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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    Visual representation of Snowflake query tuning’s Holy Trinity: Read Less, Sort Less, Queue Less. Snowflake logo centered within a glowing triangle
    8 min read

    Stop Guessing: The Holy Trinity of Snowflake Query Tuning

    Illustration of a person viewing a Snowflake warehouse-sizing chart with cost and savings recommendations
    5 min read

    SmartPulse – Hourly Autonomous Snowflake Warehouse Optimization for Smarter Scaling

    Illustration of a person monitoring a Snowflake performance chart with a highlighted red anomaly spike
    5 min read

    Mastering Anomaly Detection : Optimizing Your Cloud Data Warehouse Performance

    Person analyzing charts on a laptop beside the Snowflake logo
    5 min read

    Snowflake Query Insights: More Signal, Less Guesswork

    Diagram showing Fivetran per-row pricing flowing into a Snowflake pipeline
    5 min read

    Peeking Under the Hood: Fivetran Spend Analysis with Full Pipeline Lineage

    Table comparing Snowflake queries by runtime, bytes scanned, partitions, and spillage, beneath the Snowflake logo
    7 min read

    From Runtime to Spillage: Snowflake Performance Optimization Insights from Our CEO

    Illustration for 'Data Lineage Tools: Key Features and 8 Tools to Know in 2025' with a database, gears, cloud, and connected node graph
    14 min read

    Data Lineage Tools: Key Features and 8 Tools to Know in 2026

    Person working at a laptop beside a glowing Snowflake logo and the words 'Snowflake Query Optimization'
    12 min read

    Snowflake Query Timeouts Can Break the Bank: Learn to Fix Them

    Data lineage diagram: raw data sources flowing through Snowflake to dashboards, AI/ML models, and business users
    20 min read

    Data Lineage in 2026: Examples, Techniques, and Best Practices