Automated Snowflake Performance Optimization

Optimize workloads, reduce spend, and never worry about tuning again

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Introducing

Insights by Goldilox

"See what's costing you — and exactly how to fix it."

Insights analyzes your Snowflake query patterns and recommends optimal clustering keys for every table — each with estimated credit and cost savings, so you know the impact before making a change.

Know exactly when, how, and why to cluster. Powered by AI/ML, backed by your own query data.

Quick Insights into Data Efficiency

Unlock instant visibility into how efficiently your Snowflake queries are pruning partitions. Our platform continuously monitors and surfaces actionable insights — helping you optimize performance, reduce costs, and maximize the impact of every scan.

Partition Pruning Efficiency Dashboard

Partition Pruning Coverage

  • Track partition pruning coverage and efficiency
  • Boost query performance with data-driven insights
  • A smarter, faster way to manage your Snowflake workloads

Identify optimization opportunities across all tables

Pinpoint underperforming tables with low partition pruning efficiency. Our analysis highlights which tables are causing excessive scans, helping you prioritize optimization efforts where they matter most.

Table Optimization Analysis

Pruning Performance

  • Surface tables with poor pruning performance
  • Identify excessive full-table scans

Smart Prioritization

  • Prioritize high-impact optimization targets
  • Focus efforts where they matter most

Intelligent Clustering Key Recommendations

Get AI/ML-powered recommendations for optimal clustering keys based on your actual query patterns. Each recommendation includes estimated credit and dollar savings so you can prioritize the changes that matter most.

Clustering Key Recommendations

AI-Powered Suggestions

  • Data-driven clustering key suggestions
  • Recommendations based on real query patterns

Actionable Results

  • Estimated credit and cost savings per recommendation
  • Ready-to-run ALTER TABLE SQL for each table

Key Features

Telemetry-Driven Insights

Leverage deep query telemetry to understand exactly how your data is being accessed and optimize accordingly.

Continuous Monitoring

Insights continuously monitors your workloads and adapts recommendations as your query patterns evolve.

Partition Pruning Coverage

Track and optimize partition pruning to ensure queries scan only the data they need.

Table Efficiency

Identify which tables would benefit most from clustering and prioritize optimization efforts.

Zero Manual Analysis

Insights automates the analysis and generates clustering key recommendations — you review and apply changes at your discretion.

Cost Savings

See exactly how much you can save — Insights calculates estimated credit and dollar savings per table based on your historical query costs.

Benchmarks

Proven results on industry-standard benchmarks

Measured on TPC-H — the standard benchmark for decision-support query performance — and TPC-DS, the industry's most demanding test for large-scale analytics workloads. Real numbers from actual partition pruning and query execution, not projections.

TPC-DS 10 TB scale (SF10TCL)
57 billion rows · 24 tables · 99 queries
2X-Large warehouse
51%
Faster query time
32.1 min → 15.7 min
76%
Fewer partitions scanned
11.2M → 2.7M
81%
Fewer bytes scanned
30.9 TB → 5.8 TB
TPC-H 100 GB scale (SF100)
866M rows · 8 tables · 22 queries
Small warehouse
15%
Faster query time
104.6s → 91.6s
39%
Fewer partitions scanned
27.5K → 16.7K
37%
Fewer bytes scanned
128.7 GB → 80.1 GB

Per-table pruning improvement

Across the largest tables in both benchmarks, Goldilox consistently removes 60–80% of unnecessary partition scans. Bigger tables see bigger wins — and they're the ones that cost the most to scan.

75%
Median partitions pruned
Across the 7 largest fact tables in TPC-DS
60–80%
Typical range per table
Multi-billion-row tables like STORE_SALES, CATALOG_SALES, WEB_SALES
71%
Average scan time reduction
STORE_SALES (28.8B rows) — fewer partitions read, faster queries

Measured against unclustered baseline tables (shuffled to ~0% pruning, forcing full scans) — the worst-case scenario Goldilox is designed to fix.

