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
Feature
Layers
Nosto
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
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
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
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
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.

