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Data strategy: INFRA metrics stack and DASHBOARD plans

By Sculptor team

Plan INFRA-001 data infrastructure and DASHBOARD-001 metrics—for startup analytics maturity and enterprise reporting aligned to OKR and PMF definitions.

  • startup strategy
  • strategy pack
  • data strategy
  • INFRA-001
  • DASHBOARD-001
  • analytics
  • metrics stack

If you are building a company and feel lost about startup data strategy analytics, you are not alone. This phase exists so your Strategy Pack stays honest—not pretty.

What this phase is really about

Data strategy connects decisions to measurable signals. You choose instrumentation, storage, and dashboards that KR owners trust. Startups avoid tool sprawl; enterprises align initiative metrics with corporate BI governance.

In Sculptor, DataStrategyAgent keeps the conversation anchored to Data strategy so you do not mix this work with other phases. That separation is how consultants run engagements: one room, one decision set, one artefact pack.

Why teams skip this (and regret it later)

Teams argue metrics in every meeting because events were never defined. Without INFRA-001, PMF and finance models use conflicting numbers.

Questions this phase must answer

  • Which events prove VP and CX moments?
  • What is source of truth for revenue and usage?
  • Which tools fit stage, skills, and budget?
  • How do we protect privacy while analyzing behavior?
  • What dashboards do executives vs squads need?
  • Where does data quality block decisions today?
  • Which KR metrics are automated vs manual?
  • How will schema evolve without breaking history?

Deliverables you should leave with

Data strategy artefacts define event taxonomy, tooling choices (INFRA), and executive dashboards (DASHBOARD)—aligned to KR and PMF metrics.

  • INFRA-001 stack diagram with owners
  • Event dictionary linked to product flows
  • DASHBOARD-001 spec for KR and PMF
  • Data quality checks and alert rules

What to prepare before you start

  • KR and PMF metric definitions
  • Tech ADR data boundaries
  • Existing BI standards if enterprise

Who should own the answers

Data or analytics lead owns INFRA; product defines events; finance validates revenue definitions. Security reviews PII handling.

How this connects to the rest of your pack

This phase sits in the Specialist depth group on the Strategy Pack journey.

Previous: Earlier phase

Next: Next phase

See the complete phase guide for all specialists.

Examples from the real world (names changed)

A B2B SaaS vendor DASHBOARD-001 unified product usage and billing views, ending quarterly OKR disputes.

A beverage ritual brand INFRA-001 tracked ritual completion events, powering MKTG learning loops without expensive warehouse spend early.

Use this in Sculptor tomorrow

  1. Open Sculptor and create or open a workspace project.
  2. In Chat, type /datastrat or pick Data strategy from the command palette—the same rules apply as the slash.
  3. For breadth, start an Agentic Strategy Pack run; the phase executes in journey order and saves library assets.
  4. Read From specialist chat to a library-ready Strategy Pack for how chat and Agentic runs fit together.

Keyword focus: startup data strategy analytics, Strategy Pack coach, startup strategy planning, AI strategy specialist.