DataOps & Platform Teams
Dashboards detect the spend.
Snowflake shows the warehouse.
Still no owner No workload identified

Anavsan enforces the fix.

Every new agent, app, and pipeline burns credits — and native attribution stops at the warehouse, so no one can name what caused it or own it. Anavsan traces addressable waste to a workload and owner, then enforces a decision through your review process and proves it from the data.

50%+cost reduction 200+Snowflake signals 14-dayfree trial Metadata onlyno data leaves
ANALYTICS_WH · Last 14 days · Credits/day APEX active
APEX detected Owner assigned ETL_PIPELINE 45% CORTEX_AI 25% ANALYTICS 19% OTHER 11%
Anomaly detected
312%
Credits/day spike · Owner unresolved
Workload traced
ETL_PIPELINE
Owner: Priya M. · High priority · Assigned
Governance closed
−67%
Metric recovered · Finding closed
Trace → Assign → Enforce → Prove
Built for
DataOps Engineers
Platform Teams
FinOps Leaders
Data Architects
Engineering Managers
The Problem

Detection isn't the gap. Enforcement is.

Multi-year commitments are depleting months ahead of schedule. Your team can already see the spikes — what's missing is attribution to the workload that caused them, and a system that drives the fix to done. Leadership asks what's driving it. No one owns the answer.

Attribution gap

The platform sees warehouses

Not the retraining pipeline, the Cortex agent, or the team's app behind the burn. The cause stays unnamed.

Native tooling shows
ANALYTICS_WH · 312% spike
What you actually need
ETL_PIPELINE → Team A → Priya M.
Ownership gap

So the fix never lands

An unattributed cost goes into a Slack thread, gets no owner, and runs again next week. Visibility without enforcement changes nothing.

What happens now
#data-costs: "anyone know this?"
3 days later
Closed · no action · still running
Governance gap

No record for renewal

When the contract comes up, there's no proof of what was fixed, what was saved, or who owned it.

At renewal time
CFO: "Show me the ROI"
Team's answer
...rebuilding spreadsheets
✦ Anavsan closes all three gaps
Trace waste to a workload and owner Name an evidence-backed owner — or say needs owner Close the finding when the metric recovers
How APEX does it
EIN Presswire · June 2026

Anavsan launches APEX — an enforcement engine that closes the loop on Snowflake costs, with Cortex Code integration, Slack accountability routing, and GitHub PR documentation workflows.

Read the article
Product Suite

Everything you need to close
addressable waste

From tracing waste to a named owner, a PR-gated decision, and a finding that closes from the data — a complete governance platform built natively for Snowflake.

Storage Intelligence

Multi-account storage monitoring that finds unused tables, orphaned data, and unoptimized retention settings. Surfaces the biggest storage cost drivers across your entire Snowflake estate.

Learn more

AI & Cortex Visibility

Track Snowflake Cortex and AI Services usage alongside queries and warehouses. Understand AI token consumption, model costs, and their impact on your total Snowflake spend.

Learn more

Credit Cost Simulator

Simulate query and workload optimizations in a sandbox before deploying to production. Validate credit savings with confidence — no guesswork, no risk to live workloads.

Learn more
How APEX Works

Trace it. Assign it. Enforce it. Prove it.

Four stages. One closed loop — find the waste, name an owner, drive a decision through your review process, then close it from the data. Read the loop explainer →  ·  See the full walkthrough →

01

Trace

Find the waste, not the spend. Detect a recurring, fixable inefficiency and quantify the excess — the gap between what you paid and what an efficient configuration would have cost.

Addressable waste, not a spend leaderboard
02

Assign

Name a party, never the wrong one. Resolve the accountable person or team from real ownership evidence, and say plainly when ownership isn’t knowable rather than guessing.

Named owner — or needs owner
03

Enforce

Drive it to a decision. Give the owner the exact change, the risk and the savings, then track it through your own review process until it is applied, deferred with a reason, or dismissed.

Applied, deferred, or dismissed
04

Prove

Close it from the data. Watch the underlying metric return to normal and resolve the finding automatically. Nobody self-reports a win.

