PLATFORM
Four modules on one correlated plane.
Not four products stitched with links — one telemetry graph, four lenses. Every module reads the same seam: stages joined to pods, dollars joined to datasets.
M1
Cost Intelligence
Every job priced per run. Every dollar walked from the CUR line item to the dataset. SpendGuard — the enforcement arm — holds the budget lines you draw.
M2
Workload Reliability
Runtime vs 7-day baseline for every stage — and the K8s events underneath joined automatically, so “it ran long” comes with its reason attached.
14:05▲ SKEWstage 14 · task 217 at 8.4× median · shuffle 61GB
13:41◈ INFRAspot reclaim → executor reschedule ×2
12:58● PASSsilver.sessions · runtime within baseline
M3
Data Quality & Lineage
Expectations on every table, column-level lineage to every dashboard. Blast radius answered before you merge, not after the exec meeting.
schema_matches(contract: v2.4)▲ FAIL
freshness < 30m▲ FAIL · −41m
null_rate(user_id) < 0.001● pass · 41.2M rows
blast radius3 tables · 1 dashboard
M4
Optimization Actions
Recommendations carry projected savings and blast radius. You approve; we apply and verify the savings actually held. Nothing moves without your click.
rightsize ng-c5.4xl-b → c5.2xlprojected −$1,796/mo
skew hint · gold.revenue_daily stage 14projected −38% runtime
verified last week● −$4.1k/mo held