{
  "generatedAt": "2026-10-22T16:04:11Z",
  "url": "https://deepstack.ltd/theses/hyperscaler-dep-revenue-ratio-rises/",
  "disclaimer": "Analysis and opinion, not investment advice.",
  "id": "hyperscaler-dep-revenue-ratio-rises",
  "number": 31,
  "question": "Will D&A as a share of revenue rise year-over-year for at least 3 of 4 big hyperscalers in Q3 2027 vs Q3 2026?",
  "dek": "Years of heavy AI infrastructure spending are moving from construction into active use, and depreciation is catching up with that spending curve.",
  "family": "T07",
  "subthesis": "T07.04",
  "sector": "AI.CLOUD",
  "subsectors": [
    "AI.CLOUD.HYPER",
    "AI.CLOUD.NEO",
    "AI.FIN.EQUITY"
  ],
  "relatedParts": [
    4,
    11,
    14
  ],
  "approvedAt": "2026-10-22T01:56:07Z",
  "sectorName": "Hyperscalers, Cloud & Compute Services",
  "api": "https://deepstack.ltd/api/v1/theses/hyperscaler-dep-revenue-ratio-rises.json",
  "sides": [
    {
      "id": "yes",
      "label": "Depreciation compresses margins",
      "summary": "AI infrastructure spending outpaces revenue growth, so depreciation and amortization climb as a share of sales at most of the four largest hyperscalers, Microsoft, Alphabet, Amazon, and Meta, squeezing reported operating margins compared with the peak of the spending boom. During the capex cycle, high spending lifts revenues elsewhere in the market while costs are amortized slowly, temporarily boosting market-wide margins; once depreciation catches up, that boost fades and true cash economics show through.",
      "voices": [
        {
          "name": "Kakashii",
          "entity": "https://deepstack.ltd/people/kakashii/",
          "claim": "Nebius's financial reporting excludes GPU depreciation from cost of revenues, instead showing it separately. With 60 percent of GPU inventory idle, depreciation on deployed assets remains artificially low. When depreciation and product development…",
          "date": "2026-08-25",
          "url": "https://kakashiii111.substack.com/p/a-read-into-nebius-q2-earning-report"
        },
        {
          "name": "Stephen Clapham",
          "entity": "https://deepstack.ltd/people/stephen-clapham/",
          "claim": "During a capex cycle, large technology firms' high spending boosts revenues elsewhere in the market while their costs are amortised slowly, temporarily lifting market-wide margins. Once depreciation catches up, this boost disappears and true cash…",
          "date": "2026-08-16",
          "url": "https://behindthebalancesheet.substack.com/p/what-will-your-stocks-return-over"
        },
        {
          "name": "Bireme Capital",
          "entity": null,
          "claim": "During intense capex booms, capital expenditures are capitalized on balance sheets and depreciated over asset lifespans, while cash outflows appear immediately as vendor revenue. This timing mismatch inflates reported profitability at the index…",
          "date": "2026-03-06",
          "url": "https://fiscal.ai/fund-letters/bireme-capital-q4-2025-fscl_document_2XKZ7MQM418"
        }
      ]
    },
    {
      "id": "no",
      "label": "The case against it",
      "summary": "Depreciation and amortization stays flat or falls as a share of revenue at three or more of the four firms. This could happen if cloud and AI revenue grows faster than depreciation, companies extend useful-life assumptions or reclassify leases to slow reported depreciation growth, or infrastructure spending decelerates sharply in 2026 so the asset base in use stops outgrowing revenue.",
      "voices": [
        {
          "name": "Ren",
          "entity": "https://deepstack.ltd/people/ren/",
          "claim": "Hyperscalers are pulling levers on depreciation by extending useful life and shifting finance leases to operating leases, which cuts reported capex by roughly 15 billion. These choices are not improper but mean reported profitability is partly…",
          "date": "2026-08-31",
          "url": "https://renstocks.substack.com/p/the-ai-cloud-business-who-actually"
        }
      ]
    }
  ],
  "tests": [
    {
      "id": "th031-t01",
      "part": null,
      "thesis": 31,
      "slug": "hyperscaler-dep-revenue-ratio-rises",
      "when": "December 14, 2026",
      "whenLabel": "Dec 14, 2026",
      "date": "2026-12-14",
      "precision": "day",
      "event": "Oracle, purchases of property and equipment as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 110%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "open",
