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Spotlight · AI-ready data foundation

Is your data ready before the pilot starts?

Governance, quality and lineage: the building blocks that every use case on this map stands on. Almost entirely left. Governance, quality and lineage are decided and built before any model is released; skipping them is why pilots stall between 0 and 100.

Hot · still maturing9 matrix220 solutions6 before release3 in productionspans 2 cores
SHIFT LEFT · BEFORE RELEASESHIFT RIGHT · IN PRODUCTIONfeeds the next plan
A team's taskstart here ▸
Production footprint◂ your stops
1
Data Governance & Catalog
NUCL-C1S02M001
Plan
Do you know what data you have and who owns it?
Yes stop inNo bypass
2
Data Classification & Sensitivity
NUCL-C1S02M007
Plan
Is sensitive data found and labelled?
Yes stop inNo bypass
3
ETL / ELT & Data Transformation
NUCL-C1S01M015
Code
How is data cleaned and modelled into something usable?
Yes stop inNo bypass
4
Metadata & Lineage
NUCL-C1S02M002
Code
Can you trace where each field came from?
Yes stop inNo bypass
5
Data Ingestion & Integration
NUCL-C1S01M014
Build
How does source data get in?
Yes stop inNo bypass
6
Data Quality & Observability
NUCL-C1S02M003
Test
Are quality checks a gate in the pipeline, not an afterthought?
Yes stop inNo bypass
7
Data Pipeline Orchestration
NUCL-C1S01M018
Deploy
Are pipelines scheduled, monitored and recoverable?
Yes stop inNo bypass
8
Managed Data & Analytics Operations
NUCL-C2S03M009
Operate
Who runs the platform day to day after go-live?
Yes stop inNo bypass
9
Cloud & Data Financial Management
NUCL-C1S01M023
Monitor
Can you see what the platform costs to run?
Yes stop inNo bypass
RELEASE · GO-LIVE
A team's taskstart here ▸
SHIFT LEFT · BEFORE RELEASE
1
Data Governance & Catalog
NUCL-C1S02M001
Plan
Do you know what data you have and who owns it?
Yes stop inNo bypass
2
Data Classification & Sensitivity
NUCL-C1S02M007
Plan
Is sensitive data found and labelled?
Yes stop inNo bypass
3
ETL / ELT & Data Transformation
NUCL-C1S01M015
Code
How is data cleaned and modelled into something usable?
Yes stop inNo bypass
4
Metadata & Lineage
NUCL-C1S02M002
Code
Can you trace where each field came from?
Yes stop inNo bypass
5
Data Ingestion & Integration
NUCL-C1S01M014
Build
How does source data get in?
Yes stop inNo bypass
6
Data Quality & Observability
NUCL-C1S02M003
Test
Are quality checks a gate in the pipeline, not an afterthought?
Yes stop inNo bypass
RELEASE · GO-LIVE
SHIFT RIGHT · IN PRODUCTION
7
Data Pipeline Orchestration
NUCL-C1S01M018
Deploy
Are pipelines scheduled, monitored and recoverable?
Yes stop inNo bypass
8
Managed Data & Analytics Operations
NUCL-C2S03M009
Operate
Who runs the platform day to day after go-live?
Yes stop inNo bypass
9
Cloud & Data Financial Management
NUCL-C1S01M023
Monitor
Can you see what the platform costs to run?
Yes stop inNo bypass
Production footprint◂ your stops
See the spotlight