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🧠Prompt-Driven Workflows with Snowflake Copilot and GenAI

3 min readJun 5, 2025

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🧠 Introduction :In the evolving landscape of data engineering, the ability to translate natural language into efficient SQL queries is a game-changer. Snowflake Copilot, an AI-powered assistant, empowers data professionals to interact with their data using plain English, streamlining data exploration and query generation.

🔍 Understanding Snowflake Copilot

Snowflake Copilot is an LLM-powered assistant integrated within the Snowflake environment. It leverages the context of your databases, schemas, tables, and columns to generate relevant SQL queries based on natural language prompts. Operating entirely within Snowflake’s secure infrastructure, Copilot ensures that your data remains protected while providing intelligent assistance.

📝 Prompt Patterns for Query Generation

Copilot excels at converting descriptive prompts into structured SQL queries. For example:

  • Prompt: “Show top 10 customers by total revenue in the last 6 months.”
  • Copilot Output:

FROM sales_data
WHERE sale_date >= DATEADD(month, -6, CURRENT_DATE)
GROUP BY customer_name
ORDER…

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Tech with Abhishek
Tech with Abhishek

Published in Tech with Abhishek

Real-world AI, Cloud, and Data Engineering articles.

Abhishek Kumar Gupta
Abhishek Kumar Gupta

Written by Abhishek Kumar Gupta

I build smart data systems that think, act, and fix themselves. Writing real-world guides on GenAI, LLMs, observability, and everything in between.

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