Our Shopify Plus database is hitting massive catalog sizes with over five million SKUs and variant combinations, so how do we optimize search and filtering speeds without hurting mobile load times?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Our Shopify Plus database is hitting massive catalog sizes with over five million SKUs and variant combinations, so how do we optimize search and filtering speeds without hurting mobile load times?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Shopify Plus large catalog product variant limits storefront search filtering performance Search & Discovery API 2026 Google ↗
Shopify storefront search architecture Algolia Elasticsearch Typesense millions products faceted filtering mobile performance Google ↗
- Official website · algolia.com
- Official website · elastic.co
- Official website · opensearch.org
- Official website · typesense.org
- Performance best practices for Shopify themes · shopify.dev
- Shopify API limits · shopify.dev
- [Shopify] Why is my indexing slow? · support.algolia.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Shopify Plus large catalog product variant limits storefront search filtering performance Search & Discovery API 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Shopify storefront search architecture Algolia Elasticsearch Typesense millions products faceted filtering mobile performance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |