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PRODUCTION
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THE UPGRADED IDEA

We fly our infrastructure.
We can barely see our data.

Infra already has a rocket dashboard — capacity, latency, failures, predictability. Our data does not yet have the same cockpit. The idea: a Data Rocket Dashboard sitting on a governed Flying Data Highway, where every critical data domain gets a dedicated lane — with green signals, contracts, switches, checkpoints and control-tower visibility.

THE SHIFT
"Load successful"
Fit for business use

A green signal is not "the pipeline ran". It means data arrived, schema matched, contract passed, quality and freshness held, reconciliation passed, consumers were served — and the business process is safe.

INFRA ALREADY KNOWS
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DATA MUST START TO KNOW
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HIGHWAY → DATA, MAPPED
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COMMUNICATION CANNOT BREAK

For critical data, the line between producer, platform, consumer and business process is non-negotiable. Each link is a checkpoint that must stay visible — if it breaks, we should see the blast radius immediately.

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FOUR LAYERS OF THE COCKPIT
FLEET — FIT FOR BUSINESS USE
87% ▲ 3
33 of 38 certified critical lanes are GO
3 regulatory lanes redsubmission risk
5 business processes impactedRisk · Reg · Pmts
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Critical Data Lanes SRC · Catalog · DQ · Contractssorted by signal
LANE FRESHNESS BUSINESS IMPACT OWNER
ACTION NOW control tower
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LEGEND Go Late / Hold Stop Not reached Unregistered shortcut Uncontrolled exit
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SIGNAL
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T1 → T3 SHORTCUT · UNREGISTERED ⇲ UNCONTROLLED EXIT
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Governed Switches SRC · Lineage · Contracts
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Highway Integrity SRC · Lineage · Consumption
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{{ laneDetail.name }} CERTIFIED CRITICAL LANE
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STATUS{{ laneDetail.statusLabel }}
OWNER{{ laneDetail.owner }}
SLA{{ laneDetail.sla }}
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Lane PipelineSRC · Integration · Pipelines · Lineage
SOURCES
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CONSUMERS
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Non-negotiable CheckpointsSRC · Quality · Contracts · Lineage
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What a GREEN signal means hereSRC · Composite rule
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RECOMMENDED ACTION

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→ {{ laneDetail.owner }}
Blast RadiusSRC · Lineage × Process map
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Pipeline RunsSRC · Airflow · dbt · LogsLIVE
LANE STATUS DURATION RECORDS Δ VOL SCHEMA RECON ERROR
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Consumption PatternsSRC · Query logs · Access
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Schema DriftSRC · Schema registry
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Volume AnomalySRC · DatabasesSanctions +38%
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Integration SurfaceSRC · Kafka · MQ · API · CDC
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WHERE IT COMES FROM

Every signal is constructed from telemetry we already emit.

No new data lake required. The cockpit assembles its signals from nine telemetry sources that already exist across the estate — catalog, quality, orchestration, logs, integration, consumption, storage, lineage and contracts.

9
SOURCES
10
CHECKPOINTS
1
VERDICT
TELEMETRY SOURCE LAYERS
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CONSTRUCTS
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HOW EACH NON-NEGOTIABLE SIGNAL IS CONSTRUCTED
CHECKPOINT CONSTRUCTED FROM PRIMARY SOURCE
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BEYOND “LOAD SUCCESSFUL”

The picture moves data.
Agents need data they can act on.

The “Agentic AI Data Layers” map is the plumbing — ingestion, pipelines, vectors, lineage, lakes. The cockpit already instruments most of it. But agentic readiness asks a harder question: can an autonomous agent act on this data without a human checking every step? That needs four things the picture leaves out — meaning, grounded retrieval, proof of correctness, and safety.

58%AGENT-READY
Strong plumbing, weak agent-native trust.
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The 10 Layerscockpit coverage
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7 covered2 partial1 missing
WHAT THE PICTURE IS MISSING FOR AGENTS TO ACT SAFELY
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BUILD FROM{{ g.build }}
Why this matters — the Customer Risk Agent is already live, consuming cached features because its lane is amber. An agent acting autonomously on a stale risk score is exactly the danger the picture can’t show: the pipeline “ran”, but the data was never ready to be acted on.
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SOURCE · Vector DB metrics · Embedding pipeline · Agent traces (OTel GenAI)
Agent TracesSRC · OTel GenAI · Vector DB
AGENT TASK CTX GROUND TOKENS LAT STATUS
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Vector & Index HealthSRC · Vector DB
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Retrieval QualitySRC · RAG evals
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Groundedness & EvalsSRC · Golden sets
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Safety & IntegritySRC · Corpus scan
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Seven questions. One action queue.
Where enterprise data architecture becomes operational.
3
LANES RED
5
PROCESSES
5
ACTIONS
Q7 · THE PUNCHLINE
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ACTIONS NOW →
Action Queue owner · SLA
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