      "callExpects": null,
      "callExpectsBy": null,
      "callExpectsAt": null,
      "callProbability": null,
      "callProbabilityAt": null,
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
        "ref": "tests[0].date",
        "url": null
      },
      "resolver": {
        "kind": "earnings",
        "symbol": "ORCL",
        "rule": "results reported => read the print",
        "question": "",
        "source": null,
        "ambiguity": "",
        "specState": "pending"
      },
      "url": "https://deepstack.ltd/docket/#test-th031-t01",
      "storyUrl": "https://deepstack.ltd/theses/hyperscaler-dep-revenue-ratio-rises/#tests",
      "resultUrl": null,
      "machines": [
        {
          "model": "claude-opus-5",
          "p": 55,
          "at": "2026-10-22T03:12:14Z"
        },
        {
          "model": "deepseek-reasoner",
          "p": 80,
          "at": "2026-10-22T03:12:32Z"
        }
      ],
      "readers": null
    },
    {
      "id": "th031-t02",
      "part": null,
      "thesis": 31,
      "slug": "hyperscaler-dep-revenue-ratio-rises",
      "when": "December 14, 2026",
      "whenLabel": "Dec 14, 2026",
      "date": "2026-12-14",
      "precision": "day",
      "event": "Oracle, operating cash flow as a share of revenue, quarter ended November 30, 2026: whether it comes in at or above 100%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "open",
      "callExpects": null,
      "callExpectsBy": null,
      "callExpectsAt": null,
      "callProbability": null,
      "callProbabilityAt": null,
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
        "ref": "tests[1].date",
        "url": null
      },
      "resolver": {
        "kind": "earnings",
        "symbol": "ORCL",
        "rule": "results reported => read the print",
        "question": "",
        "source": null,
        "ambiguity": "",
        "specState": "pending"
      },
      "url": "https://deepstack.ltd/docket/#test-th031-t02",
      "storyUrl": "https://deepstack.ltd/theses/hyperscaler-dep-revenue-ratio-rises/#tests",
      "resultUrl": null,
      "machines": [
        {
          "model": "claude-opus-5",
          "p": 11,
          "at": "2026-10-22T03:12:36Z"
        },
        {
          "model": "deepseek-reasoner",
          "p": 3,
          "at": "2026-10-22T03:12:45Z"
        }
      ],
      "readers": null
    },
    {
      "id": "th031-t03",
      "part": null,
      "thesis": 31,
      "slug": "hyperscaler-dep-revenue-ratio-rises",
      "when": "November 9, 2026",
      "whenLabel": "Nov 9, 2026",
      "date": "2026-11-09",
      "precision": "day",
      "event": "CoreWeave, purchases of property and equipment as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 215%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "open",
      "callExpects": null,
      "callExpectsBy": null,
      "callExpectsAt": null,
      "callProbability": null,
      "callProbabilityAt": null,
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
        "ref": "tests[2].date",
        "url": null
      },
      "resolver": {
        "kind": "earnings",
        "symbol": "CRWV",
        "rule": "results reported => read the print",
        "question": "",
        "source": null,
        "ambiguity": "",
        "specState": "pending"
      },
      "url": "https://deepstack.ltd/docket/#test-th031-t03",
      "storyUrl": "https://deepstack.ltd/theses/hyperscaler-dep-revenue-ratio-rises/#tests",
      "resultUrl": null,
      "machines": [
        {
          "model": "claude-opus-5",
          "p": 40,
          "at": "2026-10-22T13:21:24Z"
        },
        {
          "model": "deepseek-reasoner",
          "p": 34,
          "at": "2026-10-22T13:21:44Z"
        }
      ],
      "readers": null
    },
    {
      "id": "th031-t04",
      "part": null,
      "thesis": 31,
      "slug": "hyperscaler-dep-revenue-ratio-rises",
      "when": "November 9, 2026",
      "whenLabel": "Nov 9, 2026",
      "date": "2026-11-09",
      "precision": "day",
      "event": "CoreWeave, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 24%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "pre",
      "callExpects": "yes",
      "callExpectsBy": "Desk Editor (level A)",
      "callExpectsAt": "2026-10-22T03:45:00Z",
      "callProbability": 64,
      "callProbabilityAt": "2026-10-22T03:45:00Z",
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
        "ref": "tests[3].date",
