Which platform is more cost-effective for a seasonal business over five years, Shopify or Adobe Commerce, considering all the hidden app fees?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which platform is more cost-effective for a seasonal business over five years, Shopify or Adobe Commerce, considering all the hidden app fees?
6 real searches · 1 real-search pass
Shopify pricing plans 2026 annual monthly third party transaction fees pause deactivate store pricingGoogle ↗
OBSERVEDConsequence
Adobe Commerce pricing 2026 licensing cloud hosting implementation maintenance costsGoogle ↗
OBSERVEDReason
Shopify app pricing seasonal business app fees subscriptions 2026Google ↗
OBSERVEDOther / navigational
Shopify pricing plans 2026 transaction fees app costs official pricingGoogle ↗
OBSERVEDOther / navigational
Adobe Commerce pricing 2026 cloud hosting licensing implementation costs officialGoogle ↗
OBSERVEDOther / navigational
Shopify vs Adobe Commerce total cost of ownership maintenance extensions seasonal ecommerce five year costGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (6)
Classes come from the query-classifier (a local Laya model). 5 of 6 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT6 real searches · gpt-6
Shopify pricing plans 2026 annual monthly third party transaction fees pause deactivate store pricing Google ↗
Adobe Commerce pricing 2026 licensing cloud hosting implementation maintenance costs Google ↗
Shopify app pricing seasonal business app fees subscriptions 2026 Google ↗
Shopify pricing plans 2026 transaction fees app costs official pricing Google ↗
Adobe Commerce pricing 2026 cloud hosting licensing implementation costs official Google ↗
Shopify vs Adobe Commerce total cost of ownership maintenance extensions seasonal ecommerce five year cost Google ↗
- Shopify Help Center · help.shopify.com
- Shopify Help Center | Types of charges on your Shopify bills · help.shopify.com
- Adobe Commerce on Cloud · helpx.adobe.com
- Adobe Commerce Software Lifecycle Policy · adobe.com
- Shopify vs. Adobe Commerce (Magento) comparison · shopify.com
- Ecommerce Platform Comparison (2026): Cost & Speed · shopify.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
6 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Shopify pricing plans 2026 annual monthly third party transaction fees pause deactivate store pricing OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Adobe Commerce pricing 2026 licensing cloud hosting implementation maintenance costs OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Shopify app pricing seasonal business app fees subscriptions 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Shopify pricing plans 2026 transaction fees app costs official pricing OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Adobe Commerce pricing 2026 cloud hosting licensing implementation costs official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Shopify vs Adobe Commerce total cost of ownership maintenance extensions seasonal ecommerce five year cost OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |