Compare moats
Up to three covered companies, band by band. Every call is a curated editorial judgment, never a disclosed figure — and every band carries its cited basis.
| NetApp | NVIDIA | Nebius Group | |
|---|---|---|---|
| Moat rating | narrow The FY2026 10-K shows a real, durable lock but not an unassailable one. On the durable side: "Our cloud storage services are based on the same ONTAP data management software that underpins our on-premises ONTAP storage infrastructure offerings", and the same filing's income statement shows the company holding a gross margin near 71% across all three reported years - $4,433M on $6,268M in FY2024, $4,613M on $6,572M in FY2025 and $4,899M on $6,925M in FY2026 - while revenue grew from $6,268M to $6,925M and income from operations widened from 19% to 24% of net revenues. Holding that margin through the memory-cost shock the same filing discloses is the commercial evidence the lock is worth something. On the limiting side, the filing says competition "is intense", that in public cloud "customers may choose native cloud services that are consumed as operating expenses", and that "New competitors or alliances among existing competitors could emerge and quickly gain significant market share" - and IDC's 1Q26 external-storage tracker (Blocks & Files, 2026-06-16, cited on the AFF/ASA product row below) ranks NetApp second behind Dell, not first. | wide Wide: the CUDA software platform and its developer installed base create high switching costs across the AI-training stack, defended by $76.7B cumulative R&D and reinforced by ~71% FY2026 gross margins and Data Center revenue (~90% of total) up 68% YoY — durable, hard-to-replicate advantages per the FY2026 10-K. | narrow The FY2025 20-F positions Nebius as 'one of the few global, at scale, multi-tenant clouds purpose built for AI,' but the same filing names its central dependency plainly: 'We currently rely on Nvidia for the GPU chips we use' — a purpose-built neocloud renting a supply the hyperscalers it competes with also control, which is a real but narrow position. |
| Moat type | switching costs The FY2026 10-K makes the source of the advantage explicit and it is the cost of leaving the data-management layer, not a network or a patent estate. The same ONTAP software runs the on-premises arrays and the cloud services ("Our cloud storage services are based on the same ONTAP data management software that underpins our on-premises ONTAP storage infrastructure offerings"), and the AFF family "allows customers to connect to clouds for more data services, data tiering, caching, and disaster recovery". A customer's volume layout, snapshot and replication workflow and operating tools therefore carry from the array into Azure, AWS and Google rather than being abandoned at the cloud boundary — the filing describes NetApp as "the only provider of enterprise-grade storage services natively embedded in the world's largest public cloud providers", so the usual moment of escape is instead the moment the relationship renews. | intangibles ip The durable edge rests on proprietary IP and software: the full-stack CUDA development platform running on all NVIDIA GPUs plus hundreds of proprietary domain libraries/SDKs/APIs, and $76.7B cumulative R&D yielding "inventions that are essential to modern computing" (NVIDIA invented the GPU in 1999). This is reinforced by developer-ecosystem network effects and CUDA switching costs, per the FY2026 10-K Business section. | cost scale The moat the filing describes is engineering: designs that 'optimize power and cooling efficiency, lower latency' plus 'a consistent track record of being one of the first-to-deploy the latest generation of NVIDIA GPU chips' — density and time-to-deploy at scale, not a switching lock. |
| Leadership | co leader IDC's 1Q26 external enterprise storage systems tracker, as reported by Blocks & Files on 2026-06-16 (cited in full on the AFF/ASA product row below), ranks NetApp second worldwide behind Dell and ahead of Everpure, Huawei and HPE, attributing the placing to "its growing all-flash business and cloud-integrated data management". Second of five ranked vendors, in a market whose leader is someone else, is a shared front rank rather than an owned one - and the distinct claim NetApp makes in the FY2026 10-K is positional rather than volumetric: being "the only provider of enterprise-grade storage services natively embedded in the world's largest public cloud providers". | clear leader FY2026 Data Center revenue was $193.7B (~90% of the $215.9B total), up 68% YoY on the Blackwell ramp, and NVIDIA describes itself as "a data center scale AI infrastructure company reshaping all industries." The 10-K frames named rivals as parties who "provide or intend to provide" GPUs/accelerators — incumbent-leader positioning. | fast follower The 20-F's own claim is 'one of the FEW global, at scale' AI clouds — a differentiated challenger to the hyperscalers it names as the competitive field, not a claimed leader of it; the first-to-deploy record is a follower's speed advantage, not category leadership. |
