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Visual representation of Snowflake Cortex AI with a glowing snowflake symbol over cloud servers, highlighting AI and data processing infrastructure
9 min read

The Hidden Cost of Snowflake Cortex AI: A $5K Single-Query Wake-Up Call

TL;DR Snowflake Cortex AI is transforming how teams work with unstructured data, but it comes with a new cost management challenge: a single query can consume thousands of credits without warning. Unlike traditional warehouse costs, Cortex AI charges are based on token ...
AI-powered transformation of data engineering - from complex technical workflows to streamlined natural language development, perfectly representing Snowflake Cortex Code's value proposition.
6 min read

Snowflake Cortex Code: Complete Guide to Features, Pricing & Implementation (2026)

On February 3, 2026, Snowflake unveiled Cortex Code at BUILD London 2026, marking a significant shift in how data teams approach development. Unlike generic coding assistants that merely suggest code snippets, Cortex Code operates as a Snowflake-native AI agent that und...
A split-screen showing SQL code with ALTER SESSION SET QUERY_TAG on one side and a real-time cost dashboard on the other, using brand colors for syntax highlighting
4 min read

Snowflake Query Tags: Implementation Guide with Python, dbt & SQL Examples

Snowflake query tags let you attach meaningful metadata to every SQL query you run. That sounds simple, but used the right way, query tags unlock visibility most teams never get: fine-grained cost attribution, performance tracking, and clear workload classification. Her...
Snowflake Cortex Agent Cost is a Black Box. And Snowflake AI Observability shed some light onto it.
6 min read

Snowflake AI Observability for Cortex Agents: Tracking Token-Level Costs with SQL

TL;DRSnowflake Cortex Agent costs are not fully visible in native dashboards. By querying SNOWFLAKE.LOCAL.AI_OBSERVABILITY_EVENTS and applying model-specific pricing, you can calculate 100% of agent costs, attribute spend to agents/users/teams, and build daily cost moni...
Auto- clustering in scale with AI recommendation
7 min read

Intelligent Snowflake Auto Clustering: How to Optimize Auto-Clustering at Scale with AI

TL;DR Snowflake auto-clustering can dramatically improve query performance — but at scale, it often becomes a guessing game that quietly burns credits. Manual clustering analysis doesn’t keep up with changing query patterns, table growth, and data churn. This post expla...

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    The Hidden Costs of Poor Data Quality: How to Save with Proactive Data Efficiency

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