> ## Content Index > Fetch the complete content index at: https://www.sotkn.com/llms.txt > Use this file to discover other available public pages before exploring further. # What Does Amazon Do? The AWS Conversion Model - URL: https://www.sotkn.com/stack/hyperscalers/what-does-amazon-do/ - Published: 2026-10-05T04:38:43.000Z - Updated: 2026-10-05T04:38:43.000Z - Description: Amazon books AWS, spends cash to stand up halls and accelerators, and gets paid as live capacity is used — demand still exceeds what is installed, so the hall is the stuck step. - Author: Sean - Tags: #layer-hyperscalers Amazon books AWS, spends cash to stand up halls and accelerators, and gets paid as live capacity is used — demand still exceeds what is installed, so the hall is the stuck step. `HYPERSCALERS` · `Data as at 30 Jul 2026` · `Next update: after Amazon Q3 2026 results` **Affects:** Hyperscalers · Neoclouds · US It is a [hyperscaler](https://www.sotkn.com/explained/hyperscaler-explained/) in the AI build chain: a large cloud operator whose capital spending pulls chips, packaging, halls, and power. The AI cash, and the stuck step, sit in AWS. For the book, see [remaining performance obligation, explained](https://www.sotkn.com/explained/remaining-performance-obligation-explained/). For a peer conversion model, see [What Does Microsoft Do?](https://www.sotkn.com/stack/hyperscalers/what-does-microsoft-do/). **In short:** Amazon books AWS, funds halls and accelerators from cash capex, and invoices as customers use live capacity. In the quarter ended 30 June 2026, AWS sales were $42.2bn (+37%), AWS operating income was $16.6bn, and remaining performance obligations on contracts longer than one year were about $496bn. Jassy said even \~$220bn of 2026 cash capex will not meet all 2026 demand — and he believes 2027 will look the same. The model works if racks light up on a clock the book can convert — not if $496bn is this year’s cash. *Education only, not advice to buy or sell any security. Figures are from company filings and company releases dated as shown. Secondhand reports are labelled reported.* ## Numbers that matter | Print | Figure | Date | What it tells us | | ---------------------------------------------- | ------------------------------------------- | ------------------------------- | ---------------- | | AWS segment sales | $42.2bn, +37% YoY | Q2 2026 · 30 Jul 2026 | Growing | | AWS annualised run rate | $169bn | Same release | Scale | | AWS remaining performance obligation | \~$496bn | 10-Q, 30 Jun 2026 | Booked | | Weighted remaining life of long-term contracts | 6.4 years | Same 10-Q | Clock, not cash | | Demand vs live capacity | Still not enough in 2026 (and, Jassy, 2027) | Earnings call, 30 Jul 2026 | Stuck | | 2026 cash capex guide | \~$220bn | Same call; raised from \~$200bn | Spend | | Q2 cash capex | $53.1bn | 10-Q MD&A | Front-loaded | | Trailing-twelve-month free cash flow | −$7.6bn | Release, 30 Jul 2026 | Conversion lag | Sources: Amazon Q2 2026 results (company), 30 Jul 2026; Form 10-Q for the quarter ended 30 June 2026; Q2 2026 earnings call the same day. The \~$220bn figure is spoken on the call, not a line in the press release. --- ## What does Amazon actually do? Three steps, in order. Hyperscalers · Amazon**Book. Light. Bill.**01 ### Book AWS remaining performance obligations swell. A signature is not a rack. 02 ### Light Halls, GPUs, power. Demand still exceeds installed capacity. This is the stuck step. 03 ### Bill AWS prints when the obligation is performed — usage on live capacity, not the booking desk. Source: Second Order reading of Amazon Q2 2026\. Educational only. Not a buy list. **1\. It books AWS.