Open-Source SDKs & APIs
Integrate real-time in-memory-only schema drift validation and privacy-first SHA-256 attribution telemetry directly into your distributed pipelines.
Fraoula Data Auditor Python SDK
Lightweight Python client for validating streaming JSON payloads in volatile memory before ingestion into lakehouses. Automatically flags schema drift and distribution shifts.
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Fraoula Data Intelligence Telemetry
Zero-loss event attribution client. Generates client-side SHA-256 cryptographic digests to measure multi-channel touchpoints with absolute user privacy.
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Core Engineering Principles
Real-Time In-Memory Execution
Audit rules and anomaly models run in volatile memory. No disk writes occur during streaming verification, delivering real-time pipeline execution.
Zero Payload Persistence
Raw customer records are never stored in Fraoula databases. Telemetry transmits only mathematical schema drift metadata, designed to support customer HIPAA and SOC 2 compliance obligations via zero-retention ephemeral stream processing.
Deterministic Telemetry
SHA-256 cryptographic digests ensure duplicate event detection with mathematical certainty across distributed ad channels and cloud services.