{
  "slug": "b2b-marketing-budget-benchmarks-2026",
  "title": "B2B Marketing Budget Benchmarks 2026: Spend Ranges and Allocation",
  "generatedAt": "2026-05-10T05:50:58.722Z",
  "rows": [
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-001",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: Most B2B companies invest 7.7%-8% of revenue in marketing",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-002",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "channel",
      "claim": "Retained secondary summary: Digital channels now absorb 61.1% of total marketing spend",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-003",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Retained secondary summary: Paid media takes roughly 30.6% of the average marketing budget",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-004",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: B2B SaaS marketing budgets can run 15%-25%+ of ARR in early growth stages",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-005",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Retained secondary summary: 75% of CMOs report being asked to do more with less",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-006",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Retained secondary summary: Agency and outsourced services receive 22%-25% of total marketing budgets",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-007",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Retained secondary summary: In-house labor accounts for roughly 25%-27% of total marketing budgets",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-008",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: Smaller B2B firms often operate with marketing budgets of 2%-5% of revenue",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-009",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: High-growth B2B companies frequently invest 10%-20%+ of revenue during expansion phases",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-010",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Retained secondary summary: Content and SEO typically receive 10%-15% of the total marketing budget",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-011",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Retained secondary summary: Marketing technology absorbs roughly 23%-26% of marketing budgets",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-012",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: The average B2B firm invests roughly 8% of revenue in marketing",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-013",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: The average marketing budget as a share of company revenue sits at 7.7%",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-014",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: Mid-market ($10M-$100M): 7%-12% of revenue",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-015",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: Enterprise ($100M+): 5%-8% of revenue",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-016",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: Mature / Stable growth: 4%-7% of revenue",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-017",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: Startup / Pre-revenue: 15%-30%+ of ARR",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical. The source label Startup / Pre-revenue is preserved. An ARR percentage cannot establish spending when ARR is zero; use an absolute affordable cash ceiling rather than silently substituting a positive-ARR population.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-018",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "revenue",
      "claim": "Retained secondary summary: Early growth (<$10M ARR): 10%-20% of revenue",
      "source_domain": "directiveconsulting.com",
      "source_url": "https://directiveconsulting.com/blog/blog-b2b-marketing-budget/",
      "source_title": "B2B Marketing Budget Benchmarks for 2026 - Directive Consulting",
      "source_quality": "strong",
      "methodology": "Forrester, 2024; Gartner, 2025; BDC; various benchmarks",
      "caveat": "Retained Directive secondary synthesis of differently defined underlying studies, including 2024–2025 research; not a newly measured 2026 B2B average or independently revalidated primary research. Allocation categories are not a reconciled additive budget. Preserve source labels and stated revenue/ARR units without borrowing thresholds from another row. Editorial qualification October 4, 2026; original audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-019",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata's announcement reports LinkedIn ROAS of 113% for 2024 across its customer observations.",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. ROAS is attributed revenue/ad spend, not profit ROI.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-020",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata's announcement reports overall LinkedIn ROAS of 121% for 2025.",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. ROAS is attributed revenue/ad spend, not profit ROI. Stable claim IDs 020 and 034 duplicate this same overall 121% observation; do not count them as independent evidence.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-021",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "81% of the B2B customer journey now happens outside the sales pipeline",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. The source quotes journey outside the sales pipeline but does not operationally define the percentage basis; do not interpret it as a validated duration, before-entry timing or untracked-activity share.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-022",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Buyers have an average of 88 touchpoints",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-023",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "channel",
      "claim": "Across 4 channels",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-024",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "With 10 stakeholders involved",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-025",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "LinkedIn accounts for 41% of ad budgets in Dreamdata's reported customer observations.",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-026",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Non-branded search budgets have dropped from 37% in 2024 to 33% in 2025.",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
