Data Engineering
The layer that has to run every day without supervision.
Novriq Labs connects your commerce, advertising, CRM, and custom APIs on their own terms — handling auth, pagination, rate limits, and schema drift to land reliable data in a single store.
Every scheduled run either passes, arrives late, or fails, and all three are handled. A late or failed window is retried and replayed. It is never silently skipped.
Core Data Engineering Capabilities
Engineering Under the Surface
Connect APIs and data sources.
OAuth and key-based auth, rate-limit-aware clients, and a connection test that runs before anything else does.
Collect reliable, structured data from multiple platforms.
Scheduled and incremental extraction with watermarks, pagination, and replay for any window that was missed.
Clean, normalize, validate and model the data.
Type coercion, deduplication, currency and timezone normalization, and referential checks that fail loudly.
Load data into the appropriate database or warehouse.
PostgreSQL, a cloud database, or a warehouse — chosen for the query patterns you actually have, not the logo.