Shopify search infrastructure

Better search for Shopify.

ParticleSearch replaces slow, outdated Shopify search with a fast, typo-tolerant experience - and a dashboard that shows you exactly what shoppers are searching for and not finding.

Shopify 14-day free trial · Billing handled through Shopify · Setup in minutes
< 20ms search response
~1s catalog sync
14 days free trial
Why merchants switch

Three things most search apps only pretend to solve.

ParticleSearch is built as search infrastructure - not a widget. It improves speed, freshness, and visibility together, because solving one without the others does not move revenue.

Catalog truth

Search stays synced with your live products, prices, stock, and metadata. Not hours behind, not stale during launches. Atomic catalog builds and golden query regression checks keep every publish safe.

~1s sync speed
Storefront speed

Search responds fast enough that shoppers trust it as the fastest path to the right product — not something they avoid.

< 20ms query response
Merchant visibility

Zero-result searches, ignored results, fix queue, revenue attribution, and A/B experiments surface in your dashboard so you can act on what search is missing and prove what works.

Full search visibility
How search fails

Search breaks in small, repeated ways.

Most stores do not have one dramatic search outage. They have daily misses that make products harder to find, harder to trust, and harder to buy. Each one quietly costs revenue.

Shopper searches

Messy. Specific. Urgent.

Search underdelivers

Wrong. Stale. Empty.

Session lost

No alert. No report. No owner.

Shopper searches Search underdelivers Session lost
Wrong image shown

Variant mismatch

A shopper searches for "navy sweater" but gets shown the red variant. Confidence drops before they even click.

Search for "navy sweater" → red variant displayed
The product exists, but search makes it feel wrong.
Mobile typos

Typo dead ends

Fast thumbs on small keyboards. One misspelled word and the search returns nothing. The session is over.

"snkeers" → 0 results
Acquired traffic vanishes without a trace.
Sync delay

Stale search during launches

New products go live on the storefront but search still shows the old catalog. The most important moments become the most broken.

Shopify live · Search outdated
Launch day, broken search.
What we fix

Faster search. Fresher catalog. Clearer visibility.

Every failure pattern above has a corresponding fix. Faster retrieval for lag. Typo tolerance for dead ends. Webhook sync for stale catalogs. A dashboard for the invisible gaps.

Storefront speed
1 to 20ms per query, measured. No guessing.

< 20ms

search latency

Search results in under 20ms

Retrieval is tuned for quick product lookups. Results appear fast enough that shoppers trust search as the fastest path to the right product, not something they avoid.

1 to 20ms per query, measured. No guessing.
Real-time freshness
Webhook fires → index updated in ~1s

~1s

sync propagation

Catalog sync in about 1 second

Shopify webhook-driven sync moves product edits, price changes, and stock updates into search fast enough that shoppers see the same catalog your staff manages.

Webhook fires → index updated in ~1s
Intent recovery
"snikers" corrected to "sneakers" with results

Recovered

messy queries

Typos do not become dead ends

Misspellings and rushed mobile input do not need to return zero results. Search recovers the intended query and shows a corrected path so the session keeps moving.

"snikers" corrected to "sneakers" with results
Deep discovery
SKU, color, material, size -- all indexed

Beyond titles

deep indexing

Search sees SKU, variant, and metadata

Title-only search misses half the catalog. ParticleSearch indexes variants, SKUs, tags, and product details so technical and option-heavy catalogs stay fully discoverable.

SKU, color, material, size -- all indexed
Search hygiene
Draft + sold out → automatically filtered

Cleaner

result quality

Hidden products stay out of search

Draft, sold-out, and storefront-invisible products are filtered before results reach shoppers. Search surfaces only what a shopper can actually find and buy.

Draft + sold out → automatically filtered
Search visibility
Dashboard: no results + ignored demand surfaced

Visible

search gaps

You see what shoppers cannot find

Zero-result queries, ignored results, and catalog sync gaps surface in your dashboard. Search quality becomes measurable and improvable instead of invisible.

Dashboard: no results + ignored demand surfaced
B2B and technical
"REF-404" → product page, no browsing needed

Exact

part number match

Exact part numbers find the right product

Professional buyers search by SKU or part number. Exact identifier matching takes them directly to the product instead of forcing them to browse or filter.

"REF-404" → product page, no browsing needed
Structured refinement
Facets: brand, price, size, color -- all live

Structured

browse refinement

Filters and sort when results need narrowing

Full-page search gives shoppers facets, price ranges, and sort controls. Results go from a broad set to the right product without starting a new search.

Facets: brand, price, size, color -- all live
Shorter path to cart
Search result → cart in one click

Shorter

path to cart

Quick add to cart from search results

When a shopper already knows what they want, they can add to cart directly from the search result and keep moving. One less page load per purchase.

Search result → cart in one click
Fast install
Install → approve → live in minutes

Minutes

to live search

No theme rebuild required

Standard Shopify app flow: connect, approve billing, and search deploys to your storefront automatically. No Liquid code, no developer, no busywork.

Install → approve → live in minutes
Intent understanding
"water resistant" → matches "rain shell"

Smarter

intent matching

Semantic search reads between the lines

Hybrid vector and keyword search matches shopper intent, not just exact words. “water resistant jacket” still finds the right product even when the title says “rain shell.”

