Retail
A clearer view of every shelf.
Follow prices, promotions and stock across retailer websites and apps. Match the same products across sources and see what changes between runs.
What the dataset gives you.
An example of the retail dataset. Each note points to the columns that answer it.
Understand real pricing
Capture regular prices, sale prices and promotion mechanics together.
PromotionSpot assortment gaps
Find new listings and products that disappear from a competitor’s range.
ProductTrack availability
Keep stock signals alongside price so your team can interpret each change.
Availability
| Product ID | Product | Pack size | Retailer | Price | Unit price | Availability | Promotion | Collected |
|---|---|---|---|---|---|---|---|---|
| OAT-001 | Barista oat drink | 1 L | Greenway | £2.20 | £2.20/L | In stock | 6.4% reduction | 06:02 |
| OAT-001 | Barista oat drink | 1 L | Hartwell’s | £2.40 | £2.40/L | In stock | None | 06:03 |
| COF-014 | Coffee beans | 250 g | Hartwell’s | £4.80 | £19.20/kg | In stock | None | 06:03 |
| COF-014 | Coffee beans | 250 g | Fresco | £5.10 | £20.40/kg | In stock | Member price | 06:04 |
| BRD-008 | Sourdough loaf | 800 g | Fresco | £2.50 | £3.13/kg | In stock | None | 06:04 |
| EGG-012 | Free range eggs | ×12 | Pantry & Co | £3.45 | £0.29/egg | Out of stock | None | 06:05 |
Provenance
One row, traced back to the shelf.
Every row links to the page it was read from, when it was read and which pipeline version read it. Each day’s run publishes a new dataset version, so you can see exactly what changed since yesterday.
Jason builds the pipeline and repairs it when a site changes. The scheduled runs repeat the same steps every time, so today’s row compares directly with yesterday’s. There are no scrapers for your team to build or keep alive.
- Source page
- greenway › groceries › oat-drink-1l
- Read at
- 06:02:41 UTC
- Pipeline
- v13.1
Checks
- Price present, in GBP
- Unit price matches pack size
- Matched to OAT-001 by barcode
Dataset versions
- v142Today 06:02£2.20 6.4% reduction
- v141Yesterday 06:01£2.35 No promotion
- v14029 Sep 06:02£2.35 No promotion
- 28 SepPipeline v13.1 Greenway moved its price element. Jason repaired the extraction and re-ran the day.
The dataset, and one way to look at it.
Every pipeline publishes a checked dataset. Want a view without a BI team? Jsonify renders one from the schema — or send the rows to Sheets, Snowflake or your agent.
Retail price intelligence
retail_prices · 1,840 rows a day · updated 06:05
Average basket price
The tracked basket fell from £54.80 to £52.40 across the period.
Products available
Hartwell’s96%Greenway93%
Fresco89%
Marlow Market87%
Pantry & Co85%
Corner Store84%Latest changes
| Product | Retailer | Change | Read at |
|---|---|---|---|
| Barista oat drink 1L | Greenway | £2.35 → £2.20 | 06:02 |
| Coffee beans 250g | Hartwell’s | £4.60 → £4.80 | 06:03 |
| Sourdough 800g | Fresco | £2.75 → £2.50 | 06:04 |
| Free range eggs ×12 | Pantry & Co | Out of stock | 06:05 |
Illustrative dashboard with example data. Views are built around your dataset and use case.
Since 2023 we’ve extracted billions of data points for teams at Bacardi, PwC, Geopost and more.
“The opportunity is validated. You did a very good job: your flexibility, the extractions, the speed… it’s quite impressive. This could really become a new capability for Bacardi.”
Jesus ChecaChief Innovation Officer, Bacardi“The speed, adaptability, and precision of Jsonify have truly stood out. It’s been impressive to see how quickly the product delivers real value in a dynamic environment.”
Philipp HodlPlug and Play VenturesFrom your sources to your dataset.
Choose the scope. Jsonify builds the pipeline, runs it on your schedule and repairs it when a source changes. See how it works →
- 01 / Sources
Product catalogSKUs, brands and retailers
- 02 / Collect in parallel
Read retailer websitesPrice and promotion details
Read retailer appsStock and app-only offers
- 03 / Process & verify
Match productsPack size, SKU and brand
- 04 / Publish
Retail pricesComparable shelf prices
Email reportSnowflakeXLSX
Compare Retail options.
How Radar compares with price monitoring and retail pricing platforms.
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