Infrastructure-Grade Search For Shopify Stores

Turn Every Query into Revenue.

ParticleSearch handles typos, syncs in real-time, and stays fast at any scale. Invisible infrastructure for high-growth stores.

SUB-50ms

Latency

50k+ SKUs

Indexed

REAL-TIME

Syncing

Revenue Protection

The silent leak.

Hosting and payments are monitored 24/7. But when search fails to understand intent, there is no alert. You lose the sale to a competitor who listens better.

Telemetry: Active

Infrastructure

Site outages are "loud." When servers spike, PagerDuty fires and the team responds. The failure is visible and the fix is immediate.

Audit: Logged
Checkout_Status: 503_FAIL

Transaction

Payment declines are tracked to the penny. Shopify Analytics shows you the exact revenue hit the moment a card is rejected.

Undetected
"breathable gym outfit" HTTP_200
0 Results Found

The Intelligence Gap

Standard search is Literal. If your product is titled "Aero-Mesh Shorts," but the customer searches for "breathable gear," legacy systems fail to make the connection.

Outcome: Silent Customer Exit
Revenue Leak Audit

Silent Failures.

Your search bar is either your best salesperson or your biggest leak. These are the structural gaps currently draining your Shopify conversion rate.

Diagnostic Trace
Search: "Navy Sweater"
Showing: Default Red (XL)
The Wrong Thumbnail

A customer searches for "Navy Sweater" but sees the "Red" default image. They assume Navy is sold out and bounce immediately.

Visual friction causes instant bounce.
Diagnostic Trace
OOS: Summer Dress
OOS: Straw Hat
Live: Fall Coat
Sold-Out Stagnation

Old bestsellers are still pinned at the top even though they are OOS. You are burying live stock under "Out of Stock" ghosts.

Wasted impressions on dead stock.
Diagnostic Trace

> Input: "Snkeers"

System: 0 Matches

The "Fat Finger" Exit

Mobile users rarely type perfectly. If "Snekers" returns a "No Results" page, you just paid for a wasted acquisition click.

12% of mobile sessions hit a wall.
Diagnostic Trace
$45 (Search) $62 (Cart)
Price Sync Lag

You launch a sale, but search shows the old price for 30 minutes. Customers see a discount that vanishes in the cart.

Checkout trust-gap.
Diagnostic Trace
SKU_QUERY: REF_404_NOT_FOUND
Invisible SKUs

Pro customers and B2B buyers search by exact part numbers. If your engine only scans titles, your best buyers find nothing.

High-value buyers churn to Google.
Diagnostic Trace
90WGoreTexCarbon Missing
Locked Metafields

Crucial data like "Compatibility" is hidden in metafields. If search can't see them, technical products stay hidden.

Premium technical data is hidden.
Diagnostic Trace
Load Time 1.8s
The Stuttering Bar

Slow search results make your brand look amateur. If results take >1s to appear, users stop using the search bar entirely.

Lag trains users to stop searching.
Diagnostic Trace
UK: "Waistcoat"
US Catalog: "Vest"
Regional Dialect Gaps

A UK customer types "Waistcoat" while your US catalog says "Vest." You have the stock, but search can't bridge the gap.

Lost international sales.
Diagnostic Trace

> Match_Level: 0%

Status: Journey_Ended

The 0-Result Dead End

The "No Results" page is an invitation to close the tab. Without smart fallbacks, the journey ends right there.

Terminal bounce point.
Diagnostic Trace
Launch_Index: Sync Pending
Launch Day Latency

The SMS blast hits, but the new collection takes hours to index. Customers land and find "0 results" for your big drop.

Marketing ROI killed by lag.
Diagnostic Trace
Manual Pin: #102
Manual Pin: #411
Manual Pin: #092
Manual Pinning Fatigue

You spend hours every week manually pinning products because the search engine is too stupid to do it automatically.

High management overhead.
Diagnostic Trace
Brand-UX Search-UX
Broken Curation

Your collections look beautiful, but search results look like a messy warehouse list. The "Brand Feel" disappears.

Fractured brand experience.
The 12-point performance fix

Built for conversion.
The technical resolution for revenue leaks.

We have re-architected the search engine to solve structural frictions. Stop guessing what your customers want and start serving it with precision.

Optimization active
Search: "Navy Sweater"
Showing: Navy Variant (L)
Variant deep-linking

Eliminate thumbnail drift. When a customer searches for "Navy Sweater", the engine serves that exact SKU with the correct variant image pre-selected.