** Amazon sells a broad stack — stores, advertising, devices — and, on this layer, Amazon Web Services. On 30 July 2026 the 10-Q stated that remaining performance obligations, primarily related to AWS, on contracts with original terms that exceed one year were approximately **$496bn** as at 30 June 2026\. The weighted-average remaining life of those long-term contracts is **6.4 years**. That is contracted work not yet recognised as revenue. It is not cash in the bank. Recognition, the same note says, is driven by customer usage and Amazon’s performance. See [remaining performance obligation, explained](https://www.sotkn.com/explained/remaining-performance-obligation-explained/). **2\. It lights halls and accelerators.** That is the operating job that binds. Jassy said on the 30 July 2026 call that even at approximately **$220bn** of 2026 cash capex — raised from about $200bn on higher memory costs — Amazon “will still not have enough capacity to meet all the demand we have in 2026,” and that he believes the same will be true in 2027\. The 10-Q printed **$53.1bn** of cash capital expenditures in the quarter, and **$96.3bn** in the first half, “primarily” technology infrastructure to support AWS. AWS property and equipment, net, was **$263.8bn** as at 30 June 2026, up from $190.1bn at year-end 2025. **3\. It bills live AWS.** AWS segment sales grew **37%** to **$42.2bn**. The company called that a **$169bn** annualised revenue run rate, and the fastest AWS growth in 18 quarters. Jassy said the chips business and the AI business each eclipsed run rates of more than **$25bn**. Custom silicon (Trainium, Graviton) is a mix claim inside that invoice; merchant NVIDIA capacity still sits in the same halls. The 30 September 2026 Bedrock Ultrafast card is a later token-meter print of the same seat: a 6× lane on capacity that is already lit. See [GPU as a service, explained](https://www.sotkn.com/explained/gpu-as-a-service-explained/) and our [Wire on Ultrafast](https://www.sotkn.com/wire/aws-bedrock-gpt6-astra-ultrafast-wire/). | Step | What it means | Where the risk sits | | ----- | ------------------------------------- | ---------------------------------------- | | Book | AWS remaining performance obligations | Usage timing, mix, 6.4-year duration | | Light | Halls, GPUs, power, cash capex | Delivery versus the \~$220bn spend | | Bill | AWS recognised as performed | How fast $496bn becomes this year’s line | --- ## How does Amazon make money? It gets paid when stores, ads, and — this cycle — delivered AWS are recognised as revenue. Three things decide how fast the AWS line can grow: - **Delivery** — a booked megawatt earns nothing until the hall is live - **Utilisation of what is live** — Jassy said demand still exceeds installed capacity, so extra seats are not spare - **Mix and conversion** — remaining performance obligations become revenue on usage, and AWS is a larger share of operating income than of sales On 30 July 2026 Amazon printed **$200.6bn** of net sales, up 20%. Operating income was **$27.5bn**, up 43%. AWS operating income was **$16.6bn**, versus $10.2bn a year earlier. Unlike [CoreWeave](https://www.sotkn.com/stack/neoclouds/what-does-coreweave-do/), Amazon is still profitable on a GAAP operating basis while it spends to stand up AI halls. Net income of **$62.6bn** is the wrong AWS clock: it includes **$53.4bn** of non-operating pre-tax other income, primarily from the Anthropic investment. **Our arithmetic.** AWS was $42.2bn, or **21.0%** of the $200.6bn total (42.2 ÷ 200.6 = 0.210). AWS operating income of $16.6bn was **60.4%** of company operating income (16.6 ÷ 27.5 = 0.604) and **39.3%** of AWS sales (16.6 ÷ 42.2 = 0.393), against the call’s **39.4%** AWS operating margin. The 10-Q recorded **$551m** of Q2 unrealised gains on energy contracts, primarily in AWS. Do not read the 39% margin as a clean run-rate without that line. Cash tells a second story. Trailing-twelve-month operating cash flow was **$161.4bn**. Purchases of property and equipment, net of proceeds, were **$169.0bn**. Free cash flow was an outflow of **$7.6bn**. **Our check:** 161.403 − 169.007 = **−7.604**. Q2 cash capex of $53.1bn matches $54.208bn of purchases less $1.132bn of proceeds. AWS took **$48.6bn** of the quarter’s $63.9bn net additions to property and equipment — **76.1%** (48.604 ÷ 63.891 = 0.761). Who gets paid: Amazon, for live AWS and for the rest of the company that rides on it. Money sticks at energised, accepted capacity. The remaining-performance-obligation print is a claim on future usage. If a chip sale-leaseback ever closes, outside investors in that vehicle get paid on lease cash — see [who finances GPU clusters](https://www.sotkn.com/explained/who-finances-gpu-clusters/) — but that is not this quarter’s AWS invoice. --- ## What limits it? Delivery first. Power and sites second. Financing of already-installed silicon third. **1\. Demand still exceeds available capacity.** Adding $53.1bn of cash capex in a quarter did not create spare seats. Jassy said Amazon will not meet all 2026 demand even at \~$220bn, and that he believes 2027 will be the same. Servers currently have a useful life of at least **five to six years**. That is a company clock for the asset, not proof the hall is live this quarter. See [speed-to-power](https://www.sotkn.com/explained/speed-to-power-explained-for-investors/) and the [US market door](https://www.sotkn.com/markets/us/). **2\. Remaining performance obligations are not a shipping schedule.** The 10-Q is explicit: timing is driven by customer usage and performance, and can extend beyond the original contract. **Our arithmetic:** $496bn against a $169bn AWS run rate is about **2.9 years** of current AWS sales (496 ÷ 169 = 2.935). That sits inside a **6.4-year** weighted remaining life. $496bn is not $496bn of 2026 AWS. A long book and a short hall can both be true. **3\. Capex is the cash cost of the same bind.** **Our arithmetic:** $220bn less first-half cash capex of $96.3bn leaves about **$123.7bn** implied for the second half if the spoken guide holds (220 − 96.3 = 123.7). Trailing-twelve-month free cash flow is already negative. The bind is still physical. **4\. Installed chips are not closed financing.** The Financial Times reported on 2 October 2026 that Amazon has held talks to move about **$8bn** of Nvidia Grace Blackwell chips already deploying in US halls into an SPV, then lease them back (*reported*; Amazon declined to comment; talks ongoing). **Our arithmetic:** $8bn is **3.6%** of the \~$220bn cash-capex guide (8 ÷ 220 = 0.036) and **15.1%** of Q2 cash capex (8 ÷ 53.1 = 0.151). It is an opening financing talk, not a 10-Q close. See our [Wire](https://www.sotkn.com/wire/amazon-seeks-8b-nvidia-chip-leaseback-wire/) and the [US Markets door](https://www.sotkn.com/markets/us/us-amazon-nvidia-leaseback-october-2026/). Ready is not paid. The honest uncertainty is conversion. A long book, a short hall, and a leaseback headline are different clocks. --- ## Who else does this? Roles, not a league table. | Company | What it does | What makes it different | | --------------------------------- | ----------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------- | | **Amazon / AWS** | Broad cloud; converts AWS remaining performance obligations as halls and GPUs light | RPO \~$496bn; AWS +37% to $42.2bn; FCF −$7.6bn TTM; demand still exceeds live capacity | | **Microsoft** | Software plus Azure; converts commercial remaining performance obligations | RPO $678bn; Azure +43%. See [What Does Microsoft Do?](https://www.sotkn.com/stack/hyperscalers/what-does-microsoft-do/) | | **Oracle** | Cloud infrastructure plus database; AI cloud capacity delivery | Prints MW and GPU utilisation (850 MW, 97.9% full). See [What Does Oracle Do?](https://www.sotkn.com/stack/hyperscalers/what-does-oracle-do/) | | **Alphabet, Meta** | Large AI capex prints | Set the demand dial; Meta buys more for itself than it sells as merchant cloud | | **CoreWeave and other neoclouds** | Specialist AI compute, often debt-funded | One product; overflow when hyperscaler queues are long. See [What Does CoreWeave Do?](https://www.sotkn.com/stack/neoclouds/what-does-coreweave-do/) | What separates them is who can deliver accepted megawatts, who funds the hall, and whether demand still exceeds what is live after the add. --- ## What would change this view? The read on the model weakens if: - AWS growth slows while remaining performance obligations keep rising — the conversion gap would widen - Jassy’s “not enough capacity” language disappears in a dated print, which would mean the fleet is no longer the short clock - Calendar 2026 cash capex is cut in a way that is not just mix inside the $220bn - A dated SPV close — or a clear collapse of the talks — reprices how the chips on the floor are funded - Hyperscaler peers cut 2027 capex — the demand-dial risk on the [explained page](https://www.sotkn.com/explained/hyperscaler-explained/) - First Vera Rubin attach is late because packaging or [HBM](https://www.sotkn.com/explained/hbm-explained/) is short — the stuck step would then sit in [semiconductors](https://www.sotkn.com/stack/semiconductors/) It stays intact while demand exceeds live capacity after large capex adds, AWS keeps converting into a mid-30% growth line, and the $496bn book remains a usage clock rather than this year’s cash. --- ## Practical takeaways - Amazon’s AI model on this layer is **Book → Light → Bill**: AWS remaining performance obligations swell; megawatts and GPUs have to go live; AWS prints after usage - Q2 2026 (ended 30 Jun 2026): AWS **$42.2bn** (+37%), run rate **$169bn**, remaining performance obligations **\~$496bn**, cash capex **$53.1bn**, demand still exceeds supply - GAAP operating income **$27.5bn**; AWS operating income **$16.6bn**. Do not use $62.6bn net income as the AWS clock - Trailing-twelve-month free cash flow **−$7.6bn**; spoken 2026 cash capex \~**$220bn** - The stuck step is **capacity delivery**, not another booked contract. A reported \~$8bn leaseback is an opening talk - Next hard read: Q3 2026 results (sales $197–202bn; operating income $22.5–26.5bn) --- ## FAQ **What does Amazon do?** Amazon runs stores, advertising, and Amazon Web Services. The scarce job on this layer is delivering AWS capacity customers can use, then converting remaining performance obligations into recognised cloud revenue. **What does Amazon do in simple terms?** It books long AWS contracts, switches on data-centre megawatts and GPUs, and charges for cloud once the rack is actually running. **Is Amazon profitable?** Yes on a reported GAAP operating basis: $27.5bn of operating income on $200.6bn of net sales in the quarter ended 30 June 2026 (30 Jul 2026). AWS operating income was $16.6bn. Trailing-twelve-month free cash flow was an outflow of $7.6bn. Net income of $62.6bn includes a $53.4bn Anthropic mark and is not the AWS operating print. **How is Amazon different from a neocloud?** A neocloud sells AI compute as the business. Amazon sells a broad cloud and still earns from stores and ads; AWS is the line that is growing fastest on this layer and the step that is stuck. See [neocloud vs hyperscaler](https://www.sotkn.com/explained/neocloud-vs-hyperscaler/) and [What Does CoreWeave Do?](https://www.sotkn.com/stack/neoclouds/what-does-coreweave-do/). **What is AWS remaining performance obligation?** About $496bn of contracted AWS-related performance not yet recognised as revenue as at 30 June 2026, on contracts with original terms longer than one year. The 10-Q puts the weighted-average remaining life at 6.4 years and says recognition follows customer usage. It is a backlog clock, not this quarter’s cash. **Should I buy Amazon shares?