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Framework #04

Products are losing sales but still consuming budget

Detect falling order volumes and investigate the causes before changing campaigns. Separate offer-related problems from limited exposure to choose the right recovery actions.

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#04

Declining product sales

Feed label
cl_declining
Required data
Google Ads
Type
Products
Framework #04

Why does it matter?

  • Decline hidden within the catalog

    In a large catalog, falling sales for individual products can disappear within overall campaign results.

  • Spend despite weaker conversion

    Products losing sales may continue consuming budget in general campaigns.

  • Different causes behind the same decline

    Missing popular variants, price changes, and ended promotions require different actions from limited exposure.

cl_declining

Frameworks #4: Identifying products whose sales are starting to decline

cl_declining

How to diagnose the problem?

Before analysis, verify that the APP_ORDERS_PL source integration is active in Data Octopus.

  1. 1

    Go to Views → [store platform] and find Orders → change %.

  2. 2

    Set less than or equal and -30 to detect an order decline of at least 30% in the analyzed period, such as the last 30 days.

  3. 3

    Click Apply and save the list of products requiring investigation.

  4. 4

    Check prices, availability, popular variants, delivery time and cost, ended promotions, and campaign changes.

Framework #04

Action strategy

  • AAddress the business cause first

    Restore availability, review the offer, or consider restarting a promotion. If campaign changes caused the decline, assess restoring previous settings or budgets.

  • BLabel products needing support

    Export the segment to a custom label to separate it from the rest of the catalog in Google Ads.

  • CRegain control over exposure

    If the offer audit does not explain the decline, move products into a dedicated PLA or PMAX campaign with its own budget and bidding strategy.

KPI

What to measure?

  • Segment traffic

    Check whether products receiving support regain exposure and traffic.

  • Sales volume

    Monitor units sold in the label-based campaign.

  • Revenue

    Assess product revenue recovery on a weekly basis.

Falling orders call for diagnosis, not an automatic spending increase. Address offer or campaign issues first, then test a separate budget.

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Frequently asked questions

Does declining sales mean I should increase my ad budget?

No, the cause may be pricing, availability, or an ended promotion. Data Octopus identifies products with falling orders, but budget decisions should follow an audit of the offer and campaign changes.

Can missing popular sizes reduce sales for the whole product?

Yes, having only niche variants available may not sustain previous conversion levels. After detecting a decline in Data Octopus, check whether the most popular sizes or colors have sold out.

What should I check if sales fell after a promotion ended?

Compare the promotion's end date with the change in orders and assess the offer's current competitiveness. The list from Data Octopus helps define the analysis before you decide whether to restore the promotion.

Where should I measure recovery campaign results?

In Google Ads, analyze the campaign based on the label prepared in Data Octopus. Compare traffic, sales, and revenue weekly as well, rather than judging performance from a single day.

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