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Digital shelf analytics for consumer brands.

The bridge between feedback intelligence and commerce performance. Indellia is digital shelf analytics that reads reviews per SKU per retailer — and joins them with the channel context that makes sentiment shifts actionable.

The short answer

Digital shelf analytics measures and improves how consumer brands perform on retailer product pages — visibility, content health, ratings, reviews, and competitive context. Indellia is digital shelf analytics scoped to the review and feedback dimension: per-SKU per-retailer review velocity, sentiment, and theme intelligence across Amazon, Walmart, Best Buy, Costco, Lowe's, Target, and Bazaarvoice-powered retailer pages — with the depth to act, not just observe.

The category

Digital shelf analytics in 2026 — and where Indellia fits.

Digital shelf analytics is the broad category covering retailer product-page performance — search visibility, content quality, pricing competitiveness, share of voice, and the review and rating layer. Most digital-shelf platforms (Profitero, Stackline, DataWeave, Salsify) are commerce-first.

Indellia is the review-and-feedback dimension done deeper than commerce-first tools typically go:

  • Per-SKU per-retailer review velocity — measure how reviews flow into each retailer page over time.
  • Sentiment per SKU per retailer — the same product can read differently on Walmart vs Amazon. Surface the difference.
  • Theme intelligence on the shelf — what themes are rising in reviews on Best Buy vs Costco for your hero SKU?
  • Bazaarvoice retailer-page coverage — see Bazaarvoice glossary for the syndication context.

For pricing, search-rank, and listing-content dimensions of the digital shelf, commerce-first platforms remain the right tool. Indellia complements them.

What makes Indellia different

Review-and-feedback depth on the shelf.

Per-retailer attribution.

The SKU Agent tracks Amazon ASINs, Walmart Item IDs, Best Buy SKUs, Costco Item IDs, Lowe's / Home Depot SKUs, Target ID, and Bazaarvoice retailer-page identifiers as separate retailer pages — even when they syndicate the same review. Sentiment and themes attribute back to the originating retailer.

Bazaarvoice retailer-page depth.

Bazaarvoice powers reviews on hundreds of consumer-brand retailer pages. Indellia ingests across these and preserves retailer attribution for analysis — useful when a review syndicates across Walmart, Sephora, and a long-tail specialty retailer simultaneously.

Review velocity as shelf signal.

Review velocity per SKU per retailer is itself a digital-shelf health signal. Falling velocity on a hero SKU at one retailer (while others are steady) often reflects a listing or merchandising issue — Indellia surfaces it.

Bridge to commerce platforms.

Snowflake pushback (Mid-Market) sends Indellia's per-SKU per-retailer review and theme data to your warehouse, where it joins the commerce data your digital-shelf platform already provides. One picture, two systems.

Inside Indellia

The agents driving shelf intelligence.

Shelf-relevant agents

  • SKU Agent Shipped — per-retailer attribution.
  • Theme Agent Shipped — themes per retailer page.
  • Anomaly Agent Shipped — retailer-specific deviation alerts.
  • indelliaGPT Shipped — cross-retailer Q&A.

Shelf outputs

  • Per-SKU per-retailer review velocity
  • Per-SKU per-retailer sentiment
  • Theme attribution by retailer
  • Snowflake pushback for joining with commerce data (Mid-Market)
  • Retailer-specific anomaly alerts
Integrations

The shelf coverage.

Retail review channels

Amazon, Walmart, Best Buy, Costco, Lowe's, Target, Home Depot, plus every Bazaarvoice-powered retailer page.

Commerce + DTC

Shopify. Segment. Snowflake (read + Mid-Market pushback).

Returns

Loop Returns, Narvar, AfterShip — return reasons joined per SKU per retailer.

Help-desk + surveys

Zendesk, Intercom, Freshdesk, Gorgias, Gladly, Kustomer, Front. Typeform, SurveyMonkey, Qualtrics.

Pricing

Two prices. Both flat.

  • SME — $495/month. Teams under 100 employees. All retailer-page coverage included.
  • Mid-Market — $1,995/month. Teams 100+ employees. SSO, Snowflake pushback for commerce-data joining, dedicated CSM.

See full pricing details →

Who else to consider

Honest alternatives.

  • Profitero, Stackline, DataWeave — commerce-first digital shelf platforms. Indellia complements with the review/feedback depth they don't have.
  • Indellia vs Yogi — closest CPG-focused review and shelf intelligence competitor.
  • Indellia vs Revuze — strong CPG retailer-page coverage.
When Indellia is the wrong fit

If you need price-tracking, search-rank, or listing-content monitoring as the primary use case, look at a commerce-first digital-shelf platform.

Indellia is the review-and-feedback dimension of the digital shelf done deeper than commerce-first tools typically go — but it doesn't replace them for pricing, search rank, share of search, or content audits. Most consumer brands with serious digital-shelf programs run both: Profitero or Stackline for the commerce dimensions, Indellia for the review and feedback dimensions, joined via Snowflake.

FAQ

Frequently asked questions

What is digital shelf analytics?

Digital shelf analytics measures and improves how consumer brands perform on retailer product pages — search visibility, content quality, pricing competitiveness, share of voice, and the review and rating layer. The category covers everything that affects a shopper's decision on the retailer's product page. Indellia covers the review and feedback dimension specifically, deeper than commerce-first platforms typically go.

How does Indellia compare to Profitero, Stackline, or DataWeave?

Profitero, Stackline, and DataWeave are commerce-first digital-shelf platforms — strong on pricing, search rank, share of search, and content audits. Indellia is the review-and-feedback dimension done deeper. Most brands run both: commerce-first platforms for the commerce dimensions, Indellia for the review and feedback dimensions, joined via Snowflake (Mid-Market).

Can Indellia track review velocity per SKU per retailer?

Yes — review velocity is a first-class metric per SKU per retailer per time period. Useful for catching listing or merchandising issues that suppress review flow on a single retailer while others stay healthy. Velocity changes show up in the Anomaly Agent's alerts when they deviate from forecast.

Does Indellia handle Bazaarvoice syndicated reviews on the digital shelf?

Yes — see the Bazaarvoice glossary entry for the architecture context. Reviews syndicated across multiple retailer pages via Bazaarvoice are attributed back to the originating retailer for retailer-specific analysis, while the syndicated copies remain visible for shelf-coverage assessment.

Can we join Indellia data with our existing digital-shelf platform's data?

Yes — Mid-Market includes Snowflake pushback. Indellia writes per-SKU per-retailer review and theme data to your Snowflake account on a schedule you set. From there, your data team joins it with the commerce data your existing digital-shelf platform pushes to the same warehouse. One unified shelf picture across two specialized tools.

Ask Indellia

Have a specific question?

Indellia's AI agents answer with citations from real customer feedback across Amazon, Walmart, Best Buy, and 20+ retail channels.

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