        "url": null
      },
      "resolver": {
        "kind": "earnings",
        "symbol": "CRWV",
        "rule": "Divide the net cash from operating activities by the revenue that CoreWeave reports for the quarter ended September 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 24.0%; no if it is below 24.0%.",
        "question": "Did the net cash from operating activities of CoreWeave for the quarter ended September 30, 2026 come to at or above 24.0% of its revenue?",
        "source": {
          "label": "SEC EDGAR, XBRL company facts of CoreWeave (Forms 10-Q and 10-K)",
          "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001769628.json"
        },
        "ambiguity": "If CoreWeave has not filed by November 16, 2026, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.",
        "specState": "approved",
        "specVersion": 1,
        "specUpdatedOn": "2026-10-22",
        "specHistory": [
          {
            "version": 1,
            "date": "2026-10-22",
            "reason": "First specification.",
            "by": "Desk Editor (level A)"
          }
        ],
        "callExpects": "yes",
        "format": "ladder",
        "group": "th031-crwv-ocf-margin",
        "threshold": 24,
        "direction": "above",
        "unit": "%",
        "think": {
          "baseRate": "CoreWeave's operating cash flow as a share of revenue was 26.4% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.",
          "outsideView": "A year earlier, for the quarter ended June 30, 2025, the same line read -20.7%, so the rungs sit on the last print.",
          "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading."
        }
      },
      "url": "https://deepstack.ltd/docket/#test-th031-t04",
      "storyUrl": "https://deepstack.ltd/theses/hyperscaler-dep-revenue-ratio-rises/#tests",
      "resultUrl": null,
      "machines": [
        {
          "model": "claude-opus-5",
          "p": 72,
          "at": "2026-10-22T03:13:16Z"
        },
        {
          "model": "deepseek-reasoner",
          "p": 82,
          "at": "2026-10-22T03:13:48Z"
        }
      ],
      "readers": null
    },
    {
      "id": "th031-t05",
      "part": null,
      "thesis": 31,
      "slug": "hyperscaler-dep-revenue-ratio-rises",
      "when": "November 9, 2026",
      "whenLabel": "Nov 9, 2026",
      "date": "2026-11-09",
      "precision": "day",
      "event": "CoreWeave, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 29%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "pre",
      "callExpects": "no",
      "callExpectsBy": "Desk Editor (level A)",
      "callExpectsAt": "2026-10-22T03:45:00Z",
      "callProbability": 45,
      "callProbabilityAt": "2026-10-22T03:45:00Z",
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
        "ref": "tests[4].date",
        "url": null
      },
      "resolver": {
        "kind": "earnings",
        "symbol": "CRWV",
        "rule": "Divide the net cash from operating activities by the revenue that CoreWeave reports for the quarter ended September 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 29.0%; no if it is below 29.0%.",
        "question": "Did the net cash from operating activities of CoreWeave for the quarter ended September 30, 2026 come to at or above 29.0% of its revenue?",
        "source": {
          "label": "SEC EDGAR, XBRL company facts of CoreWeave (Forms 10-Q and 10-K)",
          "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001769628.json"
        },
        "ambiguity": "If CoreWeave has not filed by November 16, 2026, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.",
        "specState": "approved",
        "specVersion": 1,
        "specUpdatedOn": "2026-10-22",
        "specHistory": [
          {
            "version": 1,
            "date": "2026-10-22",
            "reason": "First specification.",
            "by": "Desk Editor (level A)"
          }
        ],
        "callExpects": "no",
        "format": "ladder",
        "group": "th031-crwv-ocf-margin",
        "threshold": 29,
        "direction": "above",
        "unit": "%",
        "think": {
          "baseRate": "CoreWeave's operating cash flow as a share of revenue was 26.4% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.",
          "outsideView": "A year earlier, for the quarter ended June 30, 2025, the same line read -20.7%, so the rungs sit on the last print.",
          "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading."
