Results

Overall Score39/100Market Signal 41 Shopify analytics stack with its own Snowflake warehouse, Polar Pixel attribution and incrementality tests.
Best for: Shopify and Shopify Plus brands spending heavily on Meta and Google ads that want attribution and incrementality without a data team.
Analytics

Overall Score38/100Market Signal 22 Salesforce and Marketo deduplication app with undo-merge, scheduled cleanups and dupe-free imports.
Best for: Salesforce admins who need no-code duplicate cleanup and prevention in their org.
Data & Enrichment
From $208.33 per Salesforce org/mo equivalent ($2,500/year, annual billing only)Free trial

Overall Score37/100Market Signal 33 Multi-touch attribution, marketing mix modeling and incrementality testing.
Best for: Brands comparing attribution, MMM and incrementality in one place.
Analytics
Validity's Salesforce data quality toolset for deduplication, mass updates and data loading.
Best for: Salesforce administrators who run recurring dedupe and bulk-update jobs on large orgs.
Data & Enrichment