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  "authorName": "Shopify",
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  "presentationDate": "2023-08-01 00:00:00",
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      "text": "Stacked bar chart showing breakdown of operating expenses by category and total opex as percentage of revenue from 2019 to Q2 2023.",
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      "text": "Research and development\nSales and marketing\nGeneral and administrative\nTransaction and loan losses\nTotal adjusted opex as a percentage of revenue",
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      "text": "Chart depicts operating leverage, which is measured using Adjusted Operating Expenses (Opex) as a percentage of revenue. Excludes the effect of stock-based compensation expenses and related payroll taxes, amortization of acquired intangibles, employee severance, expense related to legal contingencies, real estate-related impairment charges, and impairment of right-of-use assets and leasehold improvements as applicable to the relevant quarter. Adjusted Operating Expenses is a non-GAAP measure, see Appendix for reconciliation. Numbers may not foot due to rounding.",
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      "kind": "title",
      "text": "Committed to improving our operational efficiency to drive long-term growth",
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