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  1. Operations
  2. Technical Debt
  3. Technical Debt — Trends & Historical Analytics

Technical Debt — Trends & Historical Analytics

Track trends, measure impact and understand historical patterns

It introduces historical tracking and trend analytics for technical debt. Observations are recorded from successful reconciliations and provide time-series visibility, lifecycle activity, and financial history.

▤

Total Items

248↓ 12%vs previous period
⚠

Critical & High

76↑ 8%vs previous period
▥

New Items

32↓ 14%vs previous period
✓

Resolved

54↑ 24%vs previous period

Technical debt trends

Last 6 months
200150100500
AprMayJunJunJulAugSep
Critical & HighMediumLow

Items by lifecycle state

248Total Items
  • NOT_APPLICABLE12 (5%)
  • PENDING_EVALUATION48 (19%)
  • WITHIN_SLA76 (31%)
  • DUE_SOON32 (13%)
  • OVERDUE28 (11%)
  • BREACHED18 (7%)
  • RESOLVED54 (22%)

Historical model

Technical debt trends are backed by the following persistence model.

TableDescription
technical_debt_observation_runsOne row per organization per UTC bucketDate.
technical_debt_item_observationsImmutable upsert per (organization, item, day).
technical_debt_inventory_snapshotsAggregated inventory/financial totals per run.
technical_debt_lifecycle_eventsAppend-only lifecycle state changes.
technical_debt_financial_historyDaily cost and rightsizing estimates.

Data captured

  • Inventory time series (items count by lifecycle state)
  • Lifecycle activity counts (created, resolved, reopened)
  • Financial history (USD estimates)
  • Source collection coverage (cloud, GitHub, policy, etc.)
  • Backlog drilldown and trends

◷ Scheduler

♙
TechnicalDebtHistoryScheduler

Runs on TECHNICAL_DEBT_HISTORY_INTERVAL_MS (default 24h) and reconciles organizations that have debt items, refreshing observations.

← AWS account assessment Technical Debt — Remediation & Workflows →

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