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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.

comparing AppLovin×Palo Alto Networks×Snowflake× maximum of 3 — remove one to swap
AppLovin APP ai moat: latest change 2026-02-19 Palo Alto Networks PANW ai moat: latest change 2025-08-29 Snowflake SNOW ai moat: latest change 2026-03-20
Moat rating narrow

The filing's own words support a narrow moat. Auctions run 'at vast scale and at microsecond-level speeds,' revenue is earned only 'when our advertisers achieve their return on advertising spend targets,' and FY2025 adjusted EBITDA margin was 82.3%. What limits the width: clients 'are not required to enter into long-term agreements' and 'Substantially all of the Company's contracts with customers are cancelable at any time'; the solutions 'primarily operate in the mobile app ecosystem and specifically mobile gaming'; and distribution runs through 'the Apple App Store, the Google Play Store, and Meta' while AppLovin relies 'in part on IDFA.'

source: sec.gov

narrow

Real but bounded. The FY2025 10-K's own Competition section calls the enterprise security industry "intensely competitive" and names four categories of rival — platform incumbents (Cisco, Microsoft, Alphabet), independent security vendors (Check Point, Fortinet, CrowdStrike, Zscaler, Wiz), point-product startups, and the public cloud vendors — while conceding that "some of our competitors may have substantially greater financial, technical, and other resources, greater name recognition, larger sales and marketing budgets, broader distribution, more diversified product lines, and larger and more mature intellectual property portfolios." That record supports a defensible position, not an unassailable one: narrow, not wide.

source: sec.gov

narrow

Narrow, not wide, because the FY2026 10-K documents a strong installed base and a competitive position the company itself says is under erosion. On the asset side: revenue of $4.7 billion (29% growth in each of the last three fiscal years), 13,328 total customers up from 10,996, 790 of the Forbes Global 2000 contributing about 43% of revenue, 733 customers above $1 million in trailing-12-month product revenue up from 576, a 125% net revenue retention rate, and more than 1,050 issued U.S. patents. Against that, Item 1A states plainly that adopting open data formats like Apache Iceberg means 'there is less customer “lock in” when our products are used in external environments' and that 'our support of open data formats may also reduce switching costs between us and our competitors'; that AWS, Azure and GCP 'generally compete in all of our markets' while also supplying the infrastructure a 'substantial majority of our business is run on'; and that the company remains loss-making at $1.3 billion of net loss for the year.

source: sec.gov

Moat type network effects

Network effects, with a caveat. The 10-K states the loop: as more advertisers use the solutions 'we gain access to more data regarding users and user engagement,' 'further strengthening our scaled distribution,' and 'As our distribution grows, we gain better insights for Axon AI.' The mechanism is two-sided matching of advertiser demand to publisher supply, though much of the force comes from data-and-learning scale. It is not switching costs, since contracts are 'cancelable at any time,' nor intangibles or IP, since 'there can be no assurance that we will adequately protect our intellectual property or that it will provide any competitive advantage.'

source: sec.gov

switching costs

The 10-K describes an installed estate standardised on one operating system — "All of our hardware and software firewalls incorporate the PAN-OS operating system and include the same rich set of features, ensuring consistent operation across our entire product line" — across hardware, containerised CN-Series and virtual VM-Series form factors, centrally administered through Panorama and Strata Cloud Manager. That estate is monetised as recurring contract: subscription and support was 80.5% of total revenue in fiscal 2025 (80.0% in fiscal 2024, 77.1% in fiscal 2023), on terms "typically one to five years." The company's own risk factors describe the friction from the other side — customers "may face real or perceived switching costs when switching to our solutions from legacy security vendors" and "have often invested substantial personnel and financial resources to design and operate their networks... [and] may prefer to purchase from their existing suppliers rather than add or switch to a new supplier." As the incumbent in most of those estates, that friction now runs in Palo Alto's favour.

source: sec.gov

switching costs

The filing makes its own affirmative claim of network effects — 'Our business benefits from powerful network effects. ... The more customers adopt our platform, the more data can be exchanged with other Snowflake customers, partners, data providers, and data consumers' — but the load-bearing, quantified evidence in the document points to switching costs. The platform is sold as the way to 'consolidate data into a single source of truth,' and the disclosed economics of that consolidation are a 125% net revenue retention rate and 733 customers above $1 million in trailing product revenue. Item 1A confirms the mechanism by naming what is at risk: open formats produce 'less customer “lock in”' and 'may also reduce switching costs.' The filing frames lock-in, not network density, as the thing erosion would take away.

