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PromptCloud Inc, 16192 Coastal Highway, Lewes De 19958, Delaware USA 19958

We are available 24/ 7. Call Now. marketing@promptcloud.com

Reliable web data without running the scrapers yourself.

PromptCloud builds, operates and maintains custom web scraping pipelines for recurring enterprise data needs. You define the sources, fields, frequency and delivery method. We manage the collection process.

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  • Custom source list
  • Defined schema
  • Scheduled delivery
  • Ongoing maintenance
A managed web scraping service pipeline from public sources through crawling, extraction, validation and monitoring to enterprise delivery endpoints.
SERVICE PIPELINE / PROJECT CONFIGMONITORED
SOURCESHTMLJS pagesListings
01crawl.sources()RUNNING
02extract.fields()MAPPED
03normalise.schema()APPLIED
04validate.records()CHECKED
05monitor.changes()ACTIVE
DELIVERYAPIS3SFTP
schema rules configuredsource changes monitoreddelivery schedule agreed

14+ years

delivering enterprise web data

Built for your scope

sources, fields and cadence

Managed in production

monitoring and maintenance

Delivered to your stack

agreed format and endpoint

When should you use a managed service?

The answer depends on how important the feed is, how often it must run and who will own failures when websites change.

A managed service is a strong fit when

Your team needs the data, but does not want to build and operate the collection infrastructure.
  • Data must arrive on a recurring schedule
  • Multiple or changing sources need to be maintained
  • The schema must match downstream systems
  • Quality failures affect reporting, products or models
  • You need a named team responsible for operations

A tool or API may be a better fit when

Your developers want direct control and are prepared to own extraction logic, quality and maintenance.

  • The requirement is small or one time
  • The output can be reviewed manually
  • Your engineering team wants per-request infrastructure
  • The scraping capability is core intellectual property
  • Your team already operates monitoring and recovery

One accountable workflow from scope to delivery.

Each project starts with a defined source list and schema. The pipeline is tested with a sample before the approved configuration moves into production.

01

Define scope

Sources, fields, volume, frequency, history and intended use.

02

Check feasibility

Source access, page behaviour, coverage and project constraints.

03

Build crawlers

Collection logic configured for the approved source list.

04

Map the schema

Fields extracted, cleaned and structured to specification.

05

Validate sample

Example records reviewed before production approval.

06

Run and maintain

Scheduled delivery, monitoring and source-change maintenance.

What PromptCloud manages for you.

The exact scope is agreed per project. These are the operating layers normally required for a production data feed.

01

Crawler development

Collection logic built for the approved public sources, page structures and access conditions.

02

Extraction and normalisation

Required fields mapped into a consistent schema with agreed cleaning and transformation rules.

03

Quality checks

Project-specific validation for field presence, data types, duplicates, record counts and anomalies.

04

Delivery setup

Data prepared in the required format and sent through the agreed endpoint and schedule.

05

Production monitoring

Pipeline runs, source changes and delivery issues monitored against the agreed project scope.

06

Maintenance and support

Extraction rules updated when approved sources change, with an agreed issue-handling process.

Review the output before you commit.

The evaluation should focus on the proposed data, not general claims about scraping scale or accuracy.

01

Source feasibility

Which requested sources and fields can be included.
02

Sample records

What the fields, values and output structure look like.
03

Validation rules

Which checks will be applied before delivery.
04

Delivery contract

Format, endpoint, frequency and issue process.
Request a sample for your schema
Illustrative output recordSAMPLE STRUCTURE

Final fields and validation rules are configured for each project.

source_urlexample.com/item/10482present
record_idPC-10482unique
listed_price129.00decimal
availabilityin_stockallowed value
captured_at2026-09-03 11:30:45timestamp
quality_flagvalidatedpassed

Managed service, scraping API or in-house build?

All three can work. The practical difference is who owns crawler logic, quality, maintenance and delivery operations.

Evaluation area PromptCloud managed service Scraping API or tool In-house build
Who builds extraction logic?
PromptCloud
Your developers
Your engineering team
Who maintains source changes?
PromptCloud within scope
Your developers
Your engineering team
Output
Custom structured feed
Page content or API response
Defined by your team
Quality checks
Configured for the agreed schema
Built by your team
Built by your team
Best suited for
Recurring data tied to business systems
Developer-led collection with internal ownership
Teams treating scraping as a core capability
Calculate the cost of building in-house →

What can a managed pipeline collect?

The source list and schema are defined for each project. These are common record types, not fixed packages.

Product and pricing

Prices, promotions, stock, sellers and product attributes.

Listings and directories

Property, business, location and marketplace records.

Reviews and discussions

Ratings, review text and public conversation data.

News and public records

Articles, notices, filings and public event information.

Job postings

Roles, employers, locations, skills and posting details.

Custom multi-source records

Fields from several source types mapped into one schema.
Explore all business solutions →

What we confirm before making a commitment.

Source conditions vary. Coverage, frequency, quality checks and support terms should be agreed for the actual project rather than presented as universal guarantees.
Read what PromptCloud does not collect →

Source scope

The approved domains, geographies and requested fields.