See Insights in real action

Featured Article

"Optimizing Snowflake Table Clustering Keys Automatically: First Results from Insights"

View Article

Getting Started is Easy

Fully self-service — get up and running in 5 simple steps

1

Install the GOLDILOX Insights App

Install Insights directly from the Snowflake Marketplace - no external deployments needed.

2

Configure Permissions

Grant the necessary permissions for Insights to analyze your query patterns.

3

Select High-Impact Tables

Review and select recommended high impact tables to monitor and optimize.

4

Automated Analysis

Insights begins analyzing your workloads and generating optimization recommendations.

5

Reduce Costs

Implement recommendations and start seeing cost reductions within days.

Why Choose Insights?

  • Faster Queries - Optimize query performance without code changes
  • 10-50% Cost Savings - Reduce compute costs with intelligent optimization
  • Native App Deployment - Runs entirely within your Snowflake environment
  • Data Security - Your data never leaves your Snowflake account
  • Quick Results - See improvements within days, not months

Simple, transparent pricing

Start free. Scale as you save. 10% discount when billed annually.

Limited Time
Promotion
Free
Up to 5 tables
Full recommendations — no payment required while the offer is running.
  • Full clustering key recommendations
  • Dollar & credit savings per table
  • Apply changes at your own pace
Contact Sales

Opens Snowflake Marketplace — sign-in required

Small
$100/ month
Up to 3 tables
Ideal for proof of concept and validating ROI.
  • Automated clustering key recommendations
  • Dashboard with partition pruning metrics
  • Continuous monitoring as workloads shift
Get Started

Opens Snowflake Marketplace — sign-in required

Large & Enterprise
$1,000+/ month
40 tables to unlimited
Best value at scale — plus custom terms for accounts spending $1M+ on Snowflake compute.
  • Everything in Medium, scaled to 40+ tables
  • Unlimited table coverage on custom plans
  • Volume discounts & dedicated support
Contact Sales

Opens Snowflake Marketplace — sign-in required

Install the app from the Snowflake Marketplace to preview the Insights dashboard for free — no recommendations, no payment required. Promotion and paid tiers unlock full clustering key recommendations with estimated savings. 10% discount when billed annually. Upgrade, downgrade, or cancel anytime.
Songwei Tsay
About Goldilox

Decades of data platform experience, one focused product.

Goldilox is focused on one job: making Snowflake optimization automatic, measurable, and trustworthy — a problem every serious data team hits, and one that deserves a real engineering answer.

Songwei Tsay Founder & Chief Architect

Two decades of experience designing and building data, cloud, and platform systems — from query engines to large-scale financial planning platforms.

Connect on LinkedIn

Frequently Asked Questions

Insights uses trained prediction models to analyze your query patterns and telemetry data, identifying optimal clustering keys for your tables. By improving partition pruning, queries scan less data — resulting in faster execution times and lower compute costs. Each recommendation includes estimated credit and dollar savings so you can see the impact before making changes.

No! Insights is a Snowflake Native App, which means it runs entirely within your Snowflake environment. Simply install it from the Snowflake Marketplace and you're ready to go.

Typical savings range from 10% to 50% reduction in query costs, depending on your current clustering configuration and query patterns. Insights calculates estimated credit and dollar savings per table based on your actual query history — you'll see the numbers directly in the dashboard, not just during a consultation.

Absolutely. Insights operates entirely within your Snowflake environment. Your data never leaves your account, and we only analyze query metadata and telemetry - not your actual data.

Most customers see improvements within days of implementing Insights' recommendations. The analysis begins immediately after installation, and you'll receive actionable insights as soon as we've gathered enough data.

Insights has four public tiers based on the number of monitored tables: Small ($100/mo, up to 3 tables), Medium ($300/mo, up to 10), Large ($1,000/mo, up to 40), and custom Enterprise pricing for larger workloads. Every plan starts with a 30-day free trial. See the pricing section for details.

Ready to optimize your Snowflake performance?

Get started with Insights today and see results within days.

Contact Us

Interested in partnering with us or learning more? Get in touch.

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