| Pricing power | moderate It holds price rather than raising it. On the figures filed with the FY2026 10-K, gross margin was 70.7% of revenue in FY2024 ($4,433M on $6,268M), 70.2% in FY2025 ($4,613M on $6,572M) and 70.7% in FY2026 ($4,899M on $6,925M) - flat across three years in which revenue grew from $6,268M to $6,925M - and it held that level while absorbing a component-cost shock. It is no stronger than that because the filing's own risk factor lists "competitive pricing, customer price sensitivity" and "pricing and discounting pressures" among the drivers of gross margin, and discloses that the company "experienced inflationary pressure and supply chain constraints beginning in the second half of fiscal 2026, resulting in increased costs for memory and other components, which have affected our gross margins" - a cost shock it is absorbing rather than fully passing on. | strong FY2026 gross margin was 71.1% (75.0% in FY2025); per the 10-K MD&A the ~3.9pt decline reflects the Hopper HGX→Blackwell full-system mix shift and a one-time $4.5B H20 excess-inventory/purchase-obligation charge, not competitive price erosion. A low-70s% hardware gross margin evidences strong pricing power. | weak The filing frames a 'highly competitive' market with 'frequent introduction of new or improved solutions' and a GPU cost base set by a single supplier (NVIDIA) — a renter of compute competing on efficiency has little list-price control. |
| Summary | NetApp sells storage hardware but the asset is ONTAP, the data-management software that has run its arrays for over three decades and now also runs inside the three largest public clouds as a first-party service. The FY2026 10-K organises the company into two segments, Hybrid Cloud (AFF and ASA all-flash arrays, AFX for AI workloads, FAS hybrid-flash, E/EF-Series, StorageGRID object storage) and Public Cloud (Azure NetApp Files, Amazon FSx for NetApp ONTAP, Google Cloud NetApp Volumes, Cloud Volumes ONTAP), and states that both rest on the same ONTAP software. That is the whole argument: an enterprise that has standardised its snapshots, replication and multiprotocol access on ONTAP carries those habits with it when it moves workloads to a hyperscaler, and NetApp is paid on both sides of the move. The evidence that the lock has commercial value is the margin's steadiness: across the three years the FY2026 10-K reports, gross margin sat at 70.7%, 70.2% and 70.7% of revenue ($4,433M on $6,268M, $4,613M on $6,572M, $4,899M on $6,925M) while revenue grew, and the filing's own percentage-of-revenue table shows no mix shift doing that work - product and services held near 46% and 54% of revenue throughout. The limits are equally in the filing. NetApp is second, not first: IDC's 1Q26 tracker puts it behind Dell in external enterprise storage, and the 10-K's competition section concedes that cloud providers are simultaneously partners and rivals, that consumption models "may reduce overall demand for our traditional on-premises offerings sold through a capital expenditure (capex) model", and that alternative architectures "may reduce or eliminate demand for some of our offerings". Component exposure is real too: the filing discloses "inflationary pressure and supply chain constraints beginning in the second half of fiscal 2026, resulting in increased costs for memory and other components, which have affected our gross margins", and names NAND among the components whose supply can tighten. This is a durable second place built on software stickiness, not a structural monopoly. | NVIDIA pairs market-leading accelerated-computing hardware (the Blackwell data-center platform) with a proprietary full-stack software moat — CUDA plus hundreds of domain libraries — funded by $76.7B of cumulative R&D, and its "large and growing number of developers and installed base... strengthens our ecosystem and increases the value of our platform for our customers" (FY2026 10-K). Competition is intensifying from AMD, Intel and Huawei, and from hyperscalers (Alphabet, Amazon, Microsoft) designing internal AI silicon, but rivals must overcome NVIDIA's entrenched CUDA software ecosystem to displace it. | Nebius sells a 'unified full-stack AI cloud that spans the complete AI journey – from compute capacity to software and services,' with hardware and software built in-house — the neocloud pitch of hyperscaler reliability at purpose-built efficiency, and a first-to-deploy record on new NVIDIA silicon. Two things bound the moat, both from the filing: it 'currently rel[ies] on Nvidia for the GPU chips,' the same constraint every neocloud shares, and it is a Nasdaq 'Controlled Company' whose founding shareholder holds concentrated voting power. The three non-core segments (Toloka, Avride, TripleTen) are separate businesses, not the cloud moat. |
| Chain position | NetApp sits between the memory supply and the enterprise data centre. Upstream, the FY2026 10-K says "Third-party component costs make up a significant portion of our product costs" and singles out NAND as hard to manage "if supplies of certain components, including NAND, become limited relative to demand". Downstream, the hyperscalers are channel, partner and rival at once: the filing states "We both partner with and compete against cloud service providers through our cloud-based software and services offerings", while Azure NetApp Files, Amazon FSx for NetApp ONTAP and Google Cloud NetApp Volumes are delivered as those clouds' own natively embedded services. Distribution is a mix of direct sales and "an ecosystem of partners, including the leading cloud providers". | Upstream compute-platform supplier: NVIDIA sells full-stack data-center systems (GPU + Arm CPU + DPU + NVLink/InfiniBand networking + CUDA software) to cloud providers and enterprises, and relies on third-party foundry/assembly-test-packaging partners (e.g., SPIL, Amkor, Wistron, Fabrinet). Per the FY2026 10-K, several of its largest customers (hyperscalers such as Amazon, Alphabet, Microsoft) are simultaneously customers and emerging competitors developing internal accelerated-computing silicon. | Layer-8 neocloud — a purpose-built AI compute provider reselling NVIDIA silicon at scale. |
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| Long-horizon vote | +0.13 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.42 at weight 0.20 · swarm bullish Editorial prior, not backtested. | -0.01 at weight 0.20 · swarm neutral Editorial prior, not backtested. |