Denise Okafor

Resolve customer identity at ingestion time to prevent downstream systems from conflicting.

Automation, integrations.

Three predictable patterns hide most timezone errors in event data pipelines.

Structurally malformed strings hide in plain sight and wreak havoc at scale across your pipeline.

Catch stale data and malformed timestamps that standard quality checks miss.

Detecting when data silently changes between pipeline runs.