Product discovery, argued from the facts.

Moast, Tolstoy, Videowise, Whatmore and Firework compared on pricing, billing model and speed evidence. Moast is our pick for most Shopify stores, with the honest weak spot of each.

Jake Casto•Oct 5, 2026•8 min read

Malachyte brings real-time, Spotify-style personalization to anonymous shoppers, but it is new, personalization-first, and quote-only. Compare the 8 best Malachyte alternatives for Shopify Plus.

Lukas Tanasiuk•Sep 23, 2026•15 min read

Malachyte brings real-time, cold-start personalization. Algolia is a developer-first search API with AI gated to its top tier. See how the two compare for Shopify.

Lukas Tanasiuk•Sep 23, 2026•12 min read

Malachyte brings real-time, anonymous-first personalization. Constructor is a proven enterprise discovery engine. Compare the two on search, merchandising, pricing, and fit.

Lukas Tanasiuk•Sep 23, 2026•10 min read

Malachyte reads intent in real time for anonymous shoppers. Nosto is a proven personalization platform with a full search module. Here is how the two compare in 2026.

Lukas Tanasiuk•Sep 23, 2026•10 min read

Moving from Algolia to Layers on Shopify Plus: what the 2026 Commerce Pipeline changed, what config ports, what you rebuild, and how we run the switch.

Jake Casto•Sep 4, 2026•11 min read

Moving from Coveo to Layers on Shopify Plus: why enterprise fit and cost force the question, what ports, what you rebuild, and how we run the switch.

Jake Casto•Sep 4, 2026•11 min read

Moving from Klevu to Layers on Shopify Plus: why the Athos merger forces the question, what config ports, what you rebuild, and how we run the switch for you.

Jake Casto•Sep 4, 2026•11 min read

Moving from Searchspring to Layers on Shopify Plus: why the Athos merger forces the question, what config ports, what you rebuild, and how we run it.

Jake Casto•Sep 4, 2026•11 min read

Moving from Constructor.io to Layers on Shopify Plus: what you unwind, why you delete config instead of porting it, and how we run the switch for you.

Jake Casto•Sep 3, 2026•12 min read

Layers is now in the 1800DTC directory of vetted DTC tools. Here's what our profile covers and why it matters if you run search and merchandising on Shopify Plus.

Jake Casto•Aug 26, 2026•2 min read

Coveo is a horizontal enterprise search platform with quote-only pricing and almost no Shopify footprint. Compare the 8 best Coveo alternatives for Shopify Plus on price, features, and reviews.

Jake Casto•Aug 24, 2026•17 min read