What counts as a commercial factor

Text and link factors answer the question of whether a page is relevant to a query. Commercial
factors answer a different one: is this the right place to send someone to buy. For an online store
this is a separate and often underrated group of signals — on commercial queries of the buy-this
form it can outweigh a competitor’s advantage in text optimisation.

Yandex, the dominant search engine in Russia and several CIS markets, names commercial factors
explicitly. Google has no formal group of that name but assesses the same attributes through page
quality and the E-E-A-T criteria — merchant transparency, reputation, clear terms
of sale.

The main blocks:

Block What is judged How to check your own What to do
Assortment Catalogue breadth, depth within a category, number of products in stock Compare the number of in-stock products in key categories with 3–5 competitors from the top Deepen priority categories, keep permanently out-of-stock items out of the index
Prices Price shown, current, in line with the market, no hidden charges Collect prices for 50 best-selling SKUs and compare with the market median; check the product page price against the cart Sync prices with the feed and the cart, justify a premium with service rather than hiding it
Product page Specifications, several images, description, availability, delivery time, reviews Take 20 random product pages and count the share with the full set Fill in the mandatory attribute minimum, add photos and video, surface the delivery time
Delivery and payment Methods, timing, cost, coverage area, shown on the product page itself Check whether delivery time and cost are visible without going to a separate section Put the terms on the product page and in the cart, show a regional calculation
Contacts and company details Phone, address, company registration and tax numbers, legal entity, opening hours Open the contacts page and confirm the data is complete and matches the terms of sale Add full company details, a map and several contact channels
Reviews and ratings Product and store reviews, merchant replies, ratings on third-party platforms Count the share of product pages with reviews; check the store rating on external services Collect reviews after purchase, answer negative ones, show an aggregated rating
Cart and checkout Number of steps, forced registration, a clear final total Complete a checkout up to payment on a phone Remove forced registration, cut fields, show the total early
Trust Guarantee, returns terms, certificates, data processing policy Find the returns terms one click from the product page Surface guarantees on the product page and in the cart, describe returns in plain language

The link with behavioral signals

Commercial factors and behavioral signals form a loop, and working
on them separately is inefficient.

A commercial factor defect
   → the visitor cannot find the price or the delivery time
   → back to the results, a competitor is chosen
   → the share of short visits and returns rises
   → behavioural signals deteriorate
   → positions fall
   → less traffic to the original page

The practical conclusion: work on commercial factors pays twice — directly, because the algorithm
judges the store as a merchant, and indirectly, because people stop bouncing back to search. The
indirect effect is measurable with your own tools without waiting for reindexing: bounce share and
browsing depth on the product page and in the category move within weeks.

💡

Start with queries where the site already ranks in the top 20 but not the top 5. Text relevance has
already been confirmed by the algorithm there, and the gap against competitors usually sits on the
commercial side: they show a delivery time and have reviews, and you do not.

How to prioritise the work

The list of commercial factors is long, and doing everything at once is not economical. A workable
order:

  1. Close gaps rather than improve what is already good. A missing price, stock status, company
    detail or returns policy is not a growth opportunity, it is a baseline expectation. Those
    defects are the cheapest to fix and produce the most visible shift.
  2. Benchmark against the top for your own queries. Take five competitors from the results, put
    the presence of each factor in a table and find the points where all of your pages lag. This is
    the most honest source of priorities, because it is tied to a specific results page.
  3. Pass the data explicitly. Price, availability, rating and reviews should be present not only
    on screen but in structured data — otherwise the engine has to
    extract them heuristically and the rich snippet never forms.
  4. Deal with out-of-stock products. Mass out-of-stock pages sitting in the index hit commercial
    and behavioural factors at once. The options: show alternatives, remove them from indexing, or
    set up a correct redirect when a product is discontinued.
  5. Remove friction at checkout. Forced registration, redundant fields and an unexpected
    delivery charge at the last step are the standard reasons for checkout abandonment.
  6. Set up review collection. Not a one-off purchase of reviews, but a process: a request after
    delivery, replies to negative feedback, an aggregated rating on display.

What a personalization platform does and does not do

Commercial factors are first of all about assortment, prices, logistics and product data — the
responsibility of category management and IT, not of personalization tooling. The boundary is worth
keeping clear.

A personalization platform helps in three specific places:

  • In-stock products at the top of the listing. Re-ranking the category page
    by availability and relevance reduces the chance of a visitor running into missing items.
  • Alternatives instead of a dead end. A recommendation block on an out-of-stock product page
    turns an exit from the funnel into a move to a similar product.
  • Surfacing trust signals. Badges and widgets built on real view and
    purchase data strengthen social proof on the product page.

What the platform does not do: it does not manage prices, widen the assortment or improve logistics.
If commercial factors have slipped because of empty warehouses or uncompetitive prices, no amount of
personalization compensates — it only distributes the existing demand more efficiently.

Self-audit checklist

  • Price and availability are visible on the product page without scrolling and match the cart.
  • Delivery time and cost are visible on the product page, not only in a separate section.
  • The product page has at least 3 images and the key specifications filled in.
  • The contacts page holds a phone number, an address, full company details and opening hours.
  • Returns terms and guarantees are one click away from the product page and the cart.
  • Reviews exist at least on best-selling products, and the store has a rating on external platforms.
  • Checkout can be completed without forced registration and fits into 2–3 steps.
  • Price, availability and rating are passed in structured data and visible in the snippet.
  • Out-of-stock products do not sit in the index en masse as dead-end pages.
  • On the key commercial queries, the site does not trail the top-5 competitors on any item in this
    list.