Contact Data Articles

9 guides and insights on contact data for Shopify store research.

Ecommerce Lead List [579K-Store Study]: How to Qualify Leads

Ecommerce Lead List [579K-Store Study]: How to Qualify Leads

Build a qualified ecommerce lead list from account fit, dated traffic estimates, contact coverage, role checks, and suppression across 578,569 stores.

Shopify Lead List Quality [750K-Contact Study]

Shopify Lead List Quality [750K-Contact Study]

Our May 2026 study of 749,997 contacts separates account signals, verified email status, role candidates, and the checks still needed before outreach.

Who Buys Shopify Apps? [747K-Contact Study]

Who Buys Shopify Apps? [747K-Contact Study]

Who buys Shopify apps? We analyzed 747,703 contacts to measure saved role classifications and contact coverage, with proposed routes by app workflow.

Shopify Contact Enrichment Workflow [741K Study]

Shopify Contact Enrichment Workflow [741K Study]

April research on 741,701 contact records separates role, email and people-discovery work. Only 5,997 stores had the recorded verified-role/LinkedIn combination; all need current checks.

Shopify Decision Maker Contacts [741K-Contact Study]

Shopify Decision Maker Contacts [741K-Contact Study]

An April 2026 study of 741,267 contact records distinguishes verified email and role heuristics from confirmed decision-making responsibility.

Shopify Contact Data Quality [713K-Contact Study]

Shopify Contact Data Quality [713K-Contact Study]

Shopify contact data quality study: 712,777 contacts across 534,515 stores. Only 1.0% match a role/title heuristic with a verified-status email and LinkedIn.

Shopify Outreach Suppression Lists [713K-Contact Study]

Shopify Outreach Suppression Lists [713K-Contact Study]

Our April contact study quantifies stored bounce statuses, exact-email duplicates and platform-wide list overlap. Build sender-scoped exclusions that survive new exports.

Verified Shopify Leads [713K-Contact Study]

Verified Shopify Leads [713K-Contact Study]

We analyzed 712,672 contacts across 534,515 Shopify stores. In the April 18, 2026 extraction, 34.2% of stored domains had a contact with a verified-status email; status, role and freshness remain separate checks.