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{"claim_id":"LIADS-021","slug":"linkedin-ads-benchmarks","category":"time_to_revenue","value":"214 days","claim":"The average time from first LinkedIn ad conversion to revenue was 214 days.","source_domain":"dreamdata.io","source_url":"https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026","source_title":"2026 LinkedIn Ads B2B Benchmarks Report highlights","source_quality":"first_party_customer_journey_telemetry","population":"aggregated Dreamdata customer data covering more than 66 million sessions and more than 3.5 million customer journeys","denominator":"metric-specific base not reported on the public highlights page; 66M+ sessions and 3.5M+ journeys describe the report-level scope only","period":"2025 observations published March 10, 2026; prior-year comparisons where stated","geography":"Dreamdata does not publish a geographic weighting on the public highlights page","caveat":"Vendor-customer telemetry is not a census of all B2B advertisers. Metric-specific denominators are not disclosed on the public highlights page, so the dataset-wide population must not be attached to a metric as its exact base.","evidence":"Signal-to-revenue section","platform_scope":"LinkedIn paid advertising and named paid-channel comparisons","research_method":"observed customer-journey telemetry","stage":"","definition_family":"","benchmark_family":"","evaluation_type":"","currency":"","input_source_url":"","derived_by":"","derivation":"","audited_at":"2026-07-11"}
{"claim_id":"LIADS-022","slug":"linkedin-ads-benchmarks","category":"time_to_revenue","value":"212 days","claim":"The average time from first LinkedIn ad engagement to revenue was 212 days.","source_domain":"dreamdata.io","source_url":"https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026","source_title":"2026 LinkedIn Ads B2B Benchmarks Report highlights","source_quality":"first_party_customer_journey_telemetry","population":"aggregated Dreamdata customer data covering more than 66 million sessions and more than 3.5 million customer journeys","denominator":"metric-specific base not reported on the public highlights page; 66M+ sessions and 3.5M+ journeys describe the report-level scope only","period":"2025 observations published March 10, 2026; prior-year comparisons where stated","geography":"Dreamdata does not publish a geographic weighting on the public highlights page","caveat":"Vendor-customer telemetry is not a census of all B2B advertisers. Metric-specific denominators are not disclosed on the public highlights page, so the dataset-wide population must not be attached to a metric as its exact base.","evidence":"Signal-to-revenue section","platform_scope":"LinkedIn paid advertising and named paid-channel comparisons","research_method":"observed customer-journey telemetry","stage":"","definition_family":"","benchmark_family":"","evaluation_type":"","currency":"","input_source_url":"","derived_by":"","derivation":"","audited_at":"2026-07-11"}
{"claim_id":"LIADS-023","slug":"linkedin-ads-benchmarks","category":"capi_outcome","value":"-20% CPA","claim":"Dreamdata reported a 20% reduction in CPA after sending offline pipeline and revenue data through LinkedIn's Conversions API.","source_domain":"dreamdata.io","source_url":"https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026","source_title":"2026 LinkedIn Ads B2B Benchmarks Report highlights","source_quality":"first_party_customer_journey_telemetry","population":"Dreamdata customers using its LinkedIn Conversions API integration; the public page does not disclose the exact base","denominator":"metric-specific base not reported on the public highlights page; 66M+ sessions and 3.5M+ journeys describe the report-level scope only","period":"2025 observations published March 10, 2026; prior-year comparisons where stated","geography":"Dreamdata does not publish a geographic weighting on the public highlights page","caveat":"Vendor-customer telemetry is not a census of all B2B advertisers. Metric-specific denominators are not disclosed on the public highlights page, so the dataset-wide population must not be attached to a metric as its exact base.","evidence":"How marketers unlock better LinkedIn Ads performance section","platform_scope":"LinkedIn paid advertising and named paid-channel comparisons","research_method":"observed customer-journey telemetry","stage":"","definition_family":"","benchmark_family":"","evaluation_type":"","currency":"","input_source_url":"","derived_by":"","derivation":"","audited_at":"2026-07-11"}
{"claim_id":"LIADS-024","slug":"linkedin-ads-benchmarks","category":"capi_outcome","value":"+31% revenue","claim":"Dreamdata reported a 31% increase in attributed revenue after the Conversions API integration.","source_domain":"dreamdata.io","source_url":"https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026","source_title":"2026 LinkedIn Ads B2B Benchmarks Report highlights","source_quality":"first_party_customer_journey_telemetry","population":"Dreamdata customers using its LinkedIn Conversions API integration; the public page does not disclose the exact base","denominator":"metric-specific base not reported on the public highlights page; 66M+ sessions and 3.5M+ journeys describe the report-level scope only","period":"2025 observations published March 10, 2026; prior-year comparisons where stated","geography":"Dreamdata does not publish a geographic weighting on the public highlights page","caveat":"Vendor-customer telemetry is not a census of all B2B advertisers. Metric-specific denominators are not disclosed on the public highlights page, so the dataset-wide population must not be attached to a metric as its exact base.","evidence":"How marketers unlock better LinkedIn Ads performance section","platform_scope":"LinkedIn paid advertising and named paid-channel comparisons","research_method":"observed customer-journey telemetry","stage":"","definition_family":"","benchmark_family":"","evaluation_type":"","currency":"","input_source_url":"","derived_by":"","derivation":"","audited_at":"2026-07-11"}