Generate SoftwareApplication Schema from eBay Software Listings

✓ Tested Works with CSV, Excel, Google Sheets → JSON-LD Schema

By dataclean.to team · 2026-02-12

eBay hosts thousands of software listings ranging from boxed retail copies to digital license keys. If you run a software catalog or comparison site, these listings contain valuable structured data buried in inconsistent formats. dataclean.to extracts and cleans software details from eBay exports, then generates SoftwareApplication schema markup with proper version numbers, operating system compatibility, and pricing.

The Problem

eBay software listings mix version numbers into titles ('Adobe Photoshop 2024 v25.1'), use inconsistent OS labels ('Win10', 'Windows 10', 'PC'), and embed license type info randomly in descriptions. Pricing includes shipping, bundles, and auction vs. fixed price values. Extracting clean SoftwareApplication schema fields from this data requires parsing and normalization. schema.org SoftwareApplication type

How to Fix It

Export eBay software listings

Download your eBay software category listings as a CSV file. Include title, price, description, condition, item specifics, and any category information.

Upload and auto-detect columns

Import into dataclean.to. The platform identifies product titles, pricing fields, description text, and seller-defined attributes from the eBay export format.

Extract software metadata

Parse version numbers from titles, normalize operating system names to standard labels (Windows, macOS, Linux), and separate license types (single-user, multi-user, subscription) from descriptions.

Map to SoftwareApplication schema

Assign cleaned fields to schema.org properties: name, softwareVersion, operatingSystem, applicationCategory, offers (with price and priceCurrency), and description.

Export validated JSON-LD

Download SoftwareApplication schema markup for each listing. The JSON-LD is ready to embed on software catalog pages or product comparison sites.

Frequently Asked Questions

Can dataclean.to extract version numbers from eBay listing titles?

Yes. The platform uses pattern detection to find version numbers embedded in titles like 'Adobe Photoshop 2024 v25.1' and maps them to the softwareVersion property separately from the product name.

How are eBay auction prices handled in schema pricing?

For auction listings, the current price or Buy It Now price is used for the offers.price property. You can filter to fixed-price listings only if you prefer stable pricing in your schema output.

What operating system values does the schema accept?

The operatingSystem property accepts standard labels like 'Windows 10', 'macOS Ventura', 'Linux', 'Android', and 'iOS'. dataclean.to normalizes common eBay variations to these standard values.

Example: Input → Output

name	email	phone	city	status
Alice Johnson	alice@example.com	+1-555-0101	New York	active
alice johnson	ALICE@EXAMPLE.COM	5550101	new york	Active

Red rows show common data quality issues. dataclean.to normalizes and generates JSON-LD automatically.

{
  "@context": "https://schema.org",
  "@type": "Dataset",
  "name": "Cleaned Customer Data",
  "description": "Normalized customer records with standardized fields",
  "keywords": ["customer data", "CRM", "contact list"]
}

💡 How it works: Consistent data formatting reduces import errors and makes your dataset compatible with downstream tools.

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