** We do not make buy or sell calls, and nothing here is a recommendation. What we can tell you is what the company does, how it gets paid, and which figures would change the picture. The decision is yours. --- ## Keep reading on the map - **The layer:** [Hyperscalers](https://www.sotkn.com/stack/hyperscalers/) — capex pull and the delivery bind - **The term:** [Hyperscaler, explained](https://www.sotkn.com/explained/hyperscaler-explained/) - **The mechanism:** [Remaining performance obligation, explained](https://www.sotkn.com/explained/remaining-performance-obligation-explained/) · [Who finances GPU clusters](https://www.sotkn.com/explained/who-finances-gpu-clusters/) - **The split:** [Neocloud vs hyperscaler](https://www.sotkn.com/explained/neocloud-vs-hyperscaler/) - **The peers:** [What Does Microsoft Do?](https://www.sotkn.com/stack/hyperscalers/what-does-microsoft-do/) · [What Does Oracle Do?](https://www.sotkn.com/stack/hyperscalers/what-does-oracle-do/) - **The Wire:** [Amazon seeks $8B Nvidia chip leaseback](https://www.sotkn.com/wire/amazon-seeks-8b-nvidia-chip-leaseback-wire/) · [AWS lists a 6× Ultrafast lane on Bedrock](https://www.sotkn.com/wire/aws-bedrock-gpt6-astra-ultrafast-wire/) - **Where it happens:** the [US](https://www.sotkn.com/markets/us/) — [Ask isn't closed](https://www.sotkn.com/markets/us/us-amazon-nvidia-leaseback-october-2026/) · [speed-to-power](https://www.sotkn.com/markets/us/us-speed-to-power-september-2026/) The members cut on the long clock is already live: [Where does the stuck step move?](https://www.sotkn.com/analysis/where-does-the-stuck-step-move/). This page stays the free Stack read of the Amazon model. ## Sean Writes Second Order by TKN — a plain-English map of AI infrastructure. Who gets paid, where money sticks, which step is stuck. Not investment advice. ## How we check this Figures come from company filings and company releases, dated below. Capacity and cash-capex guidance from the earnings call are the company’s spoken print. The \~$8bn leaseback is a secondhand report, not a close. Arithmetic is shown in full. **Last reviewed:** 5 Oct 2026 · **Next review:** after Q3 2026 results. [Editorial standards →](https://www.sotkn.com/editorial-standards/) ## Sources 1. Amazon, [Amazon.com Announces Second Quarter Results](https://ir.aboutamazon.com/news-release/news-release-details/2026/Amazon-com-Announces-Second-Quarter-Results/?ref=sotkn.com) (company), 30 Jul 2026 — net sales $200.6bn, operating income $27.5bn, AWS $42.2bn (+37%), AWS operating income $16.6bn, $169bn run rate, TTM FCF −$7.6bn, Anthropic mark $53.4bn, Q3 guides 2. Amazon, [Q2 2026 earnings release (PDF)](https://s2.q4cdn.com/299287126/files/doc%5Fearnings/2026/q2/earnings-result/AMZN-Q2-2026-Earnings-Release.pdf?ref=sotkn.com) (company), 30 Jul 2026 — cash-flow table (PPE purchases $54.208bn; proceeds $1.132bn; TTM PPE net $169.007bn) 3. Amazon, [Form 10-Q for the quarter ended 30 June 2026](https://www.sec.gov/Archives/edgar/data/1018724/000101872426000026/amzn-20260630.htm?ref=sotkn.com) — AWS remaining performance obligations \~$496bn; weighted remaining life 6.4 years; Q2 cash capex $53.1bn; H1 $96.3bn; AWS PPE $263.750bn; energy-contract gains $551m 4. Amazon, [Q2 2026 earnings conference call](https://ir.aboutamazon.com/events/event-details/2026/Q2-2026-Amazoncom-Inc-Earnings-Conference-Call/default.aspx?ref=sotkn.com), 30 Jul 2026 — \~$220bn cash capex; not enough capacity in 2026 (and, Jassy, 2027); server useful life at least five to six years; AWS operating margin 39.4% 5. AWS, [OpenAI GPT-6 Astra Ultrafast on Amazon Bedrock](https://aws.amazon.com/about-aws/whats-new/2026/09/openai-gpt-6-astra-ultrafast-on-amazon-bedrock/?ref=sotkn.com) (company), 30 Sep 2026 — Ultrafast speed tier 6. AWS, [Amazon Bedrock, GPT-6 Astra model card](https://docs.aws.amazon.com/bedrock/latest/userguide/model-card-openai-gpt-6-astra.html?ref=sotkn.com) (company) — 6× Ultrafast price card 7. Financial Times via Financial Post, [Amazon in talks to offload about $8bn of Nvidia chips](https://financialpost.com/technology/amazon-offload-8bn-nvidia-chips-investors?ref=sotkn.com) (*reported*), 2 Oct 2026 — Grace Blackwell SPV leaseback talks; ongoing; Amazon declined to comment