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...

    Filter

    Clear
    Businessperson examining the word 'COSTS' through a magnifying glass over a declining bar chart
    12 min read

    Cloud Cost Forecasting: Advanced Techniques and Best Practices

    Matan Avneri
    Digital globe of blue hexagons with streaming fibre-optic light
    10 min read

    7 Snowflake Query Optimization Tips: Boost Performance and Reduce Costs

    Matan Avneri
    Abstract binary code arranged in concentric circles
    15 min read

    11 Best DataOps Tools for 2026: Compared & Ranked

    Lilach Shazar
    Hand holding a tablet with a glowing cloud computing icon
    11 min read

    Best 5 Data FinOps Tools: Top Platforms to Optimize Cloud Costs in 2026

    Matan Avneri
    Magnifying glass highlighting the word 'COSTS' in a field of binary code
    13 min read

    Kubernetes Cost Management: Overcoming Key Challenges

    Lilach Shazar
    Network of glowing blue connected nodes over a dark data landscape
    11 min read

    Proven FinOps Strategies for Cloud Savings in 2026

    Matan Avneri
    Team in an open office reviewing data dashboards on wall-mounted screens
    8 min read

    Whoa! Where’s Your Data Budget Going? Think It’s Time to Plug Those Leaks with Proactive Planning

    Seemore Team
    Guy Biecher
    Close-up of white binary code on a blue computer screen
    13 min read

    Cost Anomaly Detection: Advanced Strategies and Tools to Maximize Savings

    Matan Avneri
    Abstract financial data visualization with scattered numbers in blue
    12 min read

    Cloud Data Cost Monitoring Best Practices

    Lilach Shazar