Do You Need Product Images from Amazon, Ulta, or Walmart? Here’s the Right Way to Get Them

In today’s AI-powered commerce ecosystem, access to clean, structured product images is more important than ever. Whether you're building a visual search engine, training a model on consumer products, or enriching your product catalog, having a high-quality image dataset can drastically accelerate your results.

At Crawlfeeds, we help teams bypass the complexity of large-scale scraping by providing ready-to-use image datasetsfrom top e-commerce platforms like Amazon, Walmart, Sephora, Ulta, and more.

The Pain of Collecting Product Images Manually

If you've tried downloading product images yourself, you already know how frustrating it gets:

• Manual downloading is slow, repetitive, and simply not scalable.

• Automation scripts break often due to layout changes or dynamic loading.

• Images come without structure — no product name, no category, no link to variants or prices.

• Sites like Amazon and Walmart use layered media galleries, making it hard to get all variants or angles reliably.

We’ve even written a detailed step-by-step guide on how to download images from Flipkart manually — and while it's helpful for small tasks, it’s far from practical at scale.

Why Beauty Retail Sites Are Even Tougher

Platforms like Sephora, Ulta, and Nykaa introduce additional challenges:

• Product variants include shades, tones, and packaging types

• Images may include swatches, on-skin previews, texture close-ups, and usage shots

• Layouts are constantly evolving, and require specialized logic to scrape accurately

Trying to get clean image data across multiple beauty platforms with consistent structure is nearly impossible without a custom, well-maintained solution.

The Smart Way: Use Crawlfeeds Image Datasets

We’ve done the heavy lifting. At Crawlfeeds, we offer curated image datasets sourced from publicly visible product listings across:

• Amazon

• Walmart

• Sephora

• Ulta

• Target

• Nykaa

• And many other specialty and mass retail platforms

What's Included:

• High-resolution product images

• Product metadata (name, brand, category, price, SKU)

• Clean file names + optional direct URLs

• Format: CSV + image folders, or JSON (custom options available)

Ethically Collected, Structurally Valuable

All image assets are collected from publicly available product pages. We do not claim any rights over the images themselves — our value lies in organizing and formatting this content for research, training, and internal analysispurposes.

Clients are advised to review usage in accordance with each platform's terms if applying the data beyond internal tools or research.

Want to See a Sample?

Get a feel for our structure and image quality with real-world examples.
👉 View Sample Media Datasets

From fashion to electronics, we offer samples across industries — or we can deliver a preview dataset from your platform of interest.

Ready to Get Started?

Don’t waste time building fragile scripts or stitching together unstructured data.
Let Crawlfeeds deliver fully structured product image datasets tailored to your needs.

👉 Contact us to discuss your use case, or browse all datasets to explore what’s available today.