Ideas that move data teams forward

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Your AI Agents Are Paying for Missing Context

Yaniv Leven
Yaniv Leven
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)

Akash Joshi
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)

Akash Joshi
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...
min read

Correct Isn’t the Same as Cheap

Yaniv Leven
Yaniv Leven
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
min read

Snowflake Cloud Services Credits: How the 10% Rule Works (2026)

Akash Joshi
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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    Illustration of a row of server blocks where the coral block in the middle is switched off under a stopwatch, its stack of gold coins kept while coins drain from the others
    7 min read

    Snowflake Auto-Suspend: How It Works and the Right Setting (2026)

    Akash Joshi
    Cartoon pig pointing at a budget alert above stacks of coins, each stack marked for a different team
    6 min read

    What Your Team Actually Needs to Know About Snowflake This Week

    Nurit Gal
    Nurit Gal
    Dollar coin and Snowflake logo with arrows between them, showing the trade-off between cost and performance
    5 min read

    The Right Snowflake Infrastructure Decisions Start With a Shared Language for Data and Business Teams

    Nurit Gal
    Nurit Gal
    Illustration of a calendar next to a descending bar chart with shrinking coin stacks and a flag on the last bar, for cutting costs before renewal
    12 min read

    How to Cut Snowflake Compute Costs Before Your Contract Renewal (A 90-Day Plan)

    Akash Joshi
    Illustration of connected data model blocks with one highlighted block carrying a gold coin, showing what a single dbt model costs
    9 min read

    How to Reduce the Snowflake Cost of Your dbt Models (and Find the Ones That Cost the Most)

    Akash Joshi
    Illustration of a glass dashboard with a cost chart and one sharp spike under a magnifying glass, next to a card showing a user, a query and a warehouse
    10 min read

    How to Trace a Snowflake Cost Spike Back to the Query and the Person Who Ran It

    Akash Joshi
    Illustration of a grid of table partitions with a few highlighted ones drawn together into a cluster, beside a stack of gold coins
    9 min read

    Snowflake Auto-Clustering Costs Out of Control? How to Find the Tables Driving Them and What to Do

    Akash Joshi
    Future of AI 2026 by Lynx conference stage
    3 min read

    Seemore Data Named a Finalist in the Future of AI 2026 Startup Competition

    Nurit Gal
    Nurit Gal
    Illustration of an engineer puzzled by a cost gauge in the red
    7 min read

    Your Snowflake Cost Dashboard Might Be Lying to You

    Yaniv Leven
    Yaniv Leven