e-commerce team using demand intelligence

Demand intelligence

Your margins depend on your ability to predict demand for your product or service. Luckily, the web is full of public data you can collect and analyze to spot upcoming trends. DataOx delivers demand intelligence at scale, helping businesses understand their audience and anticipate market shifts. We scrape sales stats, reviews, and social media, and prepare the consumer trends data for your use.

e-commerce team using demand intelligence
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Custom dashboard development projects fail more often than clients admit. APIs break. Data formats change overnight. DataOx has done this work since 2015 for companies that tried building dashboards internally first. You skip that expensive learning phase. The real-time dashboard starts displaying accurate metrics on week one because we’ve debugged every common breakdown point that exists.

ANDRII PYLYPCHUK

Technical Lead

Demand forecasting data for any industry

Tech & SaaS

DataOx helps you assess demand for rival products and identify gaps in the supply. We collect consumer behavior data from App Store ratings and Capterra reviews, flag popular SaaS, and extract common sentiments. For purchase intent data, we scrape crowdfunding platforms and Reddit threads at scale. You can see what tech problems people are trying to solve and what future products they are already paying for.

E-commerce

Product reviews already guide 98% of your clients. DataOx helps you use the feedback to your advantage, extracting consumer sentiment data to predict demand. We scrape review texts, rating counts, and marketplace Q&As that highlight which specifications are the most important to end users. eBay auctions provide detailed behavioral data, revealing how demand changes throughout the bidding process.

Travel & hospitality

38% of US responders rank influencers among their top three trusted travel information sources. We scrape influencer pages and monitor social media to provide trend analysis data for the tourism industry. You can notice what destinations are gaining popularity this season and add new routes to your agency’s catalog. We deliver search demand data to cover wider audiences and bring new places to your attention.

Logistics

DataOx helps logistics companies gather market demand data through analysing spot rates, lane pricing, terminal activity, and warehouse availability. We connect the collected data to your analytics software to eliminate manual copying. For consumer research data, we extract food delivery and e-commerce reviews, flagging demand for faster or better service.

Real estate

DataOx scrapes real estate platforms for market intelligence data, including prices, save counts, and time on market. We deliver these metrics in structured files or integrate them directly into your AVM or dashboard. Our team monitors neighbourhoods for demand analytics, extracting Zillow feedback and tracking rising review counts for local restaurants and galleries.

Web scraping services data flow diagram - automated data collection from websites to business systems

Market demand data integrated into your system

DataOx offers full flexibility when collecting demand forecasting data. You choose the sources, schedule, and delivery format.

Trustpilot icon — Trustpilot data scraping

Trustpilot

G2 logo — software review data scraping source

G2

Yelp icon — Yelp data scraping

Yelp

Capterra data scraping for software comparison intelligence

Capterra

Reddit logo — reddit scraping data source

Reddit

Instagram data scraping for engagement and influencer analytics

Instagram

X Twitter logo – Twitter web scraping and brand monitoring for trend analysis1

X

Pinterest Visual Discovery And Idea Sharing Platform Logo

Pinterest

Quora logo — Q&A platform scraping source

Quora

Web scraping Zillow data from Zillow platform

Zillow

Web scraping services data flow diagram - automated data collection from websites to business systems

Amazon

Web scraping services data flow diagram - automated data collection from websites to business systems

Metrics

Web scraping services data flow diagram - automated data collection from websites to business systems

Widgets

Web scraping services data flow diagram - automated data collection from websites to business systems

Data Export

Web scraping services data flow diagram - automated data collection from websites to business systems

Reports

Web scraping services data flow diagram - automated data collection from websites to business systems

Updates

Web scraping services data flow diagram - automated data collection from websites to business systems

Mobile

Web scraping services data flow diagram - automated data collection from websites to business systems

Analytics

Web scraping services data flow diagram - automated data collection from websites to business systems

Charts

Web scraping services data flow diagram - automated data collection from websites to business systems

Alerts

Web scraping services data flow diagram - automated data collection from websites to business systems

API

Web scraping services data flow diagram - automated data collection from websites to business systems

Email

Demand analytics solutions

DataOx delivers market demand data adapted for any forecasting method you use. We send raw datasets, connect the data to your analytics software, or pre-process it for AI-powered intelligence. We combine data from multiple sources to improve accuracy. For fast visual insights for your team, we integrate information into custom dashboards. You can choose the format and schedule that works for your workflow.

