Replace third-party loyalty to cut SaaS cost and regain control over rules and data. Support real-time checkout, accurate balances, and admin workflows.

• Real-time loyalty at checkout with one-tap POS Apply to Cart.
• Automates points accrual/redemption with idempotent writes and timezone-corrected history.
• In-house admin console: balance/history views, profile-merge, manual adjustments, and audit trails.
• Exports events to BigQuery + dbt for analytics without duplicating business logic.

• Postgres as source of truth; analytics in BigQuery to avoid logic drift.
• Deterministic naming + DB constraints to prevent double counting.
• URL-addressable admin flows for faster QA/support.

• Rule templates for variable challenge windows and promotions.
• Ops dashboard for scheduled tasks and cancellations.