Ideas that move data teams forward

min read

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
min read

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
min read

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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    Seemore's pig mascot at a laptop asking Seemore Assistant why a warehouse cost spiked
    4 min read

    Introducing Seemore Assistant: Ask Your Snowflake Environment Anything

    Nurit Gal
    Nurit Gal
    Seemore's pig mascot in a beanie, sunglasses and Union Jack scarf by Big Ben and a red London bus in the snow
    4 min read

    Seemore Data at Snowflake World Tour London 2026

    Nurit Gal
    Nurit Gal
    Cover of the Seemore coloring book The Guardian of the Infinite Frost, shown beside a card with a QR code
    4 min read

    Seemore Data at Snowflake World Tour Stockholm 2026

    Nurit Gal
    Nurit Gal
    Illustration of a Snowflake cloud linked to warehouses, a cost dashboard with alerts and an automation gear with a savings chart
    9 min read

    How to Automate Snowflake Budget Control (Without Adding Headcount)

    Yaniv Leven
    Yaniv Leven
    Seemore Data banner: 4.5x median ROI
    5 min read

    What ROI do Seemore Data customers actually see?

    Yaniv Leven
    Yaniv Leven
    Seemore’s pig mascot tracing cost through a data pipeline graph with a flashlight
    17 min read

    Data Platform Unit Economics: How to Calculate Cost Per Pipeline, Dashboard, and Model Run

    Nurit Gal
    Nurit Gal
    Balance scale illustration with a visibility eye card on one side and a cost/coin card on the other, representing the chargeback vs showback trade-off for data teams
    11 min read

    Chargeback vs Showback for Data Teams – Which Model Actually Changes Behavior

    Nurit Gal
    Nurit Gal
    Seemore detective pig mascot using a magnifying glass to investigate a suspicious AI agent robot, representing the hidden compute costs of autonomous agents on a data stack
    11 min read

    The Hidden AI Agent Data Cost on Your Stack

    Nurit Gal
    Nurit Gal
    Illustration of a monitoring gap showing healthy data pipeline cards on the left, an undetected cost blind zone in the center, and a resolved state on the right - representing how Snowflake cost spikes go undetected for weeks
    14 min read

    Why Your Snowflake Bill Doubled – And Your Team Had No Idea

    Nurit Gal
    Nurit Gal