We review what may be collected
We check the source, requested fields, access method, rights, cadence, and output before confirming feasibility.
Parsers / data collection
Repeatable data collection from permitted sources. On an agreed schedule.
Parsers for competitor prices, leads from open sources, reviews, product feeds and market data. AI cleans, structures and delivers it wherever you need — CRM, a sheet, a dashboard.
Parsers / data collectionCompetitor price monitoringLead-source collectionReviews + AI sentiment analysisSupplier product feeds
The task
What it is and who it is for.
A parser is a robot that goes into open sources on its own and pulls the data you need: prices, products, leads, reviews. AI on top of it cleans out the junk, structures it and delivers it to where you actually work.
By industry
See the scenario in your context.
The process
From the request to a working version.
We show intermediate results early, so the logic can be checked before the final launch.
We define the supported pipeline
The scope can include collection, cleaning, structuring, and deduplication for the approved fields and format.
Scheduled delivery is monitored
If the source and access remain available, supported records can flow to the agreed destination; exceptions and manual review rules stay explicit.
Capabilities
Typical tasks
The final configuration is assembled from your process, data and the result you want to change.
Competitor price monitoring
Tracks permitted price sources at the agreed cadence.
Lead-source collection
Can collect approved fields from sources whose access terms, privacy basis, and retention rules have been reviewed.
Reviews + AI sentiment analysis
Can classify accessible reviews after labels and representative samples are manually validated.
Supplier product feeds
Can normalize supported supplier feeds under the access and refresh terms provided by the supplier.
Mention monitoring
Can monitor accessible brand or competitor mentions at an agreed cadence; source coverage remains explicit.
In practice
Where structured collection can help
- 01
E-commerce: permitted price and assortment inputs for a pricing review.
- 02
B2B services: approved fields from eligible public catalogs for manual lead review.
- 03
Infobusiness / media: monitoring topics, trends and mentions.
- 04
Retail: supported supplier feeds and stock inputs under agreed access terms.
Pricing landmark
A starting point before the brief.
from $100
One-off collection and export from $100; regular or more complex parsing from $300; a processing system from $700. Sources, fields, volume and frequency are agreed.
The exact range is fixed after the task and dependencies are clarified.See the full pricingBefore we start
Questions that are worth answering now.
If your question is not here, Valera can clarify it or pass it to the team.
01Parsers and data processing: what is included?+
One-off collection and export from $100; regular or more complex parsing from $300; a processing system from $700. Sources, fields, volume and frequency are agreed. Source links, sample fields, export format, frequency and volume. Source accessibility is checked before estimating. The timeline depends on the sources and required workflow.
02Parsers and data processing: configurations, options and prices+
Інший / нестандартний функціонал: Custom quote. Додаткові можливості поза погодженою комплектацією. Вартість і строк визначаються після опису завдання. Simple parser or one-off task: from $100. Склад і додатковий обсяг погоджуються за завданням. Recurring or complex parser: from $300. Від $300: регулярний збір, додаткова обробка, кілька правил або складніше зіставлення даних. Collection and processing system: from $700. Від $700: регулярний конвеєр, обробка, журнал помилок і/або погоджений інтерфейс. Prozorro — окрема спеціальна комплектація.
03Parsers and data processing: scope boundaries+
A one-off task, recurring parser and system are different configurations. Prozorro has separate options; access and external services are agreed separately.
04"Is this legal?"+
Publicly visible does not automatically mean lawful to collect or reuse. Before scoping, the source terms, access method, data rights, privacy basis, jurisdiction, and retention need review. We do not bypass paywalls, captchas, authentication, or private areas; legal advice may be needed for uncertain cases.
05"What if the source site changes its structure?"+
A source rebuild can break collection. Monitoring and maintenance are separate scope items: we agree on checks, alerts, response ownership and supported changes before launch.
06"In what format do I get the data?"+
Possible outputs include CSV, Google Sheets, a supported CRM or database connection, and a dashboard. The available format depends on destination access, API capability, security review, and agreed schema.
07"How often does it update?"+
Cadence depends on the source terms, rate limits, API or page stability, volume, and infrastructure. Real-time delivery is proposed only when the source and destination support it; otherwise we agree on a feasible schedule.
From the lab
Useful context on the topic.
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Next step
Show us the process that takes up time
Tell us which actions the team repeats manually, between which systems it moves data, and where delays occur. We will determine what can be automated.