Ideas that move data teams forward

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Your AI Agents Are Paying for Missing Context

Horizon Context is now in public preview. Here’s what it costs (as far as the docs say), and how tags, lineage and ownership turn it into a cost tool Picture a finance team with seven tables that have revenue in the name. Three are sandbox copies, two are staging, and...
Illustration of a tap dropping single gold coins into a glass beside a coral treasure chest full of coins linked to an hourglass, contrasting pay as you go with prepaid capacity
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Snowflake On-Demand vs Capacity: Credits, Rollover and Renewal (2026)

Snowflake capacity pricing means you buy a set dollar amount of usage up front and spend it down at order-form rates. On-demand pricing means list price, invoiced monthly in arrears. Beyond your capacity balance, Snowflake’s usage view describes the excess as...
Illustration of three bill cards of increasing size on separate platforms, each with a taller stack of gold coins, the middle card highlighted in coral
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Snowflake Pricing Examples: Three Worked Monthly Bills (2026)

A Snowflake bill is credits times a price per credit, plus storage by the terabyte, data transfer and, for AI, a separate AI Credit. These three illustrative Snowflake pricing examples build one month line by line, without data transfer or unlisted lines: a small team...
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Correct Isn’t the Same as Cheap

AI agents can now write your SQL and pipelines. The checks around them need to cover spend, not just accuracy. A growing share of the SQL running in our warehouses wasn’t typed by a person. It came from a copilot in the IDE, an agent building a dbt model, or a...
Illustration of a coral cloud above a server block with a translucent dome covering most of it, and only the part above the dome dripping gold coins, showing the free cloud services allowance
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Snowflake Cloud Services Credits: How the 10% Rule Works (2026)

Snowflake cloud services credits are billed only on days when cloud services use passes 10% of that day’s virtual warehouse credits. Even then, you pay only for the excess. Snowflake works this out for each UTC day, and serverless usage does not count toward the...

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    Top Open Source Data Lineage Tools
    24 min read

    Top Open-Source Data Lineage Tools for 2026: Pros, Cons and How to Assess the Right Solution for You

    Snowflake Query History
    24 min read

    Snowflake Query History: Accessing, Examples, and Troubleshooting

    Loading Data into Snowflake
    22 min read

    Loading Data into Snowflake: Techniques and Best Practice

    Snowflake Streams
    16 min read

    Ultimate Guide to Snowflake Streams: Comprehensive Insights and Best Practices

    Clearing Data Debt
    6 min read

    Clearing Data Debt: The Essential First Step Towards True Data Trust

    dbt Data Lineage
    7 min read

    dbt Data Lineage: The Challenges of Maximizing Data Visibility and Pipeline Efficiency

    Migrating to Snowflake
    9 min read

    Comprehensive Guide to Key Considerations Before Migrating to Snowflake

    Implementing Cluster Keys for Snowflake Optimization
    5 min read

    Implementing Cluster Keys for Snowflake Optimization

    Data center corridor with servers and streaming binary code
    6 min read

    Mastering Multiple Cluster Keys: A Comprehensive Guide for Snowflake Optimization