Agentic FinOps Audit

You're Overpaying 15-30%
For Your Warehouse

Myriade's agent shows you exactly what you're spending on, and where it's wasted. Get a detailed ROI report with prioritized fixes and ready-to-execute SQL scripts, in under 72h.

Start My ROI Assessment

Turnaround

Avg. Savings

COMPATIBLE WITH

SnowflakeBigQueryDatabricksRedshift

Myriade Finds And Optimizes Wasteful Spending Across Every Possible Dimension

You can't write a rule for a problem you haven't seen yet. Myriade explores your warehouse without a checklist, identifying structural inefficiencies that may technically 'work' but silently burn cash.

Shadow Environments

Staging environments mirroring production scale for zero operational reason.

Config+Volume+Usage

Missing Clustering

Multi-TB tables triggering 90%+ partition scans on every simple query.

Query Profile+Partition Scans

Miscalibrated Dynamic Tables

Refreshing every 10 minutes for datasets that are only read once a day.

Schedulers+User Behavior

Zombie Tables

Forgotten backups, redundant clones, and _OLD tables that never got cleaned up.

Lineage+Access Logs

Shadow Environments

Staging environments mirroring production scale for zero operational reason.

Config+Volume+Usage

Missing Clustering

Multi-TB tables triggering 90%+ partition scans on every simple query.

Query Profile+Partition Scans

Miscalibrated Dynamic Tables

Refreshing every 10 minutes for datasets that are only read once a day.

Schedulers+User Behavior

Zombie Tables

Forgotten backups, redundant clones, and _OLD tables that never got cleaned up.

Lineage+Access Logs

Divergent Compute Patterns

Detected a 400% credit spike despite stable row counts, traced to a chaotic REGEX join.

Billing Events+Historical Baseline+Git Diff

Hidden Data Redundancy

Independent teams building identical datasets, doubling storage and compute bills.

Schema Similarity+Content Hashing+Lineage

Silent Logic Bugs

SCD (Slowly Changing Dimension) errors generating millions of redundant rows daily.

Data Sampling+Statistical Drift

Storage Waste

Transient data stored in PERMANENT tables, triggering expensive and useless Fail-Safe costs.

Tagging+Retention Policy

Divergent Compute Patterns

Detected a 400% credit spike despite stable row counts, traced to a chaotic REGEX join.

Billing Events+Historical Baseline+Git Diff

Hidden Data Redundancy

Independent teams building identical datasets, doubling storage and compute bills.

Schema Similarity+Content Hashing+Lineage

Silent Logic Bugs

SCD (Slowly Changing Dimension) errors generating millions of redundant rows daily.

Data Sampling+Statistical Drift

Storage Waste

Transient data stored in PERMANENT tables, triggering expensive and useless Fail-Safe costs.

Tagging+Retention Policy

Agentic Intelligence For FinOps

Myriade's agent prioritizes issues, synthesizes signals, and understands business context to deliver autonomous, precise action.

Traditional

Rule-Based FinOps

Static alerts

Predefined thresholds that miss novel issues

Flat issue lists

No prioritization—you figure it out

Manual investigation

Hours spent understanding each problem

Generic advice

"Consider optimizing this query"

Myriade

Agentic FinOps

Autonomous exploration

Discovers issues no rule could define

Smart prioritization

ROI-ranked with Day 1 quick wins

Deep synthesis

Connects lineage, usage & business context

Ready-to-ship fixes

Exact SQL scripts you can run today

Your Precise Cost-Cutting Roadmap,
With Ready-to-Ship Code

Don't drown in a list of bugs. Every issue comes with an exact cost-per-month estimation and priority scoring, giving you a clear 'Day 1' checklist with the SQL to fix it.

Myriade

Retail E-commerce Audit

Projects

Reports

Catalog

Recent

Retail E-commerce

B2B Marketplace

Data Mesh

Retail E-commerce Cost Audit

Burn:€122k/yr

Savings:€35.5k/yr (-29%)

🎯 3 Priority Issues

💀

Zombie Dynamic Tables

23 unused tables

€14.2k/yr

🔑

Missing Clustering Keys

Full scans on event logs

€12.8k/yr

🗑️

Permanent Rejection Tables

51,000 tables

€8.5k/yr

Detailed Report

💀 Zombie Dynamic Tables

Quick Win

Annual Waste

€14,200

Complexity

Low

Analysis

We identified 23 dynamic tables with zero downstream dependencies in your ANALYTICS schema. These tables are configured to refresh every 10 minutes, consuming significant compute resources, yet have not been queried in the last 180 days.

