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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 Macronix International×Snowflake×GitLab× maximum of 3 — remove one to swap
Macronix International 2337.TW ai moat: latest change 2026-03-07 Snowflake SNOW ai moat: latest change 2026-03-20 GitLab GTLB ai moat: latest change 2026-08-05
Moat rating none

Macronix has real niches, but its returns show no durable edge. It lost money through the last downturn, and in its largest market it trails two rivals. Its 2025 annual report shows a net loss of NT$3.3 billion (loss per share NT$1.77) on revenue of NT$28.9 billion, at an average gross margin of 17.8%. The year before, the net loss was NT$3,212,284 thousand. NOR Flash was 61% of 2025 revenue. In that market TrendForce (2026-09-14) names Winbond the 'market leader' and GigaDevice 'second-ranked', and Macronix gives its own share as 'approximately 16.9% in 2025'. Today's profits come from an industry-wide shortage. Gross margin rose to 64.4% in 2Q26 from 15.6% a year earlier. The Taipei Times (2026-07-30) reports that Macronix cited 'sharp price increases in NAND and NOR amid supply constraints'.

source: macronix.com

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

narrow

The FY2026 10-K (year ended 2026-01-31) shows real expansion inside the installed base: 118% Dollar-Based Net Retention, Base Customers up to 10,682 from 9,893, customers above $100,000 of ARR up to 1,456 from 1,229, and $1.0 million ARR customers "to 155 from 123, an increase of 26%". But the filing concedes "limited barriers to entry" and names "Microsoft Corporation, which owns GitHub" as principal competitor. Retention decelerates (130% FY2024, 123% FY2025, 118% FY2026), and since DBNR is reported "on a threshold basis of 130%," the FY2024 figure is a cap and the slide is steeper than it looks. Narrow, not wide: expansion must be re-won against a bundled hyperscaler.

source: sec.gov

Moat type none

The evidence does not support any of the candidate moat sources strongly enough. Scale: in NOR, TrendForce (2026-09-14) names Winbond 'market leader' and GigaDevice 'second-ranked', ahead of Macronix. Its capacity is 'effectively capped at around 25,000 wafers per month' (TrendForce News, 2026-04-28). IP: it holds 9,911 patents (2025 annual report), but they did not keep it profitable through the downturn. Niche position: TrendForce (2026-01-07) says Macronix 'has a competitive edge' in MLC NAND. That niche opened because Samsung, 'formerly the largest supplier', is exiting. TrendForce also warns that improved TLC solutions or a NAND downturn could pressure MLC prices. ROM: the company says it holds over half the market, but the line is shrinking. ROM revenue fell to NT$4,625,353 thousand in 2025 from NT$5,403,832 thousand in 2024.

source: macronix.com

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

switching costs

Stickiness comes from platform embedding, not IP. The 10-K rests differentiation on "our single platform with a unified data model," on "Consolidation of multiple tools into a single platform," and on deployment inside the customer's own perimeter for regulated buyers. Replacement means re-integrating a toolchain and re-certifying compliance. IP is the wrong label: only "16 issued patents and 25 pending patent applications," plus open-source licenses granting "broad permissions to use, copy, modify, and redistribute." The no-lock-in claim is the filing's own characterisation, footnoted to a Forrester study "commissioned by GitLab."

source: sec.gov

Leadership fast follower

In NOR Flash, TrendForce (2026-09-14) discusses 'market leader Winbond', 'second-ranked GigaDevice' and MXIC among 'major NOR Flash suppliers'. Macronix puts its own NOR share at approximately 16.9% in 2025, up from approximately 16.1% in 2024 (annual reports). Its claims to lead narrower markets rest on weaker evidence. The 2025 annual report says its ROM products 'account for more than 50% of the global market', which is a company claim. The Taipei Times (2026-07-30) says Macronix 'dominates the market for low-density multi-level-cell NAND used in eMMC'.

source: macronix.com

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

fast follower

The 10-K positions GitLab against a leader rather than as one: "Our principal competitor is Microsoft Corporation, which owns GitHub." Competition reads from the challenger side, differentiating "from GitHub through flexible deployment options that work within enterprise security and compliance requirements, LLM neutrality with self-hosted gateway support" and an open core model. On AI it follows: Duo Agent Platform went "Generally available in January 2026," the last month of the fiscal year. What keeps it a follower rather than behind is cadence, "a new version of our software every month for 172 months in a row," plus a regulated-deployment franchise a SaaS-first rival does not cover.

