Use cases

Practical public-data briefs for your next decision. Choose a task, inspect the fields, and adapt the request to your sources.

39 use cases

Etsy · sellers

Export Etsy competitor reviews to a spreadsheet
Turn public reviews from selected Etsy shops or listings into rows you can sort in Excel or Google Sheets. Compare ratings, review dates and product feedback without writing code; check a free sample before deciding on a paid export.
Compare Etsy competitor prices in a CSV without coding
Put prices from selected public Etsy listings into one spreadsheet to compare similar products. Keep currency, selected variant and shipping separate, then review a free sample before approving the full price snapshot.
Export an Etsy shop product list to a spreadsheet
Organize a selected public Etsy shop catalogue into a spreadsheet of listing references, titles and visible product attributes. Use the free sample to agree which fields are available before paying for the full list.

Amazon product reviews to CSV without coding
An Amazon seller can export public reviews for selected products to compare recurring packaging, fit and usability concerns in a spreadsheet.
Compare Amazon seller offers and shipping in a spreadsheet
An Amazon seller can compare visible offers for the same product while keeping seller, item condition and shipping separate.
Export Amazon product specifications to a comparison spreadsheet
An Amazon seller can compare visible capacities, materials, dimensions and pack sizes before planning a competing product listing.

Google Maps local business list for my city
A local shop owner can organize public Google Maps business listings by category and neighbourhood to plan partnerships or understand nearby competition.
Compare nearby cafe reviews in a spreadsheet
A neighbourhood cafe owner can compare public feedback on queues, seating and service across selected nearby branches.
Compare local service prices without copying websites by hand
A small repair business can collect public price-list entries from selected competitors and compare clearly defined services in a spreadsheet.
Collect local business data for site selection
An expansion team compares candidate neighbourhoods using a defined set of public business categories.
Build a competitor location dataset
A regional manager wants branch-level records instead of a single brand-wide average.
Export franchise store directories
A partnership team needs a regional store list before planning a distribution discussion.
Build a supplier shortlist from public directories
A procurement researcher gathers companies in a precise industrial category for subsequent due diligence.
Collect venue details for an event shortlist
An event planner needs comparable venue capacity and facilities before contacting potential locations.

Compare product prices across public catalogues
A buyer preparing a purchase wants a comparable price sheet for the same model across selected stores.
Find assortment gaps with competitor catalogue data
A category manager compares a defined product category before deciding which brands or sizes deserve further research.
Export a product availability snapshot
An operations team needs a dated list of availability messages before planning replenishment discussions.
Collect product identifiers for catalogue matching
A data team needs model and barcode fields to reconcile two catalogues in its own matching workflow.
Compare marketplace offers by seller
A brand team wants a snapshot of who lists selected products and how their offers differ.

Export product reviews for product research
A product manager wants evidence about recurring complaints before prioritizing a redesign.
Collect hotel reviews to investigate service gaps
A hospitality team prepares a dated review corpus for its own analysis of cleanliness, check-in and noise complaints.
Collect app reviews around a release
A mobile product team compares feedback before and after a chosen release date.
Compare restaurant reviews by branch
A restaurant operator prepares branch-specific feedback for a service workshop.
Collect public feature requests for roadmap research
A software team gathers discussions from selected public communities before doing its own thematic coding.

Export search results for content research
An editor compares the visible results for a fixed set of questions before planning original coverage.
Create a public website content inventory
A content team inventories its public pages before a migration or editorial audit.
Collect public ad-library records for creative research
A marketing team studies publicly visible messaging before developing its own campaign concepts.
Prepare a creator partnership shortlist
A partnerships manager gathers public profile and recent-post signals for manual suitability review.
Collect video metadata for topic planning
An editorial team compares recent video topics in a defined niche before writing its own production brief.

Compare rental listings in a neighbourhood
A housing researcher builds a comparable asking-rent table for a specified neighbourhood and property type.
Collect property listings for deduplication
A property analyst needs source-level records to identify the same property advertised by several agencies.
Compare public hotel rates for fixed travel dates
A travel planner gathers comparable offers for one itinerary before making booking decisions elsewhere.
Collect salary ranges from public job listings
A hiring team prepares a transparent sample of advertised pay for a particular role and region.
Collect job descriptions to study skill demand
A training provider gathers job descriptions for a defined role family before designing a curriculum.

Prepare public documentation data for a RAG prototype
An AI builder needs a bounded documentation export to test retrieval in their own application.
Build a product attribute dataset for classification
A data scientist needs public catalogue attributes to evaluate a category classifier independently.
Collect public news metadata for research
A researcher builds a dated source list about a defined topic before reading and coding the articles.
Export publication metadata for a literature shortlist
A researcher gathers public bibliographic records before screening relevance manually.
Collect public events into a planning calendar
A community editor gathers events within a region and date window before curating a public calendar.