source: sec.gov

Leadership at parity

The filing discloses no share of any market, names 'Meta, Google, Amazon, and Unity Software' as competitors, and concedes rivals 'may have greater resources' and 'better technological or data analytics capabilities, or stronger brands or competitive positions in certain product segments.' Its one positional statement is parity language: 'We believe we compete favorably with respect to these factors.' Two unquantified points cut upward: Meta and Google are also clients, and MAX is called 'the preferred in-app bidding solution for many publishers worldwide.'

source: sec.gov

co leader

The 10-K claims parity-plus, not primacy: "We believe we generally compete favorably with our competitors on the basis of these factors as a result of the features and performance of our portfolio, the ease of integration of our security solutions with technological infrastructures, and the relatively low total cost of ownership of our products," and reports that its "products and services have been recognized as leading in 25 categories by third-party industry analysts firms." It qualifies that immediately by conceding that some competitors carry greater resources, name recognition and distribution. Independent analyst placements match a co-leader read rather than a sole-leader one — a Leader in the inaugural 2025 Gartner Magic Quadrant for Hybrid Mesh Firewalls, a Leader for the third consecutive time in the 2025 Magic Quadrant for SASE Platforms, and a Leader in the 2026 Magic Quadrant for Endpoint Protection Platforms for the fourth consecutive year — in categories that name other Leaders too.

source: sec.gov

co leader

The 10-K contains no ranking, market-share figure, or claim of leadership, and it names no non-hyperscaler competitor by name. The band rests on disclosed scale — $4.7 billion of revenue, 13,328 customers, 9,060 employees across 36 countries — set against the filing's own statement that 'many of our competitors have substantially greater brand recognition, customer relationships, and financial, technical, and other resources than we do.' Co-leader among independent cloud data platforms; not a leader over AWS, Azure and GCP, which the filing says compete in all of its markets.

source: sec.gov

Pricing power strong

Strong, with the mechanism shown. The 10-K states that 'Advertisers are charged dynamically based on their campaign goals , rather than a simple fixed price per impression or per action.' Growth composition is the evidence: FY2025 revenue +70% with 'the volume of installations increased 3% and net revenue per installation increased 72%'; H1 2026 +56% with per-installation revenue +75% against 'a decrease in the volume of installations of 10%.' Adjusted EBITDA margin was 82.3% in FY2025 and 84.2% in H1 2026, though payment is performance-contingent and contracts cancel at will.

source: sec.gov

moderate

Moderate, with the evidence pointing both ways in the same filing. Gross margin computed from the three years of income statements inside this FY2025 10-K runs 72.3% (fiscal 2023), 74.3% (fiscal 2024) and 73.4% in fiscal 2025 on revenue of $9.22 billion — against 68.8% in fiscal 2022 as reported in the prior-year 10-K (accession 0001327567-24-000029, filed September 6, 2024). Over the same span subscription and support rose from 77.1% to 80.5% of revenue: a mix shift toward software that has been margin-accretive, not margin-destructive, which is the direct answer to whether platformisation is simply discounting. Against that, the 10-K's risk factors state plainly that sales prices "may decline for a variety of reasons, including competitive pricing pressures, discounts, a change in our mix... or promotional programs," that the company "anticipate[s] that the sales prices and gross profits for our products could decrease over product life cycles," and that it "has also experienced demands for customer financing and deferred payments." Pricing is defended by bundle economics rather than commanded outright.

source: sec.gov

moderate

The consumption model plus 125% net revenue retention shows real expansion pricing, and the filing argues it competes on 'pricing transparency and optimized price-performance.' But Item 1A limits how far that goes: competition 'may negatively impact our ability to acquire new customers ... put downward pressure on our prices and gross margins'; the company 'may not be able to ... offer as many discounts or free services as our competitors'; results depend on 'changes in our pricing model, including in response to significant price discounts by our competitors' and on 'customer optimization efforts that result in reduced consumption.' On the cost side, 'our costs and gross margins are significantly influenced by the prices we are able to negotiate with these public cloud providers, which in certain cases are also our competitors.'

source: sec.gov

Summary

One reportable segment: an AI-priced auction matching advertiser demand to publisher supply, where 'Revenue from Axon Ads Manager comprises substantially all of our revenue.' The filed flywheel is real - more advertiser spend yields more user-engagement data, 'further strengthening our scaled distribution,' which feeds Axon AI - and it converts: FY2025 revenue $5.48B, up 70%, at an 82.3% adjusted EBITDA margin, carried by price (net revenue per installation +72%) not volume (installations +3%). What the filing does not evidence is a lock. Contracts are cancelable at any time, revenue concentrates in mobile gaming, and the distribution and identifier layers belong to Apple, Google and Meta - two of whom are simultaneously named competitors and disclosed clients. Wide margins with no disclosed structural lock is narrow.