Expected coverage

What can reasonably be collected from those sources.

Delivery schedule

The agreed run frequency, format and destination.

Quality controls

The checks, thresholds and escalation process used for the project.

Change handling

How source changes, failures and new requirements will be managed.

Start with relevant examples.

Use the case-study library to review how PromptCloud has handled different source types, schemas and delivery requirements.

Data Delivery

Recurring feeds

Examples where web data supports products, reporting or operational workflows.
Browse case studies →
Complex Sources

Custom extraction

Examples involving changing websites, custom fields and source-specific collection logic.
Browse case studies →
Quality Operations

Managed maintenance

Examples where monitoring and ongoing support are part of the data requirement.
Browse case studies →

Managed web scraping services explained.

A managed web scraping service builds, runs, monitors and maintains the collection pipeline for you. The provider delivers structured data on an agreed schedule instead of giving your team a scraping tool to operate.

A scraping API gives developers infrastructure for fetching pages or responses. A managed service also owns source setup, extraction rules, schema mapping, quality checks, monitoring, maintenance and scheduled delivery.

PromptCloud works with publicly accessible websites such as marketplaces, listings, directories, reviews, news sources and public records. Every source and requested field is reviewed for feasibility and compliance before a commitment is made.

Checks are configured for the agreed schema and can include field presence, data types, duplicates, freshness, record counts, anomalies and schema changes. The exact checks depend on the project.

Common formats include JSON, CSV and XML. Delivery can be configured through an API, Amazon S3, SFTP, cloud storage or another agreed workflow.

Pricing depends on source complexity, number of sources, record volume, fields, refresh frequency, historical requirements, delivery method and support scope. PromptCloud reviews these inputs before preparing a commercial proposal.

Teams that made the switch

What enterprise and mid-market engineering and data leaders say after handing off scraper operations to PromptCloud.

Your service has been very useful to us, and almost completely trouble-free. Any time we've had an issue, you've fixed it almost immediately. I have no complaints whatsoever. Just keep up the good work! We are able to offer our users value-added features that significantly help them in making well-informed decisions.

Mark Brett Textbook Manager - Ubeinc

Regarding what I like most in PromptCloud, I would say it's the ability to source valuable information on a daily basis. This consistent access to up-to-date data is incredibly important to us. We are able to offer our users value-added features that significantly help them in making well-informed decisions.

Sarthak Joshi Senior Technical Support Analyst - Finosauras

Promptcloud has been a reliable and useful service for us to track product changes in major retailers. They're always easy to work with and have helped us to better understand competitors' promotional strategies and stay across new product trends in our category.

Jeremy Attinger Head of Commercial Insights - V2food

Working with Prompt Cloud we’ve been particularly impressed by how closely they’ve listened to our feedback, going the extra mile to sort out problems and amend processes to achieve 100% client satisfaction. They are always available when we need them and respond very quickly, immediately fixing any data discrepancies flagged to them.

Sarah Product Manager - Exodus Pvt

I appreciate the depth of partnership we have with Promptcloud, who take the time to understand our requirements and are able to adapt to changes to those when required. They consistently deliver good quality data for our needs.

Chief Operating Officer Leading consumer insights platform

What I value most: open lines of communication and swift response times, you are amazing. You’re super responsive and never leave us hanging on any issues. And that’s so important!

Head of Data & Delivery Leading consumer insights platform

I truly appreciate the exceptional support from the entire PromptCloud team. Your prompt responses to our requests and proactive approach in identifying and resolving potential issues have been invaluable. I admire the team's go-getter attitude when exploring new opportunities. I look forward to expanding our collaboration in the coming years.

Global Data Science Lead Global consumer goods company (10k+ Employees)

PromptCloud is extremely attentive to Customer’s needs, responding quickly to inquiries & delivering quick turnaround times for new feature & product requests.

Manager of Engineering A data-driven investment management platform (1k-5k Employees)

1. Crawl reliability 2. Quick turn around time to fix / adjust the crawls when issues arise 3. No-frills reliable service at a very good price.

Advanced Analytics ALAC Strategy Team Global leader - Consumer Electronics (10000+ Employees)

It's been an amazing journey with PromptCloud over the last 1.5 years. The team's attention to detail and quick turnaround time in terms of addressing any new requirements or issues while still maintaining the quality is highly appreciated.

Pricing & Revenue Analytics Global leader - Travel and Leisure (1k-5k Employees)

I have used PromptCloud for my business, and was very happy with the experience. PromptCloud’s customer support was excellent and they worked with me to ensure the data harvested was exactly what I needed.

Sara Young Marketing With Sara

Promptcloud has provided us with an excellent data quality for many years. They are our first web scraping solution when it comes to getting accessible data from the internet. I highly recommend them, they are indeed the best.

Neil Griffin Director of Data Operations

PromptCloud provides an excellent data quality service at highly competitive pricing. Their web scraping service quality allowed our engineers to concentrate on the projects closer to the core of the business.

Guy Champniss VP Insights at Enervee

Tell us what the feed needs to contain.

We will review the sources, fields and expected schedule before recommending an approach.
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