Data requests system blueprint

This system receives business questions through an approved workspace, resolves intent, and answers from governed metrics and datasets. It returns the calculation, definition, source lineage, and relevant limitations, while routing ambiguous or sensitive requests to a qualified owner.

Business function
Leadership
Operating context
Across the business
Primary owner
Head of Analytics

What starts the system

An authorized user submits a supported business question in the connected request channel.

Human boundary

Row, field, and metric access follows the requester's identity

How the system works

  1. 1. Classify the question, requester permissions, intended grain, and required definitions.

  2. 2. Query approved data products, validate the result, and attach source and calculation lineage.

  3. 3. Return the answer or route ambiguity, restricted data, and novel analysis to an accountable analyst.

Inputs

  • Natural-language business question and requester identity
  • Governed semantic model, metrics, and data products
  • Access policy, definitions, and escalation rules

Outputs

  • Sourced answer with definitions and calculation context
  • Escalation or reusable-query record when human analysis is required

Controls

  • Row, field, and metric access follows the requester's identity
  • Unsupported inference and low-confidence interpretation require human review

Examples of systems it may connect to

  • Slack
  • Microsoft Teams
  • Snowflake
  • Google BigQuery
  • Microsoft Power BI

What can carry across companies

The reusable core is intent resolution, governed query generation, permission enforcement, lineage, and escalation.

What must be adapted

Supported questions, semantic definitions, channels, access groups, answer formats, and confidence thresholds are local.

Start with the closest pattern–or start from your process.

The catalogue represents reusable operating shapes, not fixed off-the-shelf applications.

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