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...
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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
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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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    15 min read

    Cost of Building and Managing a Data Lake: Factors, Strategies, and Optimization Tips

    Matan Avneri
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    11 min read

    10 Critical Data Observability Use Cases That Save Businesses Time and Money

    Lilach Shazar
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    6 min read

    Solving The Daily Hassles of Data Engineers: Do You Maintain Data Pipelines No One is Using?

    Nurit Gal
    Nurit Gal
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    12 min read

    What is Data Observability? Importance, Challenges, and Best Practices

    Matan Avneri
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    8 min read

    A Practical Guide to Eliminating Cost Spikes: Five Actionable Tips to Cutting Your Data Stack Bills

    Seemore Team
    Guy Biecher
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    12 min read

    Optimizing Data Costs: Strategies for Reducing Cloud and Data Storage Expenses

    Lilach Shazar
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    13 min read

    Automated Data Lineage: Top Use Cases and Best Practices (2026)

    Matan Avneri
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    6 min read

    Crystal-Clear Data Visibility: How Artlist Streamlined Workflows and Reduced Snowflake Costs in 30 Days

    Seemore Team
    Guy Biecher
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    22 min read

    Understanding Snowflake Data Transfer Costs: A Comprehensive Guide

    Matan Avneri