Cost Warning from BQ Police! Before Using 'Natural Language Queries' with BigQuery Remote MCP Server
Analysis
This article serves as a cautionary tale regarding the potential cost implications of using natural language queries with BigQuery's remote MCP server. It highlights the risk of unintentionally triggering large-scale scans, leading to a surge in BigQuery usage fees. The author emphasizes that the cost extends beyond BigQuery, as increased interactions with the LLM also contribute to higher expenses. The article advocates for proactive measures to mitigate these financial risks before they escalate. It's a practical guide for developers and data professionals looking to leverage natural language processing with BigQuery while remaining mindful of cost optimization.
Key Takeaways
- •Natural language queries on BigQuery can lead to unexpected cost increases.
- •Increased interaction with LLMs also contributes to higher costs.
- •Proactive measures are crucial to mitigate financial risks associated with natural language queries.
“LLM から BigQuery を「自然言語で気軽に叩ける」ようになると、意図せず大量スキャンが発生し、BigQuery 利用料が膨れ上がるリスクがあります。”