Open-Source SDKs & APIs
Integrate sub-350ms RAM-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 Marketing 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
Sub-350ms RAM Latency
Audit rules and anomaly models run in volatile memory. No disk writes occur during streaming verification, guaranteeing near-instantaneous pipeline execution.
Zero Payload Persistence
Raw customer records are never stored in Fraoula databases. Telemetry transmits only mathematical schema drift metadata, ensuring HIPAA and SOC 2 adherence.
Deterministic Telemetry
SHA-256 cryptographic digests ensure duplicate event detection with mathematical certainty across distributed ad channels and cloud services.