"water resistant" → matches "rain shell"
Merchant ranking
Boost "winter coat" results for "jacket" query

Manual

ranking control

You decide which products rank first

Boost, pin, or hide products per query. Priority items, seasonal promotions, and clearance sales get the visibility they deserve, without a code deploy.

Boost "winter coat" results for "jacket" query

All 23 solutions covered in detail on the solutions page.

See all
The hidden problem

Search is the only part of your store nobody watches.

When your server goes down, someone gets paged. When checkout fails, revenue reports flag it. When search silently fails, shoppers just leave - and it looks like normal traffic.

Server outage

Alert fires

Someone gets paged within minutes.

Checkout breakage

Reported

Revenue reports flag it immediately.

Search miss

Invisible

No alarm. No report. No owner. Looks like normal traffic.

What your team never sees

Zero-result queries

Shoppers search for products you stock but search cannot find.

Ignored results

Results exist but shoppers skip them. Wrong product, wrong rank.

Catalog drift

Search shows products that are hidden, sold out, or stale.

ParticleSearch turns search misses into reviewable dashboard signals.

Less guessing
Live demo

Try it before you install. Then test on your own store.

The demo store lets you feel the search experience in minutes. The 14-day free trial is where you see real fit, your products, your theme, your shoppers.

Billing handled through Shopify. Cancel anytime.

Demo store access

Store URL

particlesearch-demo.myshopify.com

Password

demo

What to look for

Modal search Live filters Quick add Typo correction

Search response: under 20ms

< 20ms
Capabilities

The search infrastructure behind better storefront outcomes.

Faster retrieval, stronger typo recovery, deeper product discovery, cleaner catalog visibility, and a clearer review surface for search quality.

Search engine

Features you’ll love, minus the complexity.

Typo-tolerant, tunable, and ready to review from the first query. No query language to learn.

Typo Tolerance

Recover from common spelling mistakes while keeping the result tied to shopper intent.

Semantic Search

When enabled, connect related product language instead of relying only on exact words.

Search Rules

Boost, pin, or hide specific products per query. Merchant-defined result overrides.

Smart Filter Profiles

Auto-generate filter settings per collection based on catalog analysis. Apparel gets size and color. Electronics gets specs and brand. No manual setup.

Merchant dashboard

What your team sees after launch.

Search quality is inspectable, not hidden. Surface gaps, trends, and sync health.

Command Center

Context-aware dashboard home with status overview and a clear next action — whether that’s billing, catalog setup, fix review, or all clear.

Fix Queue

Prioritized list of search issues ranked by revenue impact and severity.

A/B Experiment Manager

Create and run controlled A/B tests on search and recommendations. Assign traffic percentages and compare variant performance.

Revenue Attribution

Connect available search touchpoints to completed orders and review the evidence around queries and results that appear in a purchase path.

Storefront widget

What shoppers feel immediately.

Modal search, live facets, quick add, and corrected queries, all without a theme rebuild.

Modal Search

Live results as shoppers type. Instant, no page reload needed.

Content Search

Blog articles and Shopify pages appear alongside product results. Merchants control which content types are included.

Quick Add

Add to cart directly from search results. One fewer click.

Idle Discovery

Product suggestions and category shortcuts before anyone types a query.

Product lifecycle

From catalog change to merchant clarity.

Search is only trustworthy when catalog movement, storefront discovery, and merchant review stay connected.

Shopify catalog
Search index
Dashboard
01 Catalog changes

Shopify updates do not sit in limbo.

Products, prices, stock, and metadata move into search quickly so the storefront stays current.

02 Eligibility

Only storefront-valid products surface.

Search stays close to what shoppers can actually find and buy instead of drifting toward hidden products.

03 Merchant clarity

Your team can review what happened.

Demand gaps, sync issues, fix queue, revenue attribution, and experiment results become something your team can inspect rather than guess from shopper behavior.

See how catalog updates, storefront search, and merchant review fit together in the full lifecycle view.

See the product lifecycle
Installation

Search goes live in minutes, not theme edits.

Connect the app, approve billing, let the catalog sync, and move into a live search experience without theme-level busywork.

Step 01

Approve the app

Connect ParticleSearch through the standard Shopify app flow.

Step 02

Let the catalog prepare

Searchable product data starts moving into the search layer automatically.

Step 03

Go live

The storefront search experience becomes usable without a manual theme rebuild.

What happens

Three automated phases - no theme edits, no Liquid code, no developer. The install path stays short and reversible.

Shopify approval Catalog sync Search live
See the installation flow
particlesearch - install
$ particle install --shop your-store
Pricing

Choose the capacity your catalog needs.

Same search engine on every plan. Compare capacity, analytics depth, and support speed on the full pricing page.

14-day free trial

Pro

$99/mo

For growing stores ready to improve discovery.

50K searches · 15K updates · 5K SKUs
Most popular

Scale

$599/mo

For high-volume stores with deeper demand.

250K searches · 75K updates · 25K SKUs

Enterprise

Custom

For multi-store teams and dedicated infrastructure.

Custom capacity and support

See every feature, limit, and billing detail before you install.

View full pricing
FAQ

Questions merchants ask before they install.

Clear answers on setup, storefront impact, analytics, and what to expect after install.

Topics covered

Still have questions?

We will help you figure out if this is the right fit.

Ready to evaluate

Give your shoppers search that feels fast, accurate, and current.

14-day free trial. Billing handled securely through Shopify. Setup in minutes.