Built for Shopify Plus

Looking for the best alternative to Nosto?

See where personalization and merchandising begin to add complexity rather than clarity. Reduce manual rules, ship intent-aware search, and give merchandisers real control with Layers.

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Layers vs Nosto

See why merchants switch from Nosto to Layers

Category

Feature

Layers

Nosto

Platform

Native ingestion of Shopify taxonomy

Support for Shopify combined listings and bundles

Native support for Shopify Markets: multi-region catalogs, currencies, languages

Multi-lingual catalog and storefront with translated product content and search UI

Out-of-the-box storefront components optimized for Shopify theme architecture

Search

No synonym lists needed, semantic embeddings understand meaning automatically

Multilingual model supports 100+ languages natively in one index

Detects user intent and automatically applies filters and context

Keyword search with prefix matching, fuzzy matching, and typo tolerance

Behavior-based learning at the query level using clicks, adds, and purchases

Zero ongoing tuning with self-optimization from behavior data

Semantic search and natural language understanding

Acronym and abbreviation expansion

Multilingual query processing mapped to the catalog

Autocomplete and type-ahead suggestions with personalization

Camera or image-based visual search

Price detection in queries with automatic filtering

Dynamic facet and filter generation based on search context

Faceting and filtering beyond standard Shopify filters

Query-to-result reranking using machine learning

Handles incomplete or ambiguous queries

Merchandising

Supports multiple custom sort orders per collection

Rules engine for boosting or demoting products based on attributes, events, and performance

Drag-and-drop merchandising interface for pinning and sequencing

Product sequences and lookbooks

Custom metric formulas for ranking

Contextual boosting by segment, such as geography, language, or source

Scheduled merchandising with time-based rules

A/B testing of sort configurations

Variation of sort logic by Shopify Market or UTM context

Visual preview of search and collection results

Integration of business metrics like margin, inventory days, and return rate into the ranking

Dynamic pinning or exclusion, such as hiding out-of-stock products

Company

Training, documentation, and support for merchandisers

Under 10-minute catalog sync from Shopify

All onboarding and training included

No additional cost for refinement searches

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The difference between Layers and Nosto

See intent, not just recommendations

Nosto relies on personalization widgets and rule-based recommendations. At the same time, Layers understands shopper intent across search and collections, interpreting queries such as “summer dresses under $150 for a wedding” without requiring segments or manual rules, reducing ongoing configuration and maintenance.

Built for operators, not campaign logic

Nosto was built for marketers configuring experiences, while Layers was designed for ecommerce operators running the catalog day-to-day, with native Shopify support for combined listings, multi-region catalogs, currency-aware ranking, and visual product control without campaign trees or rule sprawl.

Fast setup, no rule debt

Layers connects directly to Shopify, syncs the catalog and variants, and begins learning from shopper behavior within hours, eliminating the need for segments, personalization strategies, or long-term rule debt that tends to accumulate as Nosto setups grow more complex.

Merchandising with a focus on performance

Layers goes beyond personalization signals by blending behavioral data with business metrics like margin, inventory depth, and return rates, while giving merchandisers the ability to preview changes, schedule rules, and test sort logic, something Nosto cannot do without additional tooling to connect discovery decisions to profitability.

Global by default

Layers supports Shopify Markets and multilingual catalogs natively within a single index, automating pricing, currency conversion, and translations. At the same time, Nosto was not designed around native Markets workflows and often requires additional configuration to manage global catalogs cleanly.

Lower complexity, clearer ownership

Layers replaces multiple tools across search, merchandising, and discovery with a single platform and workflow. At the same time, Nosto serves personalization-led teams but leaves merchandisers with less direct control and higher long-term operational overhead.

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Frequently asked questions

What’s the core difference between Layers and Nosto?

Nosto is a personalization platform focused on recommendations and experiences. Layers is a discovery and merchandising engine built around intent, search, and catalog control. Layers removes the need for rule-heavy personalization setups.

What’s the core difference between Layers and Nosto?

Nosto is a personalization platform focused on recommendations and experiences. Layers is a discovery and merchandising engine built around intent, search, and catalog control. Layers removes the need for rule-heavy personalization setups.

What’s the core difference between Layers and Nosto?

Nosto is a personalization platform focused on recommendations and experiences. Layers is a discovery and merchandising engine built around intent, search, and catalog control. Layers removes the need for rule-heavy personalization setups.

How fast can we go live on Shopify?

Most teams connect Layers and see live search and merchandising within hours. Nosto typically requires setup across widgets, segments, and personalization strategies.

How fast can we go live on Shopify?

Most teams connect Layers and see live search and merchandising within hours. Nosto typically requires setup across widgets, segments, and personalization strategies.

How fast can we go live on Shopify?

Most teams connect Layers and see live search and merchandising within hours. Nosto typically requires setup across widgets, segments, and personalization strategies.

Will Layers replace personalization tools?

For many teams, yes. Layers handles intent-aware discovery, contextual ranking, and merchandising without separate personalization rules. Nosto may still be useful for campaign-driven personalization use cases.

Will Layers replace personalization tools?

For many teams, yes. Layers handles intent-aware discovery, contextual ranking, and merchandising without separate personalization rules. Nosto may still be useful for campaign-driven personalization use cases.

Will Layers replace personalization tools?

For many teams, yes. Layers handles intent-aware discovery, contextual ranking, and merchandising without separate personalization rules. Nosto may still be useful for campaign-driven personalization use cases.

Does Layers support Shopify Markets and multilingual catalogs?

Yes. Layers supports multi-region, multi-currency, and multi-language catalogs in a single index.

Does Layers support Shopify Markets and multilingual catalogs?

Yes. Layers supports multi-region, multi-currency, and multi-language catalogs in a single index.

Does Layers support Shopify Markets and multilingual catalogs?

Yes. Layers supports multi-region, multi-currency, and multi-language catalogs in a single index.

Which should I choose if my team is merchandising-led?

Choose Layers. If your priority is clean control over search, collections, and profitability, Layers is a better fit. If your team primarily runs marketing-led personalization campaigns, Nosto may be a better fit.

Which should I choose if my team is merchandising-led?

Choose Layers. If your priority is clean control over search, collections, and profitability, Layers is a better fit. If your team primarily runs marketing-led personalization campaigns, Nosto may be a better fit.

Which should I choose if my team is merchandising-led?

Choose Layers. If your priority is clean control over search, collections, and profitability, Layers is a better fit. If your team primarily runs marketing-led personalization campaigns, Nosto may be a better fit.

Migrate and save up to $200,000 annually*

Migrate and save up to $200,000 annually*

Switch to Layers and save ~50% compared to other enterprise platforms, without losing a dollar in revenue. 

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*Cost savings are based on real-world feedback and data collected during onboarding. There is no guarantee that your business will experience the same or similar cost savings, it is driven by volume and features utilized.

Setup in less than a week

Setup in less than a week

No technical experience required

No technical experience required

Seamless Shopify Plus integration

Seamless Shopify Plus integration

Reduce empty searches by 30%+

Reduce empty searches by 30%+

Unlimited user accounts included

Unlimited user accounts included

24/7 dedicated support

24/7 dedicated support