Enhance Data Reliability with Modular Data Trust Engine PlatformEnhance Data Reliability with Modular Data Trust Engine Platform
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Back to feedPost
Lidiya's avatar
Lidiya
• Jul 15
Data Trust Engine is a modular data engineering platform designed for environments where the reliability of external data cannot be taken for granted.
To increase confidence in incoming data, the platform cross-validates the primary data source against an independent secondary source through a dedicated Data Trust Layer. Built-in Data Reconciliation detects inconsistencies, validates data integrity, and routes suspicious records to a quarantine workflow while generating observability events and operational alerts.
Rather than attempting to determine which source is objectively correct, the platform exposes inconsistencies, assigns trust signals, and provides engineers with the information required to make informed operational decisions.
Automatic failover is intentionally limited to infrastructure failures. The platform switches to a secondary source only when the primary source becomes unavailable or stops responding. During normal operation, secondary sources are used exclusively for reconciliation and anomaly detection instead of replacing the primary ingestion pipeline.
The platform follows a modular architecture based on Medallion Architecture, Dagster, FastAPI, and cloud-ready storage abstractions, allowing each layer to evolve independently while remaining extensible for future integrations.
Data EngineeringSoftware ArchitecturedbtPytestPython
Post image
Back to feed
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started