How can I edit product photos in bulk and return them to a feed?

Creora is a web tool for bulk AI product photo editing from CSV, TSV, XLSX, XML and YML feeds. It processes up to 1,000 unique images and returns a feed with completed-image links. The model rebuilds the frame; a person must verify product accuracy before publishing.

CreoraUPLIFYbulk product photo editingproduct feed
Creoracreora.io

Bulk product
photo editing.
From your feed.

Upload a CSV, TSV, XLSX, XML or YML product feed. Creora processes up to 1,000 unique images and returns the same file format with links to completed photos. Clean removes promotional elements and unwanted surroundings; you check whether the product still looks accurate.

20 welcome tokens subject to service rules · enough for 2 Clean photos
/ tl;dr

Creora
in brief.

creora.io / tldr.jsonlive
[01]input::CSV / TSV / XLSX / XML / YML · feed file up to 25 MB
[02]capacity::up to 1,000 unique images per batch
[03]modes::Clean 10 · Vary 14 · Combo 18 tokens / photo
[04]output::original-format feed with new URLs; ZIP separately
[05]trial::20 welcome tokens subject to rules = 2 Clean photos
[06]review::logos, text, colour, geometry and editing rights

Creora is a web tool for bulk AI product photo editing from CSV, TSV, XLSX, XML and YML feeds. It processes up to 1,000 unique images and returns a feed with completed-image links. The model rebuilds the frame; a person must verify product accuracy before publishing.

/ workflow

Feed in.
Reviewed catalog out.

  1. Upload your feed

    Use CSV, TSV, XLSX, XML or YML, up to 25 MB. Choose primary images or all product images. The limit counts up to 1,000 unique photos, not products: one product may have several images.

  2. Choose a mode and a small test

    Clean removes unwanted elements; Vary changes the presentation; Combo combines both. Review 5–10 varied photos first. The 20 welcome tokens cover only 2 Clean photos; the rest requires a token balance.

  3. Compare every result

    Check packaging, logos, small text, colours and geometry alongside the original. The generative model can change the product itself. A completed task is not a reason to publish an inaccurate image.

  4. Download and check the import

    Completed-image links are inserted into a feed in the original format. ZIP is available separately. Export does not automatically approve image quality: check the output before importing it into your store or advertising system.

/ Clean · Vary · Combo

Clean up. Change.
Or combine both.

  1. Clean 10 tokens / photo

    Removes promotional badges, price tags, extra graphics and surroundings. Remove watermarks only from images you have the right to edit. This rebuilds the frame; it is not pixel-preserving background removal.

  2. Vary (beta) 14 tokens / photo

    An experimental change in composition and presentation. The model cannot know the hidden side of a product. The result is not a verified new camera angle and requires review.

  3. Combo 18 tokens / photo

    Combines cleanup and presentation changes. More changes do not mean better product fidelity; comparing the result with the original remains essential.

/ before · after

Compare the product.
Not just the background.

Both examples require a manual comparison. Check logos, labels and small details in particular: a cleaner background does not prove product fidelity.

Fan heater: promotional elements removed

Original

Fan heater: promotional elements removed: Original

Clean result

Fan heater: promotional elements removed: Clean result
An example from Creora’s public page. Compare the product itself, its shape and details, not just the white background.

Laptop: the result needs review

Original

Laptop: the result needs review: Original

Clean result

Laptop: the result needs review: Clean result
A cleaner frame does not prove that logos or small details are accurate. This is a manual-review example, not a product-preservation guarantee.
/ Google Merchant Center

Google Shopping needs
more than a white background.

Product accuracy and image rights

Merchant Center requires an accurate representation of the product without prohibited promotional elements. A white background is not a universal requirement for every category. Review the product, not just its background.

AI metadata needs a separate check

Google requires appropriate metadata for generative AI images. Creora’s current JPEG export does not preserve the required AI marker. Add and verify it separately before uploading to Merchant Center; Creora does not guarantee approval.

Google’s official product image requirements ↗

/ token packs

Tokens for your workload.
No mandatory subscription.

Creora · One-time price, UAH
Token packOne-time price, UAHClean photos up to
100 tokens29010
300 tokens69030
800 tokens1,49080
2,200 tokens3,490220
6,500 tokens8,990650
10,000 tokens12,9001,000

One-time packs priced in Ukrainian hryvnia, not monthly charges. Clean costs 10, Vary 14 and Combo 18 tokens per photo. Clean quantities assume the full pack balance; they do not guarantee that every output is suitable for publishing. Check the current checkout amount and token rules before paying.

/ FAQ

Before you process
a large batch.

01Which feed formats work, and how many photos can I process?

Creora supports CSV, TSV, XLSX, XML and YML. A feed file can be up to 25 MB, and a batch can contain up to 1,000 unique images. This is not a product count: one product may have several photos, while different products may share an image. Choose primary images or all images. Before a large run, check source URLs, the feed structure and several varied examples from your catalog.

02Will I receive a ZIP archive or an updated product feed?

For a feed-based batch, the main output is a file in the original format with new URLs for completed images. ZIP download is available separately. A completed job does not mean that you or an advertising platform have approved the photo. Do not treat export as an accepted-images-only filter. Compare the outputs with their originals and check the exported file before importing it into your store or advertising account.

03Can I test product photo editing for free?

The service offers 20 welcome tokens after registration, subject to its rules and controls against repeated bonuses. At the current Clean rate, that covers 2 photos, not 20 free images. Vary costs 14 tokens and Combo costs 18. A recommended test of 5–10 varied images therefore requires an additional balance. Check current pricing in your account and decide whether generative editing suits your products before buying a token pack.

04Will logos, labels and the exact product appearance stay unchanged?

Pixel-perfect preservation is not guaranteed. The model rebuilds the whole frame rather than only removing the background. Logos, text, labels, colours or geometry may change even in Clean. Vary cannot create a verified new camera angle from a single photo. Compare each result with the original and reject images that misrepresent the product. Remove watermarks only when you have the right to edit the source image.

05Are edited photos automatically ready for Google Merchant Center?

No. Check product fidelity, promotional elements and Google’s current image requirements. Generative AI photos also need the appropriate metadata marker. Creora’s current JPEG export does not preserve this AI marker, so add and verify it separately before uploading. A light background alone does not establish compliance. Do not replace all image_link values without a controlled test. Google, not Creora, decides whether your products and images meet its requirements.

Review first.
Scale the batch second.

See real before-and-after examples on Creora, test your own photos and check product fidelity. Choose your mode and confirm the token budget before processing a larger catalog.

Creora: before/after examples, modes and terms ↗ ·