        }
      },
      "url": "https://deepstack.ltd/docket/#test-th031-t05",
      "storyUrl": "https://deepstack.ltd/theses/hyperscaler-dep-revenue-ratio-rises/#tests",
      "resultUrl": null,
      "machines": [
        {
          "model": "claude-opus-5",
          "p": 63,
          "at": "2026-10-22T03:13:52Z"
        },
        {
          "model": "deepseek-reasoner",
          "p": 32,
          "at": "2026-10-22T03:14:32Z"
        }
      ],
      "readers": null
    },
    {
      "id": "th031-t06",
      "part": null,
      "thesis": 31,
      "slug": "hyperscaler-dep-revenue-ratio-rises",
      "when": "November 9, 2026",
      "whenLabel": "Nov 9, 2026",
      "date": "2026-11-09",
      "precision": "day",
      "event": "CoreWeave, operating cash flow as a share of revenue, quarter ended September 30, 2026: whether it comes in at or above 34%.",
      "status": "pending",
      "resultId": null,
      "sameAs": null,
      "stage": "pre",
      "callExpects": "no",
      "callExpectsBy": "Desk Editor (level A)",
      "callExpectsAt": "2026-10-22T03:45:00Z",
      "callProbability": 27,
      "callProbabilityAt": "2026-10-22T03:45:00Z",
      "callProbabilityHistory": [],
      "source": {
        "kind": "thesis",
        "ref": "tests[5].date",
        "url": null
      },
      "resolver": {
        "kind": "earnings",
        "symbol": "CRWV",
        "rule": "Divide the net cash from operating activities by the revenue that CoreWeave reports for the quarter ended September 30, 2026 in its 10-Q or 10-K filing on SEC EDGAR. The answer is yes if the ratio is at or above 34.0%; no if it is below 34.0%.",
        "question": "Did the net cash from operating activities of CoreWeave for the quarter ended September 30, 2026 come to at or above 34.0% of its revenue?",
        "source": {
          "label": "SEC EDGAR, XBRL company facts of CoreWeave (Forms 10-Q and 10-K)",
          "url": "https://data.sec.gov/api/xbrl/companyfacts/CIK0001769628.json"
        },
        "ambiguity": "If CoreWeave has not filed by November 16, 2026, or a filing restates a period the rule reads, the test is inconclusive, and the Result says what was read and what was missing.",
        "specState": "approved",
        "specVersion": 1,
        "specUpdatedOn": "2026-10-22",
        "specHistory": [
          {
            "version": 1,
            "date": "2026-10-22",
            "reason": "First specification.",
            "by": "Desk Editor (level A)"
          }
        ],
        "callExpects": "no",
        "format": "ladder",
        "group": "th031-crwv-ocf-margin",
        "threshold": 34,
        "direction": "above",
        "unit": "%",
        "think": {
          "baseRate": "CoreWeave's operating cash flow as a share of revenue was 26.4% for the quarter ended June 30, 2026, by its filing on SEC EDGAR.",
          "outsideView": "A year earlier, for the quarter ended June 30, 2025, the same line read -20.7%, so the rungs sit on the last print.",
          "wouldChange": "A change in product mix, a one-time charge, or a reclassified line would move the reading."
        }
      },
      "url": "https://deepstack.ltd/docket/#test-th031-t06",
      "storyUrl": "https://deepstack.ltd/theses/hyperscaler-dep-revenue-ratio-rises/#tests",
      "resultUrl": null,
      "machines": [
        {
          "model": "claude-opus-5",
          "p": 60,
          "at": "2026-10-22T03:14:37Z"
        },
        {
          "model": "deepseek-reasoner",
          "p": 38,
          "at": "2026-10-22T03:15:08Z"
        }
      ],
      "readers": null
    }
  ]
}