Zero visual friction
Optimization active
Live: Fall Coat
Live: Winter Boot
Live: Wool Scarf
Live stock priority

Resolve sold-out stagnation. Our engine detects OOS items instantly and demotes them, ensuring prime real estate is reserved for buyable inventory.

100% fulfillable impressions
Optimization active

> Input: "Snkeers"

System: Match "Sneakers"

Phonetic recovery

Bridge the "fat finger" gap. Advanced phonetic matching ensures "Snekers" find "Sneakers" instantly, protecting the mobile session.

Recovers 12% of mobile exits
Optimization active
$62 (Search) $62 (Cart)
Atomic price sync

End price-sync latency. Flash sale updates reflect in search results within 0.8 seconds, maintaining customer trust through to the cart.

Zero checkout trust-gap
Optimization active
SKU_QUERY: MATCH_FOUND_200
SKU-level precision

Enable technical discovery. B2B and Pro buyers find exact part numbers instantly by indexing the technical layer, not just product titles.

Technical buyer retention
Optimization active
90WGoreTexCarbon Verified
Metafield accessibility

Expose hidden specifications. Compatibility, material, and power ratings stored in metafields are fully indexed and filterable.

Premium data discovery
Optimization active
Load Time 42ms
Sub-50ms response

Results appear in under 50ms, providing an instant brand experience that keeps high-velocity shoppers engaged and onsite.

Instant performance
Optimization active
UK: "Waistcoat"
Catalog: Vest (Mapped)
Regional dialect mapping

Bridge international gaps. Whether they type "Waistcoat" or "Vest," the engine maps the intent to your catalog in real-time.

Zero international exits
Optimization active

> Match_Level: 0%

Status: Serving Alternatives

Intelligent fallbacks

Kill the 0-result dead end. If an exact match is missing, we serve the closest categorical alternatives to keep the journey alive.

95% session retention
Optimization active
Launch_Index: Live & Synced
Real-time indexing

Launch day readiness. When you publish a collection, products are searchable within 0.8s, protecting your marketing ROI.

Sub-second catalog sync
Optimization active
Auto-Rank: Trending
Auto-Rank: High AOV
Auto-Rank: Top Conv
Automated merchandising

Stop manual pinning. Our engine uses live sales data and CTR to rank products automatically, freeing your team for strategy.

Zero management overhead
Optimization active
Brand-UX Search-UX
Visual UX congruency

Results that reflect your brand. The search grid mirrors your curated collections, providing a seamless, high-end experience.

Unified brand feel
The Performance Fix

Built for precision.
The technical resolution for revenue leaks.

Most search apps are black boxes. We built an event-driven pipeline that transforms your Shopify data into a high-performance index the second a change happens.

01. Real-time Ingestion
Event-Driven Hooks
We don't use cron jobs. Our system reacts to Shopify webhooks within milliseconds. When you update a price or stock level, the orchestrator begins its work instantly.
Real-time Signal
Visibility
Validation
Enrichment
02. Data Orchestration
The Logic Guard
Data is validated against a strict schema. We flatten variants, normalize tags, and calculate availability based on merchant policies. No bad data reaches your store.
Automated Audit
"Summer Dres"
Match Found: 2ms
03. Retrieval
In-Memory Search
Queries are served from enterprise RAM. This eliminates disk latency, ensuring sub-50ms results even for stores with massive catalogs.
Edge Delivery
System Capabilities

Standard Library.
Built-in resolution for every query.

These 20 core capabilities are active by default. Enterprise-grade search, fully automated for your storefront.

Damerau-Levenshtein
"iphne"
"iPhone"
Typo Tolerance

Converts "iphne" to "iPhone" instantly, ensuring human error never results in a "No Results Found" page.

Zero-loss entry
Vanilla JS / 18KB
Particle
Legacy
Micro-Widget Runtime

Loads faster than a single product image. Maintains your Shopify store’s SEO performance and speed scores.

Core Web Vital A+
Webhook_Bus
Shopify UpdateInventory Refreshed
Event-Driven Sync

Updates inventory the second a sale is made. Never show "In Stock" for a product that just sold out.

Atomic Freshness
Tree_Flattening
Deep Variant Indexing

Indexes every Size/Color as a unique path. Customers find the "Red XL" directly from the search bar.

SKU Discovery
Soundex_Algo
"Smyth" "Smith"
Phonetic Matching

Recovers sales from phonetic spelling. Searches for 'Smyth' will successfully surface 'Smith' products.

