Wave 14 · Data, Reporting & FinOps Operations Snowflake / FinOps / warehouse-cost proof Synthetic account, warehouse, and workload exports

Snowflake cost posture, query hotspots, and optimization packets that stay operator-readable.

This control plane turns raw Snowflake usage exports into one FinOps surface: warehouse spikes, idle compute, query hotspots, tag-coverage gaps, storage bloat, telemetry drift, and the remediation packets needed before forecast, chargeback, or optimization windows slip.

Overview Warehouse Lane Query Risks Optimization Posture Verification Docs

Commercial Front Door

Snowflake cost governance and warehouse optimization operations for platform, finance, and analytics teams.
Audit-safe visibility into warehouse spikes, query hotspots, telemetry gaps, and tag hygiene without exposing live credentials.

Proof Layer

Offline analyzer + CLI + dashboard surface.
This repo includes a reusable analyzer that reads warehouse-cost snapshots and drift exports and turns them into severity, owner, and optimization packets.

Why it matters

Recruiters looking for Snowflake / FinOps / data platform should see real warehouse-cost work: compute containment, hotspot tuning, chargeback hygiene, and telemetry continuity.

Warehouse Lane

owner · focus · next action

Lane	Owner	Focus	Status	Findings	Next action
Warehouse efficiency lane Transform and BI warehouses are consuming more credits than the envelope expects.	Data Platform	Compute spikes, idle windows, auto-suspend posture, and credit runway	red	3	Trim idle windows, rightsize concurrency, and restore suspend discipline on the high-credit warehouses.
Query governance lane One executive rollup path is generating a query-cost hotspot that is already pressuring the forecast.	Analytics Engineering	Scan hotspots, repeated full-table reads, and workload tuning	red	1	Refactor the hotspot query path and validate clustering/pruning before the next executive refresh cycle.
Chargeback hygiene lane Untagged tasks and warehouses are reducing chargeback trust.	FinOps Operations	Tag coverage, owner attribution, and finance-facing visibility	yellow	1	Backfill owner/cost-center tags and enforce tagging checks on new warehouse and task creation.
Telemetry and storage lane Telemetry freshness and storage retention both need cleanup before governance posture can be called healthy.	Data Platform	Usage exports, retention windows, fail-safe bloat, and optimization evidence	yellow	7	Restore usage exports and shrink stale storage/clones before the next monthly review.