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Wrangling, conformance, comparison

We wrangle, dual-run, reconcile, and cut over, then prove it with a conformance suite.

Wrangling - the hard bit done well

The playbook covers everything from discovery to hand-off.

  1. 1.Scope success: KPIs, coverage, freshness, cutover date.
  2. 2.Discover and map systems, IDs, codebooks.
  3. 3.Ingest via CDC, APIs, files, including unstructured sources.
  4. 4.Canonicalise and link golden IDs with documents and objects.
  5. 5.Set policy and security across roles, ABAC, retention.
  6. 6.Run the Conformance Suite to reach >=95 percent coverage and doc-link recall.
  7. 7.Dual-run for 2-6 weeks and reconcile deltas.
  8. 8.Cut over, decommission, and export zero-copy archives.
  9. 9.Hand off docs, lineage, runbooks, and keys.

Readiness metrics

Coverage = 95%
Doc-link recall = 95%
Zero material deltas pre-cutover

Conformance Suite

Automated checks cover schema conformance, reconciliation, unstructured linking, and policy enforcement. Every milestone reports progress against the readiness metrics.

Download the Conformance Suite

Comparison

Stack dbsof against lakes and orchestrators on what matters.

dbsofLakeOrchestrators
Centre of gravitysystem of truthanalysis substrateoverlay or coordination
Unstructuredfirst-classDIYlink to sources
Ops writesyesnolimited or write-back only
Opennessopen tables + FRANDopenvaries
GPU-firstyesengine-dependentnot applicable

Book a technical briefing

30 minutes with the architects. Architecture deep dive, migration planning, security posture.

Prefer email?

team@dubsof.com