Effortless data prep in BigQuery: A low coder’s guide

Codelab → https://goo.gle/4mQmWPT
GitHub → https://goo.gle/46Sr7pi

Transform messy JSON into a powerful AI recommendation engine, all within BigQuery. This demo showcases a low code workflow, using Data Prep’s visual tools to clean raw data, BQML to generate Gemini powered vector embeddings, and a simple SQL query to find similar items.

It’s a look at how Google Cloud lets data analysts build end-to-end AI pipelines without complex ETL scripts. The entire project is open-source. Build it yourself!

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Speaker: Hyunuk Lim
Products Mentioned: BigQuery