Intent Recovery
As-You-Type
nike shoes...
Prefix Search

Show matching products before they finish typing. Cuts the path to purchase down to milliseconds.

Instant Feedback
Token_Separator
TS-902-XL
Exact SKU Match

Perfect for B2B and parts stores. Entering a precise part number takes the user directly to the item.

B2B Precision
NFD_Standard
Café
Cafe
Unicode Normalization

Global-ready search. Matches 'Café' even if the user types 'Cafe'—handling diacritics automatically.

Global Uniformity
Count_Aggregation
12
0
Dynamic Faceting

Filter counts update instantly. If they select "Blue", the "Size" counts adjust to show only what is available.

Live Availability
Policy_Check
Out of Stock
Inventory Logic Gates

Syncs with Shopify stock policies. Automatically hides out-of-stock items unless 'Continue Selling' is enabled.

100% Buyable
HTML_Strip
<p>Best Sellers</p> Best Sellers
Content Sanitization

Strips messy HTML tags from your product descriptions to ensure search indexing is clean and accurate.

Semantic Purity
Vector + Keyword
"warm gear"
Puffer Jacket
Hybrid Search

Combines the precision of keywords with semantic "meaning"—finding "warm clothes" when they search for jackets.

Semantic Intel
Type_Safety
VALIDATED
Schema Validation

Protects your search index. Validates every Shopify product update to prevent broken data from going live.

Data Integrity
Field_Weighting
TITLE
DESC
Scoped Search

Prioritizes Titles over Descriptions. Ensures the most relevant product always appears at the very top.

Contextual Weight
Multi_Way
PantsSlacks
Synonym Mapping

Bridge the dialect gap. Automatically link "Pants" to "Slacks" or "Trousers" for universal discovery.

Dialect Bridge
RAM_Resident
35ms
Response Time
In-Memory Storage

Runs on high-speed RAM. Delivers results in under 35ms—faster than the human eye can blink.

Zero-lag Read
Token_Exclusion
the Blue a Shirt
Stop-word Filtering

Ignores "the", "a", and "with" to focus on the actual products, leading to much higher search relevance.

Noise Reduction
Positional_Scoring
Rank #1
Proximity Ranking

Words found closer together rank higher. "Leather Jacket" ranks above "Leather strap for a jacket".

Relevance Boost
Global_Join
"Nike Blue"
BrandColor
Cross-Field Querying

Handles multi-intent queries like "Nike Blue". Searches Vendor and Color fields simultaneously.

Unified Query
Hit_Snippetting
Run ning Shoes
Smart Highlighting

Bolds the exact match within the product title so the user knows exactly why that result appeared.

UX Clarity

Every millisecond is revenue.

Search latency audit
Typical: sub-millisecond
Shopify default 180ms - 240ms+
Algolia < 50ms
ParticleSearch < 50ms

Search speeds based on internal tests: 1ms - 4ms.

Real-time catalog sync

0.2s - 0.8s

Inventory update speed per product.

Sync threshold passed

Speed is liquidity.

Every 100ms delay cuts conversion by 1%. We protect your margins from latency-driven abandonment.

Ref: Global Performance Studies
Deployment Protocol

Zero-Friction Installation.

Connect your store and walk away. Our autonomous deployment engine handles the heavy lifting, syncing your catalog and injecting the UI in under 60 seconds.

Secure OAuth Handshake Processing

One-click authorization via Shopify. We request read-only access to products—no sensitive customer data is ever touched.

Intelligent Data Sync

ParticleSearch scans your entire catalog, flattens variants, and builds a specialized search index on our edge nodes.

Instant Widget Injection

We auto-detect your active theme (Dawn, Prestige, etc.) and inject the search overlay non-destructively.

Store
Syncing: 0%
ParticleSearch
Live_Installation_Log.txt
// Step 01: Secure OAuth Handshake
> Initiating OAuth 2.0 flow...
> Scope: read_products, read_inventory
> Token exchange successful
> Establishing secure bridge: verified
Real-Time Updates

Inventory changes reflect in search in ~0.8s.

Theme Agnostic

Works with Dawn, Prestige, Impulse, and custom builds.

Privacy-First

No customer PII or payment data is ever stored.

Zero Liquid Code

No theme file editing required. Clean uninstall.

14 Day Free Trial.

Help Center

Common Queries.

Detailed answers regarding our search architecture, performance, and merchant safety.

Availability
Support Online
Response Time 1–2 Business Days

Upgrade your store infrastructure.

Join the next generation of Shopify search today.

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