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      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Cost per clicks (CPC) on those non-branded terms have jumped 29%",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
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      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "click_rate",
      "claim": "Click-through rates (CTR) have fallen by 26%",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-029",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata reports LinkedIn CPC of €5.98 (EUR).",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. Costs are in euros; no USD conversion is performed. Company influenced is not the same as customer acquired or incremental revenue.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-030",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata reports Meta CPC of €1.60 (EUR).",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. Costs are in euros; no USD conversion is performed. Company influenced is not the same as customer acquired or incremental revenue.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-031",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata reports cost per company influenced on LinkedIn of €70.11 (EUR).",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. Costs are in euros; no USD conversion is performed. Company influenced is not the same as customer acquired or incremental revenue.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-032",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata reports cost per company influenced on Meta of €128.70 (EUR).",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. Costs are in euros; no USD conversion is performed. Company influenced is not the same as customer acquired or incremental revenue.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-033",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata reports cost per company influenced on Google Search of €110.37 (EUR).",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. Costs are in euros; no USD conversion is performed. Company influenced is not the same as customer acquired or incremental revenue.",
      "audited_at": "2026-05-10"
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      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata's announcement reports overall LinkedIn ROAS of 121% for 2025.",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. ROAS is attributed revenue/ad spend, not profit ROI. Stable claim IDs 020 and 034 duplicate this same overall 121% observation; do not count them as independent evidence.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-035",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata reports overall Google Search ROAS of 67%.",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. ROAS is attributed revenue/ad spend, not profit ROI.",
      "audited_at": "2026-05-10"
    },
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      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata reports overall Meta ROAS of 51%.",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. ROAS is attributed revenue/ad spend, not profit ROI.",
      "audited_at": "2026-05-10"
    },
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      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata reports LinkedIn ROAS of 279% in its vendor-labeled top-performing customer subgroup.",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. The source labels this subgroup top-performing customers (≤75th percentile), but does not resolve the percentile convention or subgroup size. Do not merge these values with overall ROAS or call them a change from pipeline to full-journey attribution. ROAS is attributed revenue/ad spend, not profit ROI. The subgroup period and comparability with overall values are not fully specified in the announcement.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-038",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata reports Meta ROAS of 133% in its vendor-labeled top-performing customer subgroup.",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. The source labels this subgroup top-performing customers (≤75th percentile), but does not resolve the percentile convention or subgroup size. Do not merge these values with overall ROAS or call them a change from pipeline to full-journey attribution. ROAS is attributed revenue/ad spend, not profit ROI. The subgroup period and comparability with overall values are not fully specified in the announcement.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-039",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "Dreamdata reports Google Search ROAS of 138% in its vendor-labeled top-performing customer subgroup.",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical. The source labels this subgroup top-performing customers (≤75th percentile), but does not resolve the percentile convention or subgroup size. Do not merge these values with overall ROAS or call them a change from pipeline to full-journey attribution. ROAS is attributed revenue/ad spend, not profit ROI. The subgroup period and comparability with overall values are not fully specified in the announcement.",
      "audited_at": "2026-05-10"
    },
    {
      "claim_id": "b2b-marketing-budget-benchmarks-2026-040",
      "slug": "b2b-marketing-budget-benchmarks-2026",
      "metric_category": "benchmark",
      "claim": "LinkedIn Ads account for 24.2% of all sessions at the MQL stage",
      "source_domain": "dreamdata.io",
      "source_url": "https://dreamdata.io/blog/announcing-linkedin-ads-benchmarks-report-2026",
      "source_title": "Announcing The LinkedIn Ads 2026 Benchmarks Report - Dreamdata",
      "source_quality": "strong",
      "methodology": "aggregated data across 66M+ sessions and 3.5M+ customer journeys",
      "caveat": "Vendor-reported observations from Dreamdata customers, not a representative B2B census or a causal channel effect. Activity counts are not a company count; the public announcement does not fully define cohort size, all metric periods or attribution mechanics. Editorial clarification October 4, 2026 from the full announcement captured October 3 UTC; original measurement/audit dates remain historical.",
      "audited_at": "2026-05-10"
    }
  ]
}