{
  "slug": "ecommerce",
  "label": "Ecommerce & DTC",
  "publisher": "Level",
  "publisher_url": "https://levelcfo.com",
  "dataset": "The Level Index, Ecommerce & DTC benchmarks",
  "methodology": "Aggregated from public industry and government sources plus the Level founding team's contractor analysis. Percentile distributions where available, otherwise category anchors. No individual company is identified.",
  "sources": [
    "National Retail Federation (NRF), Annual Retail Forecast + Returns Survey 2024",
    "U.S. Census Bureau, Quarterly E-Commerce Report",
    "eMarketer / Insider Intelligence, U.S. Ecommerce Market Data 2024-2025",
    "Shopify, Commerce Trends + Merchant Data (2024-2025)",
    "Triple Whale, 2025 Ecommerce Benchmarks (thousands of Shopify stores)",
    "Klaviyo, 2024 Ecommerce Benchmark Report (100K+ stores)",
    "Jungle Scout, 2024 State of the Amazon Seller Report",
    "Appriss Retail / NRF, Consumer Returns in the Retail Industry 2024",
    "Level Index, the founding team's analysis of 2,200+ contractors ($13.25B revenue) across operating, private-equity, and CFO roles, extended with ecommerce operator observations"
  ],
  "last_updated": "2026-Q3",
  "metrics": [
    {
      "key": "cash_conversion_cycle_days",
      "label": "Cash Conversion Cycle (Days)",
      "unit": "days",
      "lower_is_better": true,
      "percentiles": {
        "p10": 120,
        "p25": 75,
        "median": 50,
        "p75": 30,
        "p90": 15
      },
      "sample": "Industry composite, Shopify merchant data + public DTC 10-Ks",
      "source": "Shopify merchant data, public DTC filings (e.g. Solo Brands, Warby Parker)"
    },
    {
      "key": "online_return_rate_of_sales_by_category",
      "label": "Online Return Rate (% of sales), by category",
      "unit": "%",
      "lower_is_better": true,
      "categories": [
        {
          "name": "Apparel/footwear",
          "value": 25
        },
        {
          "name": "Online avg (NRF)",
          "value": 17
        },
        {
          "name": "All retail avg",
          "value": 14
        },
        {
          "name": "Hardgoods/beauty",
          "value": 9
        }
      ],
      "sample": "NRF / Happy Returns, Consumer Returns in the Retail Industry 2024",
      "source": "NRF / Happy Returns, Consumer Returns in the Retail Industry 2024"
    },
    {
      "key": "revenue_per_employee_k",
      "label": "Revenue per Employee ($K)",
      "unit": "K",
      "lower_is_better": false,
      "percentiles": {
        "p10": 150,
        "p25": 250,
        "median": 400,
        "p75": 650,
        "p90": 1000
      },
      "sample": "Shopify merchant data + public DTC filings (2024)",
      "source": "Shopify merchant data, public DTC filings"
    },
    {
      "key": "contribution_margin_after_cogs_shipping_fees_ad_spend",
      "label": "Contribution Margin After COGS, Shipping, Fees & Ad Spend",
      "unit": "%",
      "lower_is_better": false,
      "percentiles": {
        "p10": -5,
        "p25": 8,
        "median": 18,
        "p75": 28,
        "p90": 38
      },
      "sample": "Illustrative distribution; bridge built from published variable-cost inputs (COGS, shipping, fees, NRF returns, Triple Whale MER) + the Level founding team's operator analysis",
      "source": "Contribution-margin bridge from published inputs (Triple Whale MER, NRF returns) + the Level founding team's operator analysis"
    },
    {
      "key": "cac_as_of_first_order_revenue",
      "label": "CAC as % of First-Order Revenue",
      "unit": "%",
      "lower_is_better": true,
      "percentiles": {
        "p10": 55,
        "p25": 38,
        "median": 28,
        "p75": 18,
        "p90": 10
      },
      "sample": "Triple Whale + Klaviyo 2024-2025 aggregate data",
      "source": "Triple Whale + Klaviyo aggregate CAC data; email ROI figure from Litmus"
    },
    {
      "key": "return_on_ad_spend_roas_by_channel",
      "label": "Return on Ad Spend (ROAS) by Channel",
      "unit": "×",
      "lower_is_better": false,
      "categories": [
        {
          "name": "Meta (median)",
          "value": 2.5
        },
        {
          "name": "Google (median)",
          "value": 3.2
        },
        {
          "name": "TikTok (median)",
          "value": 1.8
        },
        {
          "name": "Email/SMS",
          "value": 8
        },
        {
          "name": "Top 10% (any paid)",
          "value": 5.5
        }
      ],
      "sample": "Triple Whale 2025 + Klaviyo 2024 benchmarks",
      "source": "Triple Whale 2025, Klaviyo 2024 benchmarks"
