charge-test-data-generator

To generate SQL test data for billing patterns, specify a pattern ID such as D-01 or K-02 to produce deterministic charges and invoices simulating renewals, plan changes, and timing variations without touching production data.

Billing pattern IDs like D-01, B-02, X-04, and K-02 represent specific timing and transition scenarios such as contract expiries and charge_type changes, used to deterministically create SQL test data that validates downstream billing workflows.

Yes, you can generate SQL test data to simulate both monthly and annual billing scenarios. The generated data covers renewals, plan changes, and timing variations to safely test billing workflows across multiple environments.

The best way to safely test billing workflows is by generating deterministic SQL test data locally. This approach emulates various billing patterns and timing transitions for verification without manipulating or touching live production data.

No specific database dependencies are required to run the generated SQL test data. The skill operates independently to produce deterministic SQL statements that can be safely manipulated locally in your testing environment.