Magento 2 & Hyvä, done right by one developer.

Yes — in the segments where it’s strongest. Magento (Open Source + Adobe Commerce) will dominate enterprise B2B, multi-store, regulated industries, and EU-compliance-heavy commerce through 2030 and beyond. Where it bleeds is the SMB / DTC segment under $5M GMV, which Shopify already won and now cements with Sidekick + Hydrogen. Magento survives, but its addressable market shrinks: from “everyone” to “serious B2B + custom-heavy enterprise.” That’s still a multi-billion-dollar segment globally. The platform isn’t going anywhere; the merchants who choose it just look more specific.

MCP is an open protocol Anthropic shipped in November 2024 that lets large language models talk to external tools and data sources through a standard interface. Think of it as USB-C for AI — one socket, many devices. For Magento, MCP means Claude, ChatGPT, or Cursor can query your catalogue, check stock, summarise yesterday’s orders, or draft a discount code without you writing five different REST integrations. The protocol crossed tribal lines fast: OpenAI and Google both adopted it in early 2025, and Adobe made it the default agent protocol for Commerce at Summit 2026. That puts MCP in the same “assume it’s there” bucket as JSON-RPC or OAuth — you build for it once and every major AI client gets your Magento data for free.

No — they are different products from the same company. Hyvä Theme is a free, open-source (OSL3) Tailwind + Alpine storefront frontend for Magento, released to free in November 2025. Hyvä Commerce is a paid commercial suite of admin, media, and CMS modules that sits on top of Magento Open Source. You can run Theme without Commerce, but most stores that buy Commerce also use Theme.

Both. Everything in the build runs on stock Magento 2.4.7+ Open Source — there’s no Adobe Commerce-specific API used. The observer hooks into catalog_product_save_after, which is identical on both editions. The MessageQueue layer uses Magento’s built-in MessageQueue module (also Open Source). The only Adobe Commerce-only consideration is the Image Editor extension Adobe ships, which you’d disable to avoid duplicate processing. Bottom line: Open Source merchants get the full benefit without paying for Adobe Commerce just for image handling.

The honest minimum is 12 weeks of daily sales data per SKU — that’s enough for Prophet to lock onto a weekly pattern and produce a usable 4–6 week forecast. With 26 weeks you start getting yearly seasonality. With 52+ weeks (one full annual cycle including your peak season) Prophet really shines and you can forecast 90 days out with sub-15% MAPE on most retail SKUs. Below 12 weeks, do NOT use Prophet — fall back to a 28-day moving average plus a manual safety-stock multiplier. The model will overfit garbage if you feed it too little.

Claude Opus / Sonnet 4.x has a 200K token context (and a 1M variant). Practical limit for Magento work is closer to 40–60K tokens of relevant code — anything more and the model starts to confuse module boundaries. Strategy: don't paste the whole module; paste the interfaces + di.xml + schema.graphqls + the one file you want changed. Use @-references in Claude Code to lazy-load supporting files only when needed. Token-count cheat: 1 line of PHP ≈ 8 tokens, 1 line of XML ≈ 12, 1 line of GraphQL ≈ 6.

Both are UAE federal-territory but they serve very different e-commerce realities. Dubai is the retail + tourism + luxury capital — Dubai Mall / Mall of the Emirates anchor accounts, DMCC commodities, DIFC fintech, d3 fashion DTC, AWS Bahrain-default hosting. Abu Dhabi is the federal capital, the oil-and-gas hub, and the sovereign-wealth / govt-procurement capital — ADNOC (oil), EDGE (defence), Etihad (aviation), Mubadala + ADIA (sovereign wealth), G42 (sovereign AI), FAB (the UAE’s largest bank), Hub71 (Mubadala-backed startups). Choose Abu Dhabi if you are: a Tier-1/2/3 supplier to ADNOC / EDGE / Etihad, an ADGM-licensed financial-services merchant (common law, FSRA-regulated — different from DIFC / DFSA in Dubai), a govt-tendered supplier (TenderBoard + e-Dirham integration), a Mubadala / ADIA portfolio company with data-residency clauses needing G42 Cloud (Abu-Dhabi-resident data) rather than AWS Bahrain, a Saadiyat museum-merch DTC, or a Yas Island entertainment merchant. We do both cities — about 25% of our UAE pipeline is Abu Dhabi, 60% Dubai, 15% Sharjah / RAK.