{ "product_name": "FraudShield", "snapshot_id": "fraudshield-realworld-v2", "snapshot_sha256": "032E571A9F1D10776515695FEB27F70E44D49B986D879A5C9EF9430978AA0338", "source_provider": "Kaggle / ULB", "dataset_id": "mlg-ulb/creditcardfraud", "dataset_title": "Credit Card Fraud Detection", "source_url": "https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud", "retrieved_at": "2026-03-30T18:13:06.935921+00:00", "transform_version": "2.0", "seed": 42, "live_data_used": false, "contains_real_pii": false, "policy_statement": "FraudShield uses a frozen public-data snapshot enriched into synthetic investigation cases. The environment and browser explorer never call live financial systems, do not move real money, and are not intended for production fraud decisions." }