Impact

•4,720 compute credits consumed monthly
•144 unnecessary refreshes per day
•Warehouse ANALYTICS_WH kept warm unnecessarily

Recommendation

Drop all 23 tables after confirming with stakeholders. SQL scripts are ready for immediate execution.

🔑 Missing Clustering Keys

Architectural

Annual Waste

€12,800

Complexity

Medium

Analysis

Your EVENTS table (2.3TB) lacks clustering keys, causing full partition scans on 94% of queries. The table is queried 847 times daily with filters on event_date, but without clustering, each query scans the entire dataset.

Impact

•2.3TB scanned per query instead of ~50GB
•Query latency 12x higher than optimal
•XL warehouse scaled up unnecessarily

Recommendation

Add clustering keys on event_date column. Expected 85% reduction in bytes scanned and ability to downsize warehouse.

🗑️ Permanent Rejection Tables

Quick Win

Annual Waste

€8,500

Complexity

Low

Analysis

Found 51,000 rejection tables created by COPY INTO operations stored as PERMANENT tables. These transient error logs are retained with 7-day Fail-Safe, generating continuous storage costs for data that should be ephemeral.

Impact

•890GB of Fail-Safe storage costs
•Time Travel retention on throwaway data
•Catalog pollution affecting discoverability

Recommendation

Convert to TRANSIENT tables or implement automated cleanup policy. Drop tables older than 30 days.

Clustering Fix

Architectural

Annual Cost€12,800

Compute Credits4,260/mo

Fix ComplexityMedium

12 of 47

Zombie Table Fix

Quick Win

Annual Cost€14,200

Compute Credits4,720/mo

Fix ComplexityLow

1 of 47

Hard ROI for
every action

Quick Wins vs.
Architectural

Ready-to-run
SQL Scripts

Documented
vigilance points

What Our Audits Uncover

Retail E-commerce

Burn Rate

€122k/year

Identified Savings

€35.5k/year (-29%)

The Fixes

Killed zombie Dynamic Tables
Applied clustering keys to core event logs
Dropped 51,000 permanent rejection tables

B2B Marketplace

Burn Rate

€132k/year

Identified Savings

€36k/year (-27%)

The Fixes

Consolidated micro-batches (fixing "Small File" problem)
Eliminated 142 TB/month of Spillage
Stopped recursive INFER_SCHEMA loops

Enterprise Data Mesh

Burn Rate

€14.3k/year

Identified Savings

€5.7k/year (-40%)

The Fixes

Deduplicated redundant dbt staging models
Patched SCD bug (5M rows/day leak)
Optimized warehouse cache settings

Estimate Your Savings

Based on 27-40% average savings from previous audits

Your Annual Snowflake/BigQuery/Databricks Spend

€20k€500k+

€100kper year

Year 1 Savings

€29k

~30% average reduction

5-Year Impact

€146k

If left unoptimized

You could be wasting

up to 29%

on warehouse costs over the next 5 years.

Estimates based on average savings from previous Myriade audits.
Actual results vary based on warehouse complexity and current optimization state.

How Much Compute Are You Actually Burning Right Now?

We analyze your query history and warehouse config. You get a projected savings report in 72 hours.

Start My ROI Assessment

Read-only access

Zero impact on production

No data egress

Trusted by data teams at

You're Overpaying 15-30%For Your Warehouse

Myriade Finds And Optimizes Wasteful Spending Across Every Possible Dimension

Shadow Environments

Missing Clustering

Miscalibrated Dynamic Tables

Zombie Tables

Shadow Environments

Missing Clustering

Miscalibrated Dynamic Tables

Zombie Tables

Divergent Compute Patterns

Hidden Data Redundancy

Silent Logic Bugs

Storage Waste

Divergent Compute Patterns

Hidden Data Redundancy

Silent Logic Bugs

Storage Waste

Agentic Intelligence For FinOps

Rule-Based FinOps

Agentic FinOps

Your Precise Cost-Cutting Roadmap,With Ready-to-Ship Code

Retail E-commerce Cost Audit

🎯 3 Priority Issues

💀 Zombie Dynamic Tables

🔑 Missing Clustering Keys

🗑️ Permanent Rejection Tables

What Our Audits Uncover

Estimate Your Savings

How Much Compute Are You Actually Burning Right Now?

You're Overpaying 15-30%
For Your Warehouse

Your Precise Cost-Cutting Roadmap,
With Ready-to-Ship Code