Closed because the waste stopped
APEX
Loop closed · Governance complete ✓
Why DataOps first: you see the burn climb before anyone else and own the workloads behind it. Anavsan gives you the enforcement layer to close it — and the record FinOps carries into the renewal.
After the loop closes
Waste ranked, not spend

Recurring inefficiencies with a counterfactual dollar figure — busy, efficient warehouses stay off the list.

Every owner named

Evidence-backed assignment — or an honest needs-owner, never a guessed personal accusation.

Decision enforced

Exact change through your PR process — applied, deferred with a reason, or dismissed.

Closure proved

The finding resolves itself when the metric recovers. Nobody self-reports a win.

Book a Demo
What changes

Every cost problem traced, assigned, enforced, and proved.

01

Waste, not spend

See which recurring inefficiencies are addressable — the gap versus an efficient config, not a warehouse leaderboard.

02

Owner named — or needs owner

Cost events route from evidence. If ownership is not knowable, the Desk says so instead of guessing a person.

03

Decision enforced

The exact change tracks through your PR process until it is applied, deferred with a reason, or dismissed.

04

Closure proved

The finding resolves itself when the metric recovers. Nobody self-reports a win — and a simulation is not the proof.

50%+
Average Snowflake cost reduction
200+
Workload signals traced per account
5 min
To connect a Snowflake account
Day 1
First attributed burn report
Customer Results

Trusted by data teams who needed attribution, not just alerts

Here's what Snowflake engineering and FinOps leaders say after using Anavsan.

★★★★★

"Before Anavsan, our warehouse costs were completely unpredictable. Now we have full visibility into who owns what, and our team actually takes accountability for query performance. Night and day difference."

DE
Director of Data Engineering
Enterprise SaaS Company
Eliminated unpredictable warehouse cost spikes
★★★★★

"We achieved a 40% reduction in Snowflake spending within the first quarter. The anomaly detection caught patterns our own monitoring missed completely. The ROI was immediate and measurable."

HA
Head of Data Analytics
Global Financial Services Firm
40% Snowflake spending reduction in Q1
★★★★★

"As a data architect at a fintech, security and auditability are non-negotiable. Anavsan's metadata-only approach and the proof documentation trail made it an easy sell to our compliance team. 35% cost reduction in 2 months."

DA
Data Architect
FinTech Startup
35% cost reduction in just 2 months
★★★★★

"The query simulation feature alone is worth it. We were deploying optimization changes blind before — now we validate credit savings in a sandbox first. Our engineers love it, and leadership loves the documented proof."

SM
Senior Data Engineering Manager
Tech-Forward Retailer
Measurable query performance improvements across 3 teams
vs. Monitoring Tools

Monitoring shows the problem.
Anavsan solves it.

Traditional monitoring tools stop at alerting. Anavsan closes the full accountability loop — from detection to documented resolution.

Capability Anavsan APEX Native Snowflake Monitoring Other Tools
Cost anomaly detection AI-powered, contextual Partial Basic thresholds
Accountability assignment Auto-routed to engineer
Pre-production cost simulation Sandboxed validation
Private Knowledge Graph 200+ signals
Documented savings proof Verified audit trail
Multi-account governance Centralized Partial Varies
Zero data exfiltration Metadata-only Varies
Available on Snowflake Marketplace Partial Monitoring only Built-in
Pricing

Priced for teams that close the loop.

Start with free monitoring. Add ownership when you need accountability. Enforce when savings must stick.

Monitoring
Free
Forever free — 1 Snowflake account
Free visibility beyond Snowsight dashboards — one Snowflake account.
  • Cost anomaly detection across queries, warehouses, and storage — beyond Snowsight account views Surfaces credit spikes with workload context — not just Snowsight account charts.Native anomaly detection vs APEX
  • Warehouse and storage intelligence packaged for FinOps — not buried in engineer-only native views Native monitoring stops at visibility. Anavsan Monitoring is the free starting point for shared cost intelligence.Native monitoring vs AI platforms
  • Shared FinOps and engineering cost dashboards
  • Workload-aware visibility built for ownership follow-through — not observability alone SELECT-style tools emphasize observability and allocation. Anavsan starts free visibility with a path to accountability and closure.SELECT vs Anavsan
  • Community support, self-serve setup
  • 1 Snowflake account, forever free
Enforcement
3–5%
of governed Snowflake spend
Enforcement Desk, policy, and PR workflows so addressable waste reaches verified closure.
  • Everything in Accountability, plus:
  • Enforcement Desk — waste-ranked findings with owners, exact fixes, and evidenced closure Worklist ranked by addressable waste (not spend): mechanism, owner, exact fix + SQL, and status that closes when the metric recovers — via your PR process.See Enforcement Desk
  • Policy-driven enforcement, budget guardrails, and alerts
  • GitHub and workspace PR workflows — system-prompted query fixes grounded in the Knowledge Graph Desk fixes leave as PRs in your repository — human-approved through your review process, with PKG context on the change.Enforcement Desk closure
  • FinOps ↔ engineering shared workspace with open-issue and resolution dashboards
  • Optional knowledge base hosting in your environment When required, knowledge can stay in your Snowflake environment under a metadata-first posture — on top of the Knowledge Graph already included in Accountability.Native App & in-Snowflake options
  • Cross-account Snowflake intelligence console
Forever free Monitoring (1 account) Connect Snowflake in 5 minutes

