Wave 14 · Data, Reporting & FinOps Operations BigQuery / FinOps / query-cost proof Synthetic project, reservation, and workload exports

BigQuery query-cost posture, slot pressure, and optimization packets that stay operator-readable.

This control plane turns raw BigQuery usage exports into one FinOps surface: bytes-scanned spikes, slot pressure, partition misses, reservation drift, attribution gaps, telemetry issues, and the remediation packets needed before forecast, chargeback, or optimization windows slip.

Overview Query Lane Cost Risks Optimization Posture Verification Docs

Commercial Front Door

BigQuery query-cost governance and workload optimization operations for platform, finance, and analytics teams.
Audit-safe visibility into bytes-scanned spikes, reservation pressure, telemetry gaps, and attribution hygiene without exposing live credentials.

Proof Layer

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

Why it matters

Recruiters looking for BigQuery / FinOps / data platform should see real query-cost work: scan containment, slot governance, attribution hygiene, and export continuity.

Operator Snapshot

queries · slots · attribution · telemetry

snapshots

Synthetic workload and reservation snapshots feeding the governance lane.

current snapshots

Snapshots still fresh enough to trust for query-cost governance decisions.

drifts

Open packets across query efficiency, slot governance, attribution, and telemetry.

query spikes

Bytes-scanned spikes and partition misses already pressuring the monthly runway.

attribution gaps

Unlabeled spend weakening showback and owner trust.

optimization escalations

Packets still needing owner action before posture can be called healthy.

Why operators care

finops proof · recruiter signal

containment first

Route the query-cost issue before forecast trust slips

Contain the bytes-scanned spike, tune the partition misses, rebalance reservations, restore telemetry, and backfill labels before calling BigQuery query-cost posture healthy.

owner evidence

Turn usage exports into operator proof

Every lane stays tied to owner, drift family, resource, scope, and the next concrete optimization move.

recruiter signal

Show real BigQuery FinOps depth

This is real query-cost and optimization proof, not generic cloud-cost copy.