    },
    {
      "key": "ltv_cac_ratio",
      "label": "LTV:CAC Ratio",
      "unit": "×",
      "lower_is_better": false,
      "percentiles": {
        "p10": 1,
        "p25": 1.8,
        "median": 2.8,
        "p75": 4.2,
        "p90": 6.5
      },
      "sample": "Triple Whale + industry surveys 2024-2025",
      "source": "Triple Whale, industry consensus"
    },
    {
      "key": "repeat_purchase_rate_within_12_months",
      "label": "Repeat Purchase Rate (within 12 months)",
      "unit": "%",
      "lower_is_better": false,
      "percentiles": {
        "p10": 10,
        "p25": 18,
        "median": 27,
        "p75": 38,
        "p90": 52
      },
      "sample": "Klaviyo 2024 Ecommerce Benchmark Report + Shopify data",
      "source": "Klaviyo 2024 Ecommerce Benchmark Report"
    },
    {
      "key": "revenue_from_single_largest_channel",
      "label": "Revenue from Single Largest Channel (%)",
      "unit": "%",
      "lower_is_better": true,
      "percentiles": {
        "p75": 40,
        "median": 55,
        "p25": 72,
        "p10": 90
      },
      "sample": "Jungle Scout 2024 State of the Seller + industry surveys",
      "source": "Jungle Scout 2024 State of the Amazon Seller Report"
    }
  ],
  "benchmark_table": [
    {
      "metric": "Contribution Margin (after all variable costs)",
      "bottom_quartile": "< 10%",
      "median": "15-20%",
      "top_quartile": "> 28%",
      "note": "THE number for DTC; bridge from published variable-cost inputs + the Level founding team's operator analysis"
    },
    {
      "metric": "CAC Payback Period",
      "bottom_quartile": "> 12 months",
      "median": "6-9 months",
      "top_quartile": "< 3 months",
      "note": "First-order payback at contribution margin"
    },
    {
      "metric": "Inventory Turns (annual)",
      "bottom_quartile": "< 3×",
      "median": "4-6×",
      "top_quartile": "> 8×",
      "note": "Fashion/apparel runs lower; consumables higher"
    },
    {
      "metric": "Return Rate (online)",
      "bottom_quartile": "> 25% (apparel)",
      "median": "~17%",
      "top_quartile": "< 10% (hardgoods)",
      "note": "NRF 2024: online avg ~17% of sales"
    },
    {
      "metric": "Shipping Cost % of Revenue",
      "bottom_quartile": "> 14%",
      "median": "8-12%",
      "top_quartile": "< 6%",
      "note": "Free-shipping threshold optimization critical"
    },
    {
      "metric": "Ad Spend % of Revenue",
      "bottom_quartile": "> 30%",
      "median": "18-25%",
      "top_quartile": "< 15%",
      "note": "Include all paid channels: Meta, Google, TikTok"
    },
    {
      "metric": "Repeat Purchase Rate (12-mo)",
      "bottom_quartile": "< 18%",
      "median": "25-30%",
      "top_quartile": "> 38%",
      "note": "Klaviyo 2024, category-dependent"
    },
    {
      "metric": "Gross Margin",
      "bottom_quartile": "< 45%",
      "median": "55-65%",
      "top_quartile": "> 70%",
      "note": "Before shipping, fees, and ad spend"
    },
    {
      "metric": "Net Profit Margin",
      "bottom_quartile": "< 0% (many lose money)",
      "median": "3-5%",
      "top_quartile": "> 10%",
      "note": "NYU Stern/Damodaran 2026 puts Retail (General) net margin at 5.6% (n=23; there is no separate online-retail line). Public DTC pure-plays run below this (FIGS 0.5-4.2%, Warby Parker -2.6%, Allbirds negative, FY2023-24), supporting a 3-5% median with many losing money."
    },
    {
      "metric": "Days Inventory Outstanding (DIO)",
      "bottom_quartile": "> 120 days",
      "median": "~44 days",
      "top_quartile": "< 30 days",
      "note": "Warby Parker 10-K turns + ReadyRatios SEC online-retail cohort"
    },
    {
      "metric": "Marketing Efficiency Ratio (MER)",
      "bottom_quartile": "< 2x",
      "median": "~2.4x",
      "top_quartile": "> 4x",
      "note": "Triple Whale 2025: ~41% of revenue to marketing across 30K+ brands"
    },
    {
      "metric": "Chargeback Rate",
      "bottom_quartile": "> 0.9% (Visa monitoring)",
      "median": "< 0.65%",
      "top_quartile": "< 0.4%",
      "note": "Visa dispute-monitoring threshold is 0.9%"
    },
    {
      "metric": "Average Order Value (AOV)",
      "bottom_quartile": "< $35",
      "median": "$55-$85",
      "top_quartile": "> $120",
      "note": "Higher AOV absorbs fixed shipping/fulfillment"
    },
    {
      "metric": "LTV:CAC Ratio",
      "bottom_quartile": "< 2:1",
      "median": "2.5-3.5:1",
      "top_quartile": "> 5:1",
      "note": "Use contribution-margin LTV, not gross-margin"
    }
  ]
}