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Demand signals scraping

Your potential customers leave purchase intent data in their wishlists, on Pinterest boards, and across online forums. DataOx scrapes them at scale and delivers analysis-ready datasets to power your product research. You can opt for one-time intelligence delivery or schedule scraping before each holiday.

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Behavioral data tracking

DataOx monitors your consumers’ behavior signals in real time and sends custom alerts when trend analysis data shows a meaningful shift. Products go viral on social media in a matter of hours. You can notice it early and adjust your price.

use cases

Demand trend analysis

DataOx collects trend analysis data at scale, allowing you to aggregate historical changes and identify the seasons and events that shift buying behaviour in your particular niche. We monitor the news and notify you of any upcoming events that could affect demand for your product.

DataOx collects search demand data

Sentiment tracking

We collect consumer sentiment data across marketplaces, public forums, and social media. Talks of calorie-counting apps go up, and you get an alert. DataOx extracts the discussions and helps you pull consumer insights data. The new AI recipe feature is growing on most users, and you know to focus on its development.

DataOx collects search demand data

Inventory planning

DataOx collects search demand data, marketplace sold-out statuses, and news to help retailers stock up at the right time. You can plan seasonal DataOx purchase intent data delivery to see what people add to their public wishlists and Pinterest boards before big holidays.

DataOx collects search demand data

Price optimization

You can analyze your competitor’s signals to infer the current demand for their products. DataOx scrapes retail websites, online marketplaces, and public catalogs for market intelligence data and sends you real-time price change alerts. Use high-demand periods to increase your margins.

DataOx collects search demand data

Social media trend prediction

DataOx collects consumer trends data across social media platforms to help you anticipate the next viral thing. We monitor product mentions and connect their frequency to your custom dashboard. Your team notices a spike in demand signals before your competitors catch up.

DataOx collects search demand data

Product research

Your clients happily share advice on how to make your product better. We extract consumer insights data from reviews, comments, and Q&A platforms and deliver search statistics that show what solutions people need now.

DataOx collects search demand data
DataOx collects search demand data DataOx collects search demand data DataOx collects search demand data DataOx collects search demand data DataOx collects search demand data DataOx collects search demand data

Consumer research data categories we scrape

Reviews

Ratings

Posts

Comments

Search trends

Sold out status

Availability

Crowdfunding

Wishlists

Popularity scores

documents with consumer insights data

Choose your sources for consumer behavior data

    Trustpilot

    Trustpilot

    G2

    G2

    Capterra

    Capterra

    App store data scraping for app reviews and performance insights

    App Store

    Yelp icon — Yelp data scraping

    Yelp

    LinkedIn

    LinkedIn

    Instagram

    Instagram

    Pinterest Visual Discovery And Idea Sharing Platform Logo

    Pinterest

    Amazon

    Amazon

    ProductHunt

    ProductHunt

    X

    X

    Reddit

    Reddit

    Facebook

    Facebook

    YouTube

    YouTube

    Google logo – Google web scraping for search results, news, and trending data

    Google Trends

    Custom icon – Web scraping jobs from any specified data source for recruitment or analytics

    Custom

    Get a Quote

    our simple 5-step process

    Getting started with DataOx.

    Step 1

    Send Us a Request

    Choose the Most Convenient Way to Reach Us

    You can contact us through the channel that works best for you:

    Send request illustration
    Contacting DataOx for web scraping services via WhatsApp email or phone for custom data extraction

    Email [email protected] or any contact button on our website. Our average response time is 2-4 hours during business days.

    Schedule a call directly through our Calendly – the quickest way to discuss your data requirements and project scope.

    Schedule a call directly through our Calendly – the quickest way to discuss your data requirements and project scope.

    WhatsApp for quick questions

    WhatsApp for quick questions or to start the conversation about your project needs.

