Market changes, delivered while they still matter.
Some decisions cannot wait for tomorrow's file. Our real-time feeds re-check priority pages every few minutes and push only what has changed, so repricing engines, alerts and dashboards react to the market as it moves.
Daily batches miss the flash sale that started at 10am and ended at noon. Quick-commerce stock and marketplace prices can change several times an hour, and a stale snapshot leads to mispricing or missed opportunities.
A continuous feed keeps your view of priority SKUs, routes or listings current. Change events arrive with timestamps and previous values, so downstream systems can act immediately and keep a full audit trail.
Everything needed to run it in production.
Priority tiering
We agree which URLs refresh every 5–15 minutes and which can run hourly, balancing freshness against request load.
Change detection
Each capture is compared with the last known state, and only meaningful changes are emitted as events.
Streaming delivery
Events are pushed by webhook, message queue or a polling endpoint, with at-least-once delivery and replay.
Latency monitoring
We track capture-to-delivery time per source and alert when a feed falls behind its agreed window.
Snapshot backfill
Alongside the stream, a periodic full snapshot lets you reconcile state and recover from downstream outages.
Event history
All change events are retained for an agreed period, so you can analyse how often and when competitors move.
What lands in your systems.
| detected_at | source | city | sku_title | field_changed | old_value | new_value | currency |
|---|---|---|---|---|---|---|---|
| 2026-05-02 10:04:12 | Q-comm App B | Dubai | Greek yoghurt 500g | price | 12.50 | 9.95 | AED |
| 2026-05-02 10:06:40 | Marketplace A | Jeddah | Gaming headset 7.1 | in_stock | true | false | SAR |
| 2026-05-02 10:09:03 | Retailer E | Mexico City | Blender 1.5L 900W | price | 1,249.00 | 1,099.00 | MXN |
| 2026-05-02 10:11:27 | Marketplace C | Berlin | USB-C charger 65W | promo_label | -15% today | EUR | |
| 2026-05-02 10:13:55 | Retailer G | Chicago | Cordless drill 18V | price | 129.00 | 119.00 | USD |
Illustrative rows. Your schema, field names and formats are agreed during scoping.
Who uses it, and for what.
Repricing rules trigger on competitor moves within minutes rather than the next morning. Price changes are logged with the competitor event that caused them.
Account teams receive alerts when a key retailer goes out of stock on a hero product. They can raise the issue with the retailer while it is still affecting sales.
Campaign managers see when competitors launch time-limited offers during peak trading windows. Paid media bids can be adjusted on the same day.
The event stream provides a high-resolution history of price changes for elasticity and competitor-response models. Timestamps allow precise sequencing of market moves.
- Scope. Tell us the sources, fields and frequency. We confirm feasibility within a day.
- Free sample. A real sample from your own target source, in your format.
- Build. Engineers build extractors tuned to each source. No generic templates.
- Validate. Automated and manual QA on every run before anything ships.
- Deliver and monitor. Scheduled delivery, monitored pipelines, fast fixes when sites change.
Industries that use it
How fresh is 'real-time'?
For priority pages we typically refresh every 5–15 minutes, and less critical pages hourly. The achievable interval depends on the source and on keeping request rates considerate. We agree the tiers with you during scoping.
Do you send every capture or only changes?
By default we emit change events only, which keeps volumes manageable. A periodic full snapshot is also available so you can reconcile your stored state.
What happens if our endpoint is down?
Events are queued and retried, and you can replay any window from the event history. A short outage on your side should not cause data to be lost.
Is a real-time feed much more expensive than daily data?
Cost rises with refresh frequency and the number of URLs monitored. Many clients keep a small set of priority SKUs on a fast tier and the long tail on a daily schedule, which controls cost.