A deployed firewall estate is the anchor. Every Palo Alto firewall — appliance, VM-Series, CN-Series, Cloud NGFW — runs the same PAN-OS with the same feature set and is managed from one console, so the security policy, the operator skills and the integration work are all specific to the vendor, and 80.5% of fiscal 2025 revenue is the recurring subscription and support contract sitting on top of it (10-K, Business and Risk Factors). Platformisation is the attempt to convert that anchor into wallet share: the 10-K states the strategy as helping customers "simplify their security architectures through consolidating disparate point products" by packaging offerings "into a tightly integrated architecture," and the acquisitions are consistent with it — IBM's QRadar assets in August 2024 "to help accelerate the growth of our Cortex business," Protect AI in July 2025, and the CyberArk agreement signed in July 2025. The evidence that consolidation is real rather than a discount: remaining performance obligation grew 36% year over year to $18.4 billion against 31% revenue growth in the quarter ended April 30, 2026 (Palo Alto Networks FQ3 2026 results release, June 2, 2026) — contracted future obligation compounding faster than recognised revenue, which is the opposite of what buying revenue with price would produce. The counterweight is disclosed in the same filings: the 10-K warns sales prices "may decline for a variety of reasons, including competitive pricing pressures, discounts," anticipates that "sales prices and gross profits for our products could decrease over product life cycles," and reports "demands for customer financing and deferred payments." Against CrowdStrike in security operations and Zscaler in SASE, Palo Alto is competing across the whole surface rather than defending a monopoly on any one of them — hence a narrow moat, not a wide one.

Snowflake's advantage in its FY2026 10-K rests on being the consolidation point for enterprise data: a multi-cluster shared-data architecture with proprietary columnar storage and automatic micro-partitioning, delivered across three major public clouds and 53 interconnected regional deployments, that customers adopt as a single governed source of truth and then expand on — 125% net revenue retention, 790 of the Forbes Global 2000 as customers. The filing layers a collaboration claim on top, with sharing 'generally without copying or moving the underlying data' and a Marketplace of 'hundreds of live, ready-to-query third-party data sets and data products.' The same document is unusually candid about the counter-pressure: Iceberg and open formats reduce lock-in by the company's own account, the three hyperscalers compete across every market while setting the cloud costs that 'significantly influence' gross margins, and frontier AI model providers 'may seek to vertically integrate ... by expanding into the data storage and management layers.'

Chain position

Demand-side AI ad platform: it monetizes third-party mobile-game publishers' inventory and sells outcomes to advertisers, so it sits downstream of Apple/Google app distribution and Apple's IDFA identifier layer and upstream of publisher monetization. Meta and Google are simultaneously named competitors and disclosed clients. Single reportable segment after the June 2025 Apps divestiture.

A security-software consumer of the AI stack rather than a supplier to it — it buys compute to run Precision AI and now sells protection for the stack itself through Prisma AIRS (AI model scanning, posture management, red teaming, runtime and AI-agent security). Distribution is two-tier and concentrated: 44.2% of fiscal 2025 revenue came through three distributors and more than 8,500 channel partners, while no single end-customer exceeded 10% of revenue in fiscal 2025, 2024 or 2023.

Sits at the enterprise data and governance layer of the AI stack, and the AI exposure is explicit rather than incidental: the filing brands the product the 'AI Data Cloud,' lists AI as a product category, and put Snowflake Intelligence, Cortex Agents and a Managed MCP Server into general availability during the fiscal year. It is a buyer of hyperscaler compute and of third-party frontier models — 'strategic partnerships with foundational model providers deliver state-of-the-art models natively within Snowflake Cortex AI,' with stated 'model neutrality' — and a supplier of governed enterprise data and GPU-backed managed compute to AI applications built on top.

Products (share / barrier)
Long-horizon vote +0.11 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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+0.13 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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+0.13 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →