AI stocks and the data center buildout

The largest cloud companies are spending at a record pace on data centers, chips and power to meet demand for AI. These charts track that spending from company filings, how much of their cash flow it uses, and how the stocks supplying the buildout have performed.

Updated
Hyperscaler capex, last 4 quarters
$566B
+81% from a year earlier
Capex as a share of operating cash flow
82%
61% a year earlier
Free cash flow after capex
$126B
-38% from a year earlier
AI stocks' share of the S&P 500
36%
45 of 503 stocks, by market value

Hyperscalers here are Microsoft, Amazon, Alphabet, Meta and Oracle. Combined figures run through Q2 2026, the latest quarter all five have reported; Meta and Oracle have also reported Q3 2026.

Hyperscaler capex by quarter

Cash spent on property and equipment each calendar quarter: mostly servers, chips, data center buildings and the land and power to run them.

$0
$50B
$100B
$150B
$200B
’19’20’21’22’23’24’25’26
MicrosoftAmazonAlphabetMetaOracle

Source: company 10-Q and 10-K filings via SEC EDGAR

Hyperscaler capex by year

The latest year includes the quarters reported so far.

$0
$200B
$400B
$600B
20192020202120222023202420252026*
MicrosoftAmazonAlphabetMetaOracle

Source: company 10-Q and 10-K filings via SEC EDGAR

Capex vs operating cash flow

Trailing four quarters, all five companies combined. When capex approaches operating cash flow, less is left for buybacks, dividends and cash on the balance sheet.

$200B
$400B
$600B
2020202220242026
Operating cash flowCapex

Source: company 10-Q and 10-K filings via SEC EDGAR

Capex as a share of cash flow, by company

Capex divided by operating cash flow over the last four reported quarters. Above 100% means the company spent more than its operations brought in.

  • Oracle174%
  • Amazon107%
  • Alphabet71%
  • Meta69%
  • Microsoft63%

Source: company 10-Q and 10-K filings via SEC EDGAR

Free cash flow after capex

Operating cash flow minus capex over the last four quarters, with the year-earlier figure underneath.

  • Microsoft$67.0B$71.6B a year ago
  • Alphabet$53.3B$66.7B a year ago
  • Meta$41.0B$50.1B a year ago
  • Amazon-$11.6B$13.5B a year ago
  • Oracle-$23.7B-$394.0M a year ago

Source: company 10-Q and 10-K filings via SEC EDGAR

Nvidia's revenue vs hyperscaler capex

Quarterly. A large share of hyperscaler capex goes to AI chips and the systems built around them, and Nvidia is the biggest seller. Nvidia's fiscal quarters end about a month after calendar quarters.

$0
$100B
2020202220242026
Hyperscaler capexNvidia revenue

Source: company 10-Q and 10-K filings via SEC EDGAR

Capex as a share of revenue

Trailing four quarters. A rising line means each dollar of sales is funding more construction.

0%
25%
50%
75%
2020202220242026
MicrosoftAmazonAlphabetMetaOracle

Source: company 10-Q and 10-K filings via SEC EDGAR

The AI stack

45 S&P 500 companies grouped by the part of the buildout they supply, worth $26.8T together, or 36% of the index.

Hyperscalers 16.9%Chips 11.4%Chip equipment 1.1%Memory and storage 2.0%Networking and optics 1.5%Servers 0.5%Power and cooling 1.3%Data center REITs 0.3%Software 1.3%Rest of the S&P 500 64%

Year-to-date return by layer

Weighted by market value.

  • Servers+228%
  • Memory and storage+217%
  • Chip equipment+37%
  • Networking and optics+37%
  • Chips+33%
  • Data center REITs+24%
  • Power and cooling+11%
  • Hyperscalers+4%
  • Software+2%

Source: FI Handbook, S&P 500 members by market value

Hyperscalers$12.4T · +4% this year

The cloud and AI platforms writing the checks.

CompanyMarket capTodayYTD1 yearP/E
GOOGL Alphabet$4T-0.61%+3%+27%16
MSFT Microsoft$4T-0.31%+9%+2%29
AMZN Amazon.com$3T-0.06%+7%+12%20
META Meta Platforms$2T-1.46%-2%-12%22
ORCL Oracle$378B-1.14%-34%-54%20

Chips$8.4T · +33% this year

GPUs, custom accelerators and the CPUs around them.

CompanyMarket capTodayYTD1 yearP/E
NVDA NVIDIA$5T+1.80%+13%+16%27
AVGO Broadcom$2T+1.12%-7%-6%42
AMD Advanced Micro Devices$855B+1.33%+141%+120%134
INTC Intel$462B+0.47%+136%+128%—
MRVL Marvell Technology$206B+0.25%+169%+177%75
QCOM QUALCOMM$188B+0.03%+4%+6%20

Chip equipment$841.8B · +37% this year

The tools that make chips: deposition, etch and inspection.

