Dataface Tasks

v1.0 stability and defect burn-down

IDM4_V1_0_LAUNCH-INTEGRATIONS_PLATFORM-01
Statusnot_started
Priorityp1
Milestonem4-v1-0-launch
Ownerhead-of-engineering

Problem

After public launch, the GCP deployment, Stripe billing integration, and Fivetran platform connectivity paths will accumulate defects from real-world usage patterns that internal testing didn't cover. Without a structured stability program — recurring defect triage, burn-down tracking, and reliability trend monitoring (uptime, error rates, p99 latency) — the platform will degrade over time as new features ship on top of unresolved issues. Users experience this as increasing flakiness and lost trust.

Context

  • After launch, recurring defects in deployment, billing, connectivity, and production launch integration will damage trust faster than new features can restore it, so this phase should prioritize stability over new scope.
  • The goal is to identify the repeat offenders, remove the highest support burden, and make failure patterns measurable enough that the team knows whether quality is improving.
  • Expected touchpoints include deployment automation, environment/runbook docs, billing/integration code, and ops checks, bug history, support or incident notes, and any tests or QA gaps that let defects recur.

Possible Solutions

  • A - Keep mixing bug fixes with feature work opportunistically: preserves flexibility, but lets long-tail reliability work stay perpetually unfinished.
  • B - Recommended: run an explicit stability program: rank defect classes, burn down the highest-frequency issues, and pair fixes with validation so regressions stop recurring.
  • C - Freeze all new work until zero known defects remain: simple in principle, but unrealistic and usually counterproductive.

Plan

  1. Aggregate the recurring failures in deployment, billing, connectivity, and production launch integration from bugs, support notes, and recent releases, then rank them by user impact and repeat rate.
  2. Turn the top defect classes into a concrete burn-down list with owners, acceptance criteria, and the validation needed to keep each fix from regressing.
  3. Land or schedule the highest-leverage fixes first, including any docs or operator changes that reduce repeat incidents.
  4. Review the remaining defect mix after the first burn-down pass and update the next tranche of work based on actual stability improvements.

Implementation Progress

Review Feedback

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