source: sec.gov

Pricing power weak

Supply, not Macronix, has set prices across the cycle. Gross margin was 17.8% for 2025 (annual report) and 15.6% in 2Q25, then rose to 40.8% in 1Q26 and 64.4% in 2Q26 (Taipei Times, 2026-07-30). During the shortage Macronix has raised NOR Flash and SLC NAND prices and 'shifted to a monthly negotiation model' (TrendForce News, 2026-04-28). It expects gross margin to reach 80 percent 'in the foreseeable future' (Taipei Times, 2026-07-30). These gains follow an industry-wide shortage: TrendForce (2026-09-14) reports that NOR contract prices rose by a cumulative average of 100–120% in 1H26.

source: macronix.com

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

moderate

FY2026 gross margin was 87% against 89%, with cost of revenue up $35.6 million "primarily due to an increase of $18.4 million in third party hosting costs for SaaS and cloud usage," and management expects SaaS and Duo mix to bring costs that "may adversely impact our gross margins." Strain is explicit: GitLab "may be required to reduce our prices," competitors "may offer their products and services at a lower price or for free," and it "implemented user limits on our free SaaS product." Power retained: Premium lists at $29 per user/month billed annually, and seats bundle $12 and $24 of GitLab Credits. But "A majority of our subscriptions are on a one-year period."

source: sec.gov

Summary

Macronix is a Taiwanese integrated maker of non-volatile memory. It makes NOR Flash, SLC NAND, eMMC built on 2D MLC and 3D TLC NAND, and mask ROM, and runs a small foundry business. In 2025 NOR was 61% of revenue, ROM 16% and NAND 16% (annual report). The mix is shifting fast. TrendForce (2026-01-07) reports that Samsung's exit from MLC NAND leaves a niche in which Macronix has 'a competitive edge'. It also reports that Macronix 'has already scaled down some of its NOR Flash capacity' to make more MLC NAND. By 2Q26 NAND was 43% of revenue and NOR 48% (Taipei Times, 2026-07-30). TrendForce (2026-09-14) adds that Macronix is putting its new 12-inch capacity into NAND and eMMC, so its NOR bit growth trails its overall capacity growth. Its largest customer, a related party, accounted for 16.16% of 2025 revenue. The upcycle has turned results around. Revenue reached a record NT$19.13 billion in 2Q26 at a 64.4% gross margin, after net losses in 2024 and 2025. The verdict is no moat. Macronix is well placed in tight markets but trails Winbond and GigaDevice in NOR, and its recent profits come from a shortage that its rivals share.

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.'

GitLab sells a single-platform DevSecOps toolchain defended by workflow lock-in rather than intellectual property: a unified data model plus deployment flexibility, including single-tenant "Dedicated for Government with FedRAMP compliance," makes it hard to remove where data residency is contractual. The installed base expands: 118% Dollar-Based Net Retention, 10,682 Base Customers, 1,456 above $100,000 of ARR, 155 above $1.0 million (up 26%), over 70% of ARR from public sector and enterprise. The filing supplies the counterweight: "limited barriers to entry," Microsoft/GitHub as principal competitor, 16 issued patents. Retention (130 to 123 to 118, the 130 a cap), gross margin (89% to 87%) and a January 2026 AI launch point to compression at the commodity end. No source measures market share, so every share band is "unknown".

Chain position

Upstream supplier of NOR Flash, SLC NAND, eMMC and ROM to makers of automotive, industrial, communication, server, medical and game products. Foundry services were 6.43% of 2025 revenue.

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.

GitLab sits at the software-tooling layer, not compute or models. It consumes third-party LLM capacity — marketing "LLM neutrality and support for self-hosted AI gateways, including air-gapped environments" — so it captures no model-layer economics and bears inference as COGS, visible in the $18.4 million rise in hosting costs. Its distinctive position is the regulated perimeter.

Products (share / barrier)
  • Enterprise Agile Planning add-on Unknown · Low source: sec.gov
  • GitLab Dedicated (including Dedicated for Government) Unknown · Deep source: sec.gov
  • GitLab DevSecOps Platform (Free, Premium, and Ultimate tiers) Unknown · Moderate source: sec.gov
  • GitLab Duo Agent Platform (with GitLab Credits) Unknown · Low source: about.gitlab.com
  • Self-Managed GitLab (on-premises and hybrid cloud deployment) Unknown · Deep source: sec.gov
Long-horizon vote -0.06 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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+0.06 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →