HypothesisVery high confidenceCurrent
The useful measure of ultra-fast onboarding is time to trustworthy activation, not time to first connection or first copied row.
Dataheart onboarding UI should display evidence state rather than a binary connected status.
Valid from2026-08-23
Last reviewed2026-08-23
Review again2026-11-21
Dataheart stanceexploring
Evidence for
CDC snapshot handoff, delete identity and recovery introduce correctness conditions after connectivity succeeds.
Debezium PostgreSQL connector · debezium.io ↗Fabric Azure SQL Mirroring limitations · learn.microsoft.com ↗Profiling and target mirroring impose source cost, authorization and schema limitations.
Debezium PostgreSQL connector · debezium.io ↗Fabric Azure SQL Mirroring limitations · learn.microsoft.com ↗Fabric limitations show that a technically connected source can still lose permission parity, precision or require reseeding.
Debezium PostgreSQL connector · debezium.io ↗Fabric Azure SQL Mirroring limitations · learn.microsoft.com ↗Evidence against
For low-risk append-only sources, connection time may approximate useful onboarding time.
Debezium PostgreSQL connector · debezium.io ↗Fabric Azure SQL Mirroring limitations · learn.microsoft.com ↗No cross-industry controlled study yet establishes the proposed metric set.
Debezium PostgreSQL connector · debezium.io ↗Fabric Azure SQL Mirroring limitations · learn.microsoft.com ↗How this claim can fall
Replace this placeholder during human review with an observable result that would materially weaken or falsify the claim.
A published claim remains useful only while it remains possible to prove it wrong.