Questions? Contact us — we reply fast.

FAQ

Common questions answered

Everything you need to know before you start your trial.

What is Anavsan?
Anavsan is the Snowflake Workload Governance Platform. Powered by APEX, it finds addressable waste, names an evidence-backed owner, drives a decision through your review process, and closes the finding when the metric recovers — Trace → Assign → Enforce → Prove.
What is Snowflake workload governance?
Snowflake workload governance is the practice of tracing waste to a workload, assigning an owner, enforcing a decision, and proving closure from the data. Unlike monitoring alone, governance ensures every material inefficiency has an owner, a resolution path, and an evidenced outcome — so teams can scale Snowflake without burning credits months early.
Does Anavsan access my Snowflake business data?
No — Anavsan uses metadata only. It reads Snowflake operational signals such as queries, warehouses, storage patterns, and cost usage. It never reads, copies, or moves your business data outside Snowflake.
How does Anavsan reduce Snowflake costs?
Anavsan reduces Snowflake costs by closing addressable waste, not just detecting spikes. APEX ranks recurring inefficiencies — idle compute, inefficient queries, storage bloat, Cortex usage — names an evidence-backed owner, tracks the exact change through your review process, and closes the finding when the metric recovers.
How is Anavsan different from Snowflake monitoring tools?
Monitoring tools detect problems; Anavsan enforces the fix. Native dashboards and third-party monitors show what spiked. Anavsan closes the accountability loop — trace the waste, assign the owner, enforce the decision, prove it from the data — so cost issues actually get resolved.
How long does it take to connect Snowflake to Anavsan?
Most teams connect in about 5 minutes. Anavsan uses secure service-user authentication with metadata-only, read-only access. Your first attributed burn report is available on Day 1. Full onboarding support is included on Accountability and Enforcement plans.
Does Anavsan support multiple Snowflake accounts?
Yes — Anavsan supports multi-account Snowflake environments. Monitoring includes 1 account free. Accountability is billed per account; Enforcement adds centralized visibility, cross-account intelligence, and policy-driven governance across your full Snowflake footprint.
Can Anavsan monitor Snowflake Cortex and AI Services?
Yes — Anavsan tracks Cortex and AI Services alongside queries and warehouses. Teams can see which agents, models, and pipelines drive AI token spend, attribute it to an owner, and govern AI-related credit burn before renewal.
Does Anavsan suggest fixes or only report problems?
Anavsan recommends an exact change and tracks it through your review process. Using your Private Knowledge Graph, APEX surfaces the mechanism, risk, and copy-pasteable SQL. Teams can simulate credit impact before production as a change-safety step. The finding then closes itself when the underlying metric recovers — nobody self-reports a win.
How much does Anavsan cost?
Monitoring is forever free for 1 account; Accountability is $1,750/account/month; Enforcement is 3–5% of governed spend. Annual billing saves 20% on Accountability ($16,800/yr per account). Contact us for Enforcement.
5-min connect — your data stays yours

Stop detecting cost problems.
Start enforcing the fix.

Scaling on Snowflake and burning credits early? Trace the waste, assign the owner, enforce a decision through your review process, and prove closure from the data — walk into renewal with a record, not a surprise.

Reads operational metadata only — credit signals, query fingerprints, ownership tokens. Your business data never leaves Snowflake.