iOS Attribution Gaps After SKAdNetwork
Since iOS 14+, teams using Singular face fragmented attribution — SKAdNetwork provides limited conversion values, probabilistic modeling covers some gaps, and MMP-reported ROAS often doesn't reconcile with platform-reported data. Building a complete picture requires manual reconciliation across sources.
Improvado normalizes Singular's SKAdNetwork, probabilistic, and deterministic attribution data into a unified model. The MCP server lets teams ask cross-attribution questions without manually reconciling data exports.