
Automatic Data Pipelining: One More Turtle Ahead
From Adventures in DevOps by Will Button, Warren Parad
May 15, 2026 · 40 min · Episode 273
About this episode
The episode discusses the complexities of enterprise data management and the disconnect between data collectors and business consumers.
Share Episode We grabbed Donald Nguyen, co-founder and CTO at Corvic, to discuss the absurd complexities of enterprise data and multimodal inference. We explore how organizations habitually hoard mountains of useless, "dead" data just out of the sheer fantascy that someone might ask for it later. We highlight the fundamental disconnect where data collectors using tools like Airbyte and Kafka speak a completely different language than the business consumers analyzing it in Excel. True scale isn't just about managing petabytes; it's the absolute nightmare of extracting subjective business meaning from flat PDFs and invoices. In the deep-end of vector embeddings, we're challenging translating data into a different semantic universe requires imposing a heavy business bias. Auditors and artists will view the exact same invoice completely differently, meaning your embedding model selection is incredibly subjective to the business context. The industry's desperate search…
People in this episode
Hosts: Will Button, Warren Parad
Guest: Donald Nguyen
Topics covered
- data pipelining
- enterprise data
- multimodal inference
- data management
- AI in business
- data analysis
Keywords
- data pipelining
- enterprise data
- multimodal inference
- AI
- data analysis
- Airbyte
- Kafka
- LLM
Mentioned in this episode
Organizations: Corvic
Products: Airbyte, Kafka, LLM
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