    Step 2

    Discuss Your Requirements (+ NDA IF NEEDED)

    We Listen to Understand Your Needs

    During our initial conversation, we focus on understanding your specific data requirements, business goals, and expected outcomes. For sensitive projects, we can sign an NDA before diving into details. We ask targeted questions to clarify scope and identify the best approach for your project.

    Contacting DataOx for web scraping services
    Contacting DataOx for web scraping services via WhatsApp email or phone for custom data extraction

    What data you need and from which sources

    Discussing web scraping requirements with DataOx experts for custom data extraction and automated collection

    Your timeline and delivery preferences

    Receiving detailed proposal for web scraping services with timeline scope and pricing for data extraction

    Technical requirements and integrations

    Contract and project kickoff for web scraping services with dedicated team for custom data extraction

    Budget considerations and project scope

    NDA and confidentiality

    NDA and confidentiality (optional)

    Step 3

    Receive Your Proposal

    Clear Scope, Timeline, and Pricing

    You’ll receive a detailed proposal with everything you need to make an informed decision:

    Step 3: Receiving detailed proposal for web scraping services with timeline scope and pricing for data extraction
    Project scope and deliverables

    Project scope and deliverables

    Technical approach and methodology

    Technical approach and methodology

    Timeline with key milestones

    Timeline with key milestones

    Fixed pricing with no hidden costs

    Fixed pricing with no hidden costs

    Data delivery format and schedule

    Data delivery format and schedule

    Step 4

    Contract & Project Kickoff

    Let's Make It Official and Start Building

    Once you approve the proposal, we’ll sign the service agreement and introduce your dedicated project manager. Our team will be assembled and ready to start up to 10 days.

    Step 4: Contract and project kickoff for web scraping services with dedicated team for custom data extraction

    Step 5

    Delivery & Ongoing Support

    Reliable Results and Long-term Partnership

    We deliver your data solution on time, with full documentation and support. Our relationship doesn’t end at delivery – we provide ongoing maintenance and optimization as your business grows.

    Automated data delivery and ongoing support for reliable web scraping services and long-term partnership

    why companies choose dataox

    reliable delivery, guaranteed stability

    100% uptime guarantee and stable data delivery with DataOx scraping services

    We ensure consistent data flows with 100% uptime. Your business operations run smoothly without interruptions or data gaps.

    100% uptime guarantee and stable data delivery with DataOx scraping services

    data quality you

    can trust

    Reliable and accurate data delivery through automation and QA

    Smart automation + manual QA where it matters — for accurate, consistent, and business-ready results.

    Reliable and accurate data delivery through automation and QA

    proactive partnership,
    not just service

    Strategic partnership and proactive problem-solving — DataOx client support

    We don’t just listen — we actively help solve your challenges. Our team anticipates issues and provides strategic guidance throughout the project.

    Strategic partnership and proactive problem-solving — DataOx client support

    сost-effective
    at scale

    Scalable web scraping with cost-effective pricing model

    Whether it’s 1 source or 3,000 — you pay for value, not overhead.

    Scalable web scraping with cost-effective pricing model

    complete confidentiality protection

    Secure data handling with NDA protection — DataOx confidentiality guarantee

    Your project stays secure with comprehensive NDAs. We never share, reuse, or transfer your data to third parties — your competitive advantage remains yours.

    Secure data handling with NDA protection — DataOx confidentiality guarantee

    manual work out, automation in

    We automate your data collection and delivery — so your team stays focused on what matters.

    Data automation instead of manual work — DataOx core advantage

    trusted by clients who value data security

    For full details, visit our Privacy Policy

    SSL encryption ensures secure data transfers

    SSL Secured

    We follow GDPR-inspired best practices for responsible data handling

    GDPR Ready

    Transparent data use aligned with CCPA principles

    CCPA Aware

    Clear privacy policy and consent-based data collection

    Transparent Data Use

    trusted technologies behind our data solutions

    core languages

    Python logo - Web scraping with Python for custom data solutions

    Python

    Java logo - data scraping company enterprise technology for scalable web scrapers

