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Google's AI Spending Just Hit a Record—Why Investors Are Watching Closely

Alphabet has never spent money like this. On Wednesday, the company told investors that its 2026 capital expenditure would land somewhere between $195 billion and $205 billion, a number that at the top end would exceed the entire annual GDP of several sizable countries. It is the third time this year Alphabet has raised the figure, and each revision has moved in one direction: up.

The trajectory tells the story better than any single number. In February, management guided to $175–185 billion. By April, that became $180–190 billion. Now it may top $200 billion. Set against the $91.45 billion Alphabet actually spent in 2025, the company is on pace to more than double its infrastructure outlay in twelve months. Analysts had modeled roughly $186 billion. They were low.

The case for spending

The bull argument arrived in the same earnings release, and it is not subtle.

Second-quarter revenue reached $119.8 billion, up 24% year over year and comfortably ahead of the roughly $117 billion analysts expected. Operating income climbed 30% to $40.8 billion, with margins widening two points to 34%. But the number that mattered most was Google Cloud: revenue surged 82% to $24.8 billion, accelerating sharply from 63% growth in the first quarter and 48% in the final quarter of 2025. Cloud operating income tripled, hitting $8.8 billion against $2.8 billion a year earlier.

Then there is the backlog, contracted work not yet booked as revenue, which swelled to $514 billion from about $460 billion just a quarter earlier. That figure is management's central exhibit: customers have already committed to buying the compute Alphabet is racing to build. Executives have repeatedly described themselves as supply-constrained rather than demand-constrained, which is a comfortable problem to have if the capital holds out.

Usage metrics point the same way. Gemini models now handle 22 billion API tokens per minute. The Gemini app claims 950 million monthly active users, and nearly 90% of the Fortune 100 have adopted Gemini Enterprise.

The case for caution

Here is where investors start reading the footnotes.

Alphabet reported net income of $112.1 billion and diluted EPS of $9.11, a 294% year-over-year increase that would be extraordinary if it reflected the operating business. It largely doesn't. Other income included a $99.0 billion net gain on equity securities, driven mainly by an unrealized markup on Alphabet's roughly 14% stake in Anthropic, whose valuation moved from $380 billion to $965 billion during the quarter following a $65 billion raise. Accounting rules require that paper gain to flow through the income statement. Strip it out and the picture is far more ordinary. The same pattern played out in Q1, when about $37.7 billion of a headline $62.6 billion profit came from the same source.

The funding question is arguably sharper. Alphabet spent decades financing itself out of operating cash flow. This year it raised $49.6 billion in equity in June and pulled in another $20.3 billion from senior unsecured notes in the second quarter, on top of more than $85 billion in debt issued over the past year. A company generating $174 billion in annual operating cash flow going to capital markets to fund capex is a genuine signal about the scale of what's being built.

Quarterly capex itself hit $44.9 billion, up 26% sequentially. Management has already flagged that 2027 spending will increase significantly from here.

The wider bet

Alphabet is not alone, which is either reassuring or alarming depending on your priors. The five largest US cloud and AI infrastructure providers have collectively committed to something in the range of $660–725 billion in 2026 capital expenditure, roughly double 2025 levels. Meta guided to $115–135 billion, Amazon toward $200 billion, Microsoft north of $120 billion, Oracle around $50 billion.

The awkward arithmetic underneath all of it: the pure-play AI model companies these data centers ultimately serve are growing revenue fast, but from a base that remains a small fraction of the capital being deployed on their behalf.

Markets responded to Alphabet's numbers with something closer to a shrug than a celebration. Shares sold off despite records across revenue, EPS, and cloud growth. That reaction is the whole thesis in miniature. Investors are no longer asking whether Google can spend at this scale. They're asking when the depreciation from $200 billion of data centers starts landing on the income statement, and whether cloud growth of 82% can hold long enough to absorb it.

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