Dataface Tasks

Adoption hardening for internal teams

IDM2_INTERNAL_ADOPTION_DESIGN_PARTNERS-DASHBOARD_FACTORY-01
Statusnot_started
Priorityp1
Milestonem2-internal-adoption-design-partners
Ownerdata-analysis-evangelist-ai-training

Problem

The template production pipeline was validated with a single team during the pilot, but it has not been tested for repeated use across multiple internal teams or external design partners. Rough edges that one team worked around — inconsistent YAML patterns, undocumented rendering quirks, manual deployment steps — will compound when more contributors attempt to use the pipeline independently. Without hardening, each new team will hit the same onboarding friction and require hand-holding that defeats the purpose of a self-service production workflow.

Context

  • Pilot work proved the baseline flow for repeatable production, review, and publishing of quickstarts and example dashboards, but repeated use by multiple internal teams and first design partners will surface reliability and UX edge cases that the pilot could work around manually.
  • This milestone is about turning a promising path into something teams can use predictably without bespoke engineering help, support heroics, or undocumented workarounds.
  • Expected touchpoints include examples/, review/publishing docs, production-line scripts, and dashboard content fixtures, plus any onboarding, validation, and issue-triage surfaces that repeatedly fail during broader adoption.

Possible Solutions

  • A - Fix only the currently visible blockers: fast, but it tends to preserve hidden fragility and leaves the next round of adopters to rediscover the same classes of issues.
  • B - Recommended: define an adoption-hardening checklist and close the highest-impact gaps: combine real usage review, targeted fixes, docs/runbook updates, and validation so repeated use becomes predictable.
  • C - Pause broader adoption until a larger redesign is finished: reduces short-term support load, but delays the real feedback this milestone is meant to capture.

Plan

  1. Review prototype/pilot outputs, open issues, and support friction to identify the top blockers to repeated team adoption of repeatable production, review, and publishing of quickstarts and example dashboards.
  2. Turn those findings into a prioritized hardening scope that covers product behavior, docs/runbooks, and validation for the highest-risk flows.
  3. Land or queue the highest-impact fixes and document explicit known limits for anything intentionally left out of scope.
  4. Re-run representative multi-team or design-partner scenarios and update follow-up tasks based on what still fails or feels too brittle.

Implementation Progress

Review Feedback

  • [ ] Review cleared