    Java

    JavaScript logo - custom web scraping services for dynamic web scraping solutions

    Java Script

    web scraping & crawling

    Web scraping technologies used by DataOx: Scrapy, Playwright, Selenium, Puppeteer, Jsoup

    Playwright

    Web scraping technologies used by DataOx: Scrapy, Playwright, Selenium, Puppeteer, Jsoup

    jsoup

    Web scraping technologies used by DataOx: Scrapy, Playwright, Selenium, Puppeteer, Jsoup

    Scrapy

    Selenium logo - data scraping services tool for custom web scraping services

    Selenium

    Web scraping technologies used by DataOx: Scrapy, Playwright, Selenium, Puppeteer, Jsoup

    Puppeteer

    data processing & enrichment

    Pandas logo - data scraping company tool for processing extracted structured data

    Pandas

    NumPy logo - custom data solutions for numerical data processing workflows

    NumPy

    Dask logo - scalable web scrapers for large-scale data scraping services

    Dask

    PySpark logo - data scraping services for big data and extract structured data

    PySpark

    OpenRefine logo - data scraping company tool for cleaning extracted structured data

    Open Refine

    GPT API logo - custom data services using AI for tailored data solutions

    GPT API

    Clearbit logo - integrated data services for business data enrichment

    Clearbit

    system integration & apis

    System integration and API technologies used by DataOx: FastAPI, Spring Boot, Kafka, RabbitMQ, REST, GraphQL

    FastAPI

    System integration and API technologies used by DataOx: FastAPI, Spring Boot, Kafka, RabbitMQ, REST, GraphQL

    Spring Boot

    System integration and API technologies used by DataOx: FastAPI, Spring Boot, Kafka, RabbitMQ, REST, GraphQL

    Kafka

    RabbitMQ logo - integrated data services message queue for data delivery pipelines

    RabbitMQ

    System integration and API technologies used by DataOx: FastAPI, Spring Boot, Kafka, RabbitMQ, REST, GraphQL

    REST

    System integration and API technologies used by DataOx: FastAPI, Spring Boot, Kafka, RabbitMQ, REST, GraphQL

    GraphQL

    document & ticket automation

    Document and ticket automation stack at DataOx: Tesseract, pdfminer, Camelot, PDFBox, 2Captcha, Amadeus API, Eventbrite API

    Tesseract

    Document and ticket automation stack at DataOx: Tesseract, pdfminer, Camelot, PDFBox, 2Captcha, Amadeus API, Eventbrite API

    pdfminer

    Document and ticket automation stack at DataOx: Tesseract, pdfminer, Camelot, PDFBox, 2Captcha, Amadeus API, Eventbrite API

    Camelot

    Document and ticket automation stack at DataOx: Tesseract, pdfminer, Camelot, PDFBox, 2Captcha, Amadeus API, Eventbrite API

    PDFBox

    Document and ticket automation stack at DataOx: Tesseract, pdfminer, Camelot, PDFBox, 2Captcha, Amadeus API, Eventbrite API

    2Captcha

    Document and ticket automation stack at DataOx: Tesseract, pdfminer, Camelot, PDFBox, 2Captcha, Amadeus API, Eventbrite API

    Amadeus API

    Document and ticket automation stack at DataOx: Tesseract, pdfminer, Camelot, PDFBox, 2Captcha, Amadeus API, Eventbrite API

    Eventbrite API

    custom data visualization

    Custom data visualization tools used by DataOx: Plotly, Dash, Streamlit, Seaborn, Matplotlib, Bokeh, Altair, D3.js, Chart.js, Highcharts

    Plotly

    Custom data visualization tools used by DataOx: Plotly, Dash, Streamlit, Seaborn, Matplotlib, Bokeh, Altair, D3.js, Chart.js, Highcharts

    Streamlit

    Custom data visualization tools used by DataOx: Plotly, Dash, Streamlit, Seaborn, Matplotlib, Bokeh, Altair, D3.js, Chart.js, Highcharts

    Seaborn

    Custom data visualization tools used by DataOx: Plotly, Dash, Streamlit, Seaborn, Matplotlib, Bokeh, Altair, D3.js, Chart.js, Highcharts