CompanyMarket capTodayYTD1 yearP/E
AMAT Applied Materials$304B+1.61%+47%+66%33
LRCX Lam Research$295B+2.38%+35%+57%35
KLAC KLA$194B+2.08%+20%+26%41
TER Teradyne$49B+1.00%+60%+113%43

Memory and storage$1.5T · +217% this year

High-bandwidth memory, flash and hard drives.

CompanyMarket capTodayYTD1 yearP/E
MU Micron Technology$1T+3.30%+208%+325%12
SNDK Sandisk$184B+2.82%+422%+641%17
STX Seagate Technology$146B+1.54%+130%+180%46
WDC Western Digital$131B+1.67%+100%+174%12

Networking and optics$1.1T · +37% this year

Switches, optical links, connectors and fiber.

CompanyMarket capTodayYTD1 yearP/E
CSCO Cisco Systems$428B+1.82%+41%+54%33
ANET Arista Networks$220B+1.03%+32%+13%55
APH Amphenol$183B-0.01%+10%+10%37
GLW Corning$107B+0.18%+42%+45%57
LITE Lumentum$71B+4.28%+105%+349%—
CIEN Ciena$46B+1.22%+37%+86%73
COHR Coherent$42B+2.07%+13%+72%52

Servers$393.3B · +228% this year

The racks the chips go into.

CompanyMarket capTodayYTD1 yearP/E
DELL Dell Technologies$296B+1.98%+266%+199%27
HPE Hewlett Packard Enterprise Comp$76B+0.67%+139%+149%29
SMCI Super Micro Computer$22B-0.24%+13%-31%10

Power and cooling$950.8B · +11% this year

Turbines, electrical gear, cooling and the utilities selling the power.

CompanyMarket capTodayYTD1 yearP/E
GEV GE Vernova$221B+1.77%+25%+37%24
NEE NextEra Energy$173B+0.38%+5%+1%15
ETN Eaton$143B+0.61%+16%-1%38
TT Trane Technologies$99B+1.34%+15%+8%34
CEG Constellation Energy Corporatio$89B-0.41%-28%-30%25
PWR Quanta Services$83B+1.12%+30%+28%63
VRT Vertiv Holdings, LLC$76B+1.16%+20%+6%45
VST Vistra$47B+0.54%-13%-26%24
NRG NRG Energy$19B-0.48%-41%-43%24

Data center REITs$193.6B · +24% this year

Landlords for the buildings.

CompanyMarket capTodayYTD1 yearP/E
EQIX Equinix$95B+0.81%+27%+17%62
DLR Digital Realty Trust$65B+0.60%+14%+1%84
IRM Iron Mountain Incorporated (Del$33B+1.04%+36%+9%79

Software$935.1B · +2% this year

Companies selling AI to businesses.

CompanyMarket capTodayYTD1 yearP/E
PLTR Palantir Technologies$468B-1.11%+11%+9%172
CRM Salesforce$204B-0.33%-6%-2%23
NOW ServiceNow$162B-1.39%+4%-15%98
ADBE Adobe$102B-1.04%-25%-26%15

About the data

Capex is “purchases of property and equipment” from each company's cash flow statement, as filed with the SEC. It does not include equipment acquired through finance leases, which Microsoft and Oracle use for part of their data center capacity, so their totals are lower than the “capex including finance leases” figures they cite on earnings calls.

Quarterly cash flow figures are filed year to date, so each quarter is the difference between consecutive filings. Fiscal quarters are matched to the nearest calendar quarter: Oracle's fiscal year ends in May, Microsoft's in June and Nvidia's in late January.

The AI stack lists S&P 500 companies whose business is closely tied to data center spending. Inclusion is editorial, not a recommendation. Returns are weighted by market value. See the methodology for how stock data is sourced.

Frequently asked questions

How much are big tech companies spending on AI?

Microsoft, Amazon, Alphabet, Meta and Oracle spent a combined $566B on capital expenditures in the four quarters through Q2 2026, up 81% from the year before. Amazon spent the most, at $173B. Most of this goes to data centers, servers and chips for AI and cloud computing.

What is hyperscaler capex?

Hyperscalers are the companies that run the largest cloud and data center networks. Their capital expenditures, or capex, are what they spend on long-lived assets such as servers, networking gear, buildings and land. The spending is recorded as an asset and depreciated over several years rather than expensed right away.

Can hyperscalers afford their AI spending?

Over the past four quarters the five companies spent 82% of their operating cash flow on capex, leaving $126B in free cash flow. A rising share means less cash is left for buybacks, dividends and debt repayment, and some companies have turned to bond markets to help fund construction.

Which stocks benefit from AI data center spending?

Spending flows to chip designers such as Nvidia, Broadcom and AMD; memory makers such as Micron; chip equipment makers; networking and optical suppliers; server makers; and power and cooling companies. Together, the 45 S&P 500 companies tracked here make up 36% of the index by market value.