Configuration as code: governance pipeline now takes --customer customers/contoso.json. One file per engagement: tenant details, tier, delivery settings, all in one schema. CLI still wins on conflicts. Operational maturity. #MicrosoftFabric
Governance delivery complete: preflight → scan → HTML report → email draft, all automated in one pipeline. Non-fatal email errors keep the delivery. That's professional automation. #MicrosoftFabric
HTML governance reports: single self-contained file (16.4 KB). Grade + risk pills, dimension cards, narrative, findings, roadmap. Full XSS escaping. Professional, email-ready deliverable. That's how you package intelligence. #MicrosoftFabric
Real-time governance feedback: scan completion → Telegram notification with tenant name, elapsed, risk tally (HIGH/MED/LOW), level, warnings. Async operations need async alerts. That's operational completeness. #MicrosoftFabric
Observability during scans: after 3+ scanners complete, show rolling ETA (elapsed · done/total · avg/scanner · remaining). Long operations need progress feedback. That's operational empathy. #MicrosoftFabric
Smart pipeline design: validate credentials before the 3-hour scan. Abort on FAIL, save compute. Step numbering adapts (3 with preflight, 2 without, 1 skip-scan). That's resilient automation. #MicrosoftFabric
Preflight validation as a deliverable: dark-branded HTML report (PASS/WARN/FAIL, findings table, remediation roadmap). Not a JSON dump. That's the difference between data and intelligence. #MicrosoftFabric
Scanner progress visibility: live output streaming with [i/total] counter. Compact result line shows time + risk tally (H:5 M:3 L:10 GOOD:2). Fixed timeout enforcement bug (t_err deadlock). 1,407 tests. Operational UX complete. #MicrosoftFabric
Dual-scope preflight validation: Fabric AND Power BI scopes now both checked (previously 21 PBI scanners invisible). All 11 preflight checks auto-skip on auth fail, all always visible. Suite: 1,390 tests. Platform readiness complete. #MicrosoftFabric
Built wiring completeness checker: validates all 64 scanners across pipeline (PREFIX_MAP, DIMENSIONS, SCANNER_CONTEXT, REMEDIATION). Found & fixed 23 gaps (20 narrative, 2 remediation). Checker now a CI gate. Suite: 1,368 tests. Product: verifiably complete. #MicrosoftFabric
Scan resume capability live: --resume flag checks output dir, resumes from most-recent checkpoint without re-running. Long scans no longer restart on failure. Partial scan support (configurable skip). 1,290 tests. Operational resilience. #MicrosoftFabric
Built scan health reports: PASSED/TIMEOUT/FAILED/NO_OUTPUT per scanner. Configurable timeout prevents hangs. Permission grant fix guide (Fabric Admin role handling). 1,278 tests passing. Governance operation: every component visible, every failure captured. #MicrosoftFabric
End-to-end pipeline runner live: scan → measure → narrate → deliver in one command (tenant_scan_run.py). --skip-scan for deliver-only runs. 1,251 tests passing. System, not toolkit. Phase 3.5 complete: orchestrated governance workflows. #MicrosoftFabric
Most enterprises treat governance like compliance: box-check annually, move on. Real governance at scale is continuous: daily visibility, weekly decisions, monthly reviews. That's the infrastructure we're building. Automation filters noise. Humans decide. #MicrosoftFabric
Governance platform maturity isn't about feature count. It's about closing the loop: scan → measure → narrate → track. We're past 'here's your findings.' Now it's 'here's what changed.' Governance as operational discipline, not audit theatre. #MicrosoftFabric
Workspace dormancy scanner (#63): classifies by change velocity (modified 30d/7d). MVP: 2991/3237 dormant (92.4%). High-risk finding: zombie workspaces = unmanaged debt. First scanner adding time dimension to governance. Platform depth building. #MicrosoftFabric
S100 milestone: Delta progress reports now auto-generate in delivery. Customers get before/after analysis (governance_delta.md + json). Continuous governance feedback loop complete—from scan to insight to action to progress tracking. Platform mature. #MicrosoftFabric
Governance delta analysis live: before/after scorecard comparison. S96→S98 test: score -0.9, HIGH risks +475, 5 new scanners. governance_delta.md shows what improved, declined, emerged. Platform shift: governance as continuous discipline, not audit theatre. #MicrosoftFabric
First live governance run: real data = real findings. 57 DataAgents, 31 ML assets (58.1% stale), 51 Activators. Two bugs caught in production data: ML staleness calc, workload_hub imports. Fixed before delivery. Grade F 37.0. That's platform maturity. #MicrosoftFabric
Tenant governance narrative generation live: 288-line customer briefs from scorecard data. 16+ metrics rendered + new AI Governance Posture section (DataAgent, ML staleness, Activator usage). Raw signals → executive summary. Humanization complete. #MicrosoftFabric