    Matplotlib

    Custom data visualization tools used by DataOx: Plotly, Dash, Streamlit, Seaborn, Matplotlib, Bokeh, Altair, D3.js, Chart.js, Highcharts

    Bokeh

    Custom data visualization tools used by DataOx: Plotly, Dash, Streamlit, Seaborn, Matplotlib, Bokeh, Altair, D3.js, Chart.js, Highcharts

    Altair

    Custom data visualization tools used by DataOx: Plotly, Dash, Streamlit, Seaborn, Matplotlib, Bokeh, Altair, D3.js, Chart.js, Highcharts

    D3.js

    Custom data visualization tools used by DataOx: Plotly, Dash, Streamlit, Seaborn, Matplotlib, Bokeh, Altair, D3.js, Chart.js, Highcharts

    Chart.js

    Custom data visualization tools used by DataOx: Plotly, Dash, Streamlit, Seaborn, Matplotlib, Bokeh, Altair, D3.js, Chart.js, Highcharts

    Highcharts

    cloud & delivery infrastructure

    Cloud and delivery infrastructure at DataOx: AWS, Docker, GitHub Actions, Redis, PostgreSQL, Firebase, Heroku

    AWS

    Cloud and delivery infrastructure at DataOx: AWS, Docker, GitHub Actions, Redis, PostgreSQL, Firebase, Heroku

    Docker

    Cloud and delivery infrastructure at DataOx: AWS, Docker, GitHub Actions, Redis, PostgreSQL, Firebase, Heroku

    GitHub Actions

    Cloud and delivery infrastructure at DataOx: AWS, Docker, GitHub Actions, Redis, PostgreSQL, Firebase, Heroku

    Redis

    Cloud and delivery infrastructure at DataOx: AWS, Docker, GitHub Actions, Redis, PostgreSQL, Firebase, Heroku

    PostgreSQL

    Cloud and delivery infrastructure at DataOx: AWS, Docker, GitHub Actions, Redis, PostgreSQL, Firebase, Heroku

    Firebase

    Cloud and delivery infrastructure at DataOx: AWS, Docker, GitHub Actions, Redis, PostgreSQL, Firebase, Heroku

    Heroku

    what our clients say about us

    I’ve worked with Vladislav and DataOx twice now and have been impressed both times. They don’t just do everything they committed to do — on time and on budget — but they go above and beyond. On this second project, they showed initiative and added something they suspected I would want. They were right. I cannot recommend him and them any more enthusiastically. I’m a big fan.

    Photo of jeff leitner

    jeff leitner

    March 13, 2026

    We worked with the DataOx team on a complex internal project that involved building a custom software solution with Slack Bot integration, sophisticated server-side logic, and automated API workflows. The system needed to fetch, process, and store data in an intermediate database, and—only if specific conditions were met—push that data through additional APIs to our target software. It was no small task.
    So far, everything is running flawlessly, and we couldn’t be more satisfied. Their communication was consistently sharp, fast, and proactive—so fast, in fact, we sometimes had to catch up with them! Whether it was refining a feature, squashing a bug, or adjusting requirements on the fly, the team was always on it.

    What really stood out was the professionalism: we had a dedicated, experienced project manager who kept everything aligned and moving smoothly. DataOx truly listens, understands your needs, and delivers high-quality work with precision.

    If we could give 10 stars, we would. Highly recommend this outstanding team—and we’re definitely looking forward to working with them again!

    Photo of ilia sokolovskiy

    ilia sokolovskiy

    March 13, 2026

    We’re a UK based operation, and have worked on a couple of projects with DataOX over the last two years. I’ve been impressed with every project, as they’ve been delivered to the spec I’ve requested, alongside all the changes I asked for along the way.

    I was initially concerned about whether there would be a language barrier, but the developers, business leads and representatives of the company communicate in excellent English.

    We’ll continue to work with DataOX on projects in the future, and I’d highly recommend them to anybody reading this!

    andrew napier

    March 13, 2026

    Prompt. Got Job Done exactly how we wanted. Communicated clearly with the team about expectations and deadlines.

