized services orchestrated on Kubernetes or equivalent managed runtime
  • dedicated API gateway and webhook ingress
  • managed transactional datastores with backup automation
  • centralized observability stack
  • secure secret and certificate management
  • CI/CD pipelines with gated promotion between environments

Service operations

Operational support is organized around domain ownership rather than a generic helpdesk queue. Product support teams monitor technical health, message queues, workflow backlogs, failed integrations and SLA breaches. Business operations teams manage onboarding exceptions, mandate changes, manual decisions, covenant breaches, hardship reviews and customer communications. The separation keeps technical remediation and regulated business decisioning under distinct controls.