Ideas that move data teams forward

min read

How to Automate Snowflake Budget Control (Without Adding Headcount)

Yaniv Leven
Yaniv Leven
Aug 19, 2026
Short answer: you automate Snowflake budget control by pairing native spend alerts with a system that acts on warehouse inefficiency continuously right-sizing compute, suspending idle warehouses, and scaling clusters up or down in real time instead of waiting for a huma...
min read

What ROI do Seemore Data customers actually see?

Yaniv Leven
Yaniv Leven
Aug 18, 2026
Seemore Data customers see a median ROI of 4.5×. The average across our customer base is 6×, and our best performing customer reached 32×. We lead with the median, not the average. Here’s why, and here’s the full distribution behind both numbers. What we mea...
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
min read

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

Nurit Gal
Jun 01, 2026
The chargeback vs showback debate has been running in cloud FinOps circles for years. In 2026, it’s arrived squarely in the data engineering world – and the stakes are higher than they were for generic cloud infrastructure. Most data platform FinOps initiati...
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
min read

The Hidden AI Agent Data Cost on Your Stack

Nurit Gal
May 25, 2026
When a human runs a query, there’s an instinct. You see the warehouse size, you estimate the scan, and you hit cancel if something looks wrong. The Snowflake cost increase usually starts long before anyone notices – and with agentic workloads, it moves faste...
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
min read

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

Nurit Gal
May 18, 2026
Unexpected Snowflake cost increase? Here are the 6 most common causes - from idle warehouses to misconfigured auto-suspend - and how to detect them before they hit your bill.

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    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
    13 min read

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

    Nurit Gal
    Jun 01, 2026
    A 3D vector illustration featuring the seemore >data winking pink piggy bank mascot. The pig, wearing a headset and holding a gold coin, is shown reconfiguring a large crystalline snowflake to represent data optimization. The snowflake transitions from a fragmented, unoptimized state in Salmon Pink (#F87E7E) to a sleek, glowing, and efficient geometric state in Teal (#88F4DB).
    10 min read

    Snowflake Adaptive Warehouses Change the Interface. They Do Not Remove the Engineering Problem.

    Yaniv Leven
    Yaniv Leven
    Apr 20, 2026
    Vertical Scaling Snowflake illustration showing AI-driven warehouse optimization, rising costs, and performance monitoring on cloud data infrastructure
    8 min read

    Vertical Scaling Snowflake: Predicting Query Behavior and Cost

    Nurit Gal
    Apr 14, 2026
    Diagram showing Snowflake Intelligence architecture, including data sources flowing into Cortex Analyst, Cortex Search, Document AI, and Cortex AI Functions, with Cortex Agents delivering answers to the user
    3 min read

    Snowflake Intelligence: Transform Your Data into Actionable Insights with AI Agents

    Matan Avneri
    Nov 20, 2025
    horizontal scene of a data engineer analyzing a Snowflake cost dashboard on a large, glowing monitor. The dashboard shows clear AI-generated insights and a bold “30% savings” indicator in green. Subtle cloud and data flow graphics symbolize the Snowflake platform, with AI visual elements (neural lines or holographic overlays) helping interpret the data. Modern office or digital workspace lighting, cool blue-white color palette, tech-savvy and optimistic mood. (16:9)
    3 min read

    How to Reduce Snowflake Costs by 30% with Smarter Data Monitoring

    Lilach Shazar
    Nov 05, 2025
    Comparison infographic showing traditional static auto-suspend versus intelligent AI-powered warehouse auto-shutdown for Snowflake optimization
    3 min read

    What is Smart Snowflake Auto Suspend: Auto Shutdown

    Yaniv Leven
    Yaniv Leven
    Nov 03, 2025
    data engineer monitoring Cortex AI workloads on dashboard with cost-saving insights from Seemore.
    6 min read

    Snowflake Cortex AI for Financial Services: Enterprise-Ready AI Built to Scale

    Matan Avneri
    Oct 23, 2025
    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

    Yaniv Leven
    Yaniv Leven
    Sep 07, 2025
    Person analyzing charts on a laptop beside the Snowflake logo
    5 min read

    Snowflake Query Insights: More Signal, Less Guesswork

    Seemore Team
    Guy Biecher
    Aug 03, 2025

    Seemore resources

    19 min read

    Intelligent Snowflake Auto Clustering: How to Optimize Auto-Clustering at Scale with AI

    Seemore Team
    Guy Biecher

    Jan 12, 2026

    TL;DR Snowflake auto-clustering can dramatically improve query performance — but at scale, it often becomes a guessing game that quietly burns credits. Manual clustering analysis doesn’t keep up with changing query patterns, table growth, and data churn. This post expl...

    Auto- clustering in scale with AI recommendation

    14 min read

    How to Automate Snowflake Warehouse Optimization (2026 Guide)

    Matan Avneri

    Dec 21, 2025

    TL;DR Snowflake warehouse optimization in 2026 requires right-sizing compute (vertical scaling), controlling concurrency with multi-cluster policies (horizontal scaling), choosing Gen1 vs Gen2 based on workload type, and eliminating idle time with aggressive suspensi...

    An infographic titled 'Snowflake Warehouse Optimization in 2026' highlighting four key strategies: Right Sizing, Multi-Cluster Strategies, Gen1 vs Gen2 Warehouses, and Auto-Suspend configuration, all part of an Automated Platform.

    7 min read

    Comprehensive Guide to Mastering the Snowflake Query Profile

    Matan Avneri

    May 23, 2024

    Comprehensive Guide to Mastering the Snowflake Query Profile

    Eyeglasses in focus in front of a blurred screen of code

    5 min read

    Smart Pulse – Hourly Autonomous Snowflake Warehouse Optimization for Smarter Scaling

    Yaniv Leven
    Yaniv Leven

    Aug 13, 2025

    Introducing Smart Pulse In the constant balancing act between performance and cost in cloud data warehouses, timing is everything. Optimize too slowly, and you waste budget on oversized resources. React too late, and users face query slowdowns or missed SLAs. That’s...

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

    6 min read

    What is Smart Snowflake Auto Suspend: Auto Shutdown

    Yaniv Leven
    Yaniv Leven

    Nov 03, 2025

    Managing Snowflake warehouses efficiently has always been a delicate balance. You need compute resources available when your data teams need them, but leaving warehouses running when idle can drain budgets fast. Traditional Snowflake Auto Suspend features help, but they...

    Comparison infographic showing traditional static auto-suspend versus intelligent AI-powered warehouse auto-shutdown for Snowflake optimization

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