    Photo of mike goetsch

    mike goetsch

    March 13, 2026

    High Quality, fast data scraping from the team at DataOx. Very communicative and always proactive in understanding requirements before starting the work. Used multiple times, and will be using in the future!

    Photo of andrew haynes

    andrew haynes

    March 13, 2026

    Both the quality and the speed of delivery were awesome, and the communication along the way with our project manager and sales leader was perfect. They were both good at eliminating ambiguity in our requirements which resulted in a delivery we are very happy with.

    Photo of josh albrechtsen

    josh albrechtsen

    March 13, 2026

    I worked with DataOx on a data scraping. everything was done on time and with high quality. Vladislav and his team showed a high level of professionalism and attention to detail. I recommend DataOx to anyone looking for reliable specialists in web scraping!

    Photo of olim rakhmatov

    olim rakhmatov

    March 13, 2026

    These guys are simply the greatest. They are timely and accurate in their work, they communicate quickly, and I feel they genuinely understand and care for our needs. Whatever we have asked for, they have delivered. They made us a web scraper and automated many processes for our webshop. We started working together with Andrew and Bogdan in November 2022, and they are a delight to work with. Bogdan as our project leader, has been great! We will continue to work with DataOx for our projects.

    Photo of petter trønsdal

    petter trønsdal

    March 13, 2026

    Common questions about DataOx demand intelligence

    What is demand intelligence?

    Demand intelligence is the process of collecting and analyzing buying data and consumer signals that indicate purchase intent. The analysis includes historical data about a business’s own sales as well as public market information. DataOx delivers industry data that allows you to spot trends and demand drivers and predict future market dynamics.

    How to forecast demand based on historical data?

    You need to identify factors that influenced demand fluctuations in the past and anticipate a similar effect in the future. DataOx delivers demand forecasting data that allows you to compare sales spikes to scraped news and popular social media posts. We provide data monitoring services and notify clients about events that can affect demand for their products.

    How do data-driven consumer insights work?

    You analyze reviews and intent signals to understand consumer pains, preferences, and motivation, and adjust your service accordingly. DataOx scrapes consumer insights data from e-commerce platforms, review sites, and search engines, and connects it directly to your AI or BI system.

    How to collect consumer behavior data?

    You can track consumer behavior on your own website and combine it with public data collected from online sources. For actionable insights, you’ll need large datasets created through automated scraping. DataOx builds custom scrapers and delivers behavioral data at scale.

    How to find reliable travel consumer behavior data?

    The best consumer research data comes directly from the primary sources where travelers leave demand signals. DataOx builds custom scrapers to collect data from booking platforms, OTAs, review aggregators, and airline sites. Scraped data completely matches the source, giving you a reliable basis for analysis.

    How to use search data to estimate demand?

    You need to identify and monitor search queries people use to research the product before buying, find trusted sellers, and complete the purchase. For automated intelligence, DataOx can monitor search demand data and send you custom alerts. We also integrate search trends into your internal system or dashboard for easy access.

    Which consumer insight tools offer real-time data analysis?

    DataOx builds bespoke tools that track consumer trends data in real time. We scrape data from your industry-specific sources and deliver updates every few seconds. Our team develops analytics software that meets your particular consumer research use case.

    get a free consultation

    Fill out the form — we’ll get back to you with options tailored to your needs.

    what happens next

    We review your goals and get in touch to clarify scope

    Your privacy is a priority — NDA available upon request.

    You receive a clear proposal with timeline, budget, and delivery format.

    Once approved, we start building your data pipeline.

    Most projects launch within up to 10 business days.

    Have a question? Ask away

    contact us

    Let’s find the best solution for your data needs.

      get a free consultation

      Fill out the form — we’ll get back to you with options tailored to your needs.

      what happens next

      We review your goals and get in touch to clarify scope

      Your privacy is a priority — NDA available upon request.

      You receive a clear proposal with timeline, budget, and delivery format.

      Once approved, we start building your data pipeline.

      Most projects launch within up to 10 business days.

      Have a question? Ask away

      contact us

      Let’s find the best solution for your data needs.