a team providing ETL services for automation

ETL services and development

Your analysis should be fast, accurate, and produce actionable insights. Instead, every round starts with copying dozens of tables and checking scores of online sources. DataOx ETL services transform your data into a uniform, analysis-ready set where you can see its full potential. We develop ETL infrastructure covering both external and internal data sources.

a team providing ETL services for automation
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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

Our ETL development services across industries

Tech & SaaS

Accuracy and bias are the main concerns in AI adoption for 45% of surveyed business leaders. To create trusted tech tools, you need to build them on high-quality data. DataOx ETL company extracts data from public sources, filters duplicates and errors, adds labels, and loads it into your model. We process your own product statistics and combine them with scraped industry data to power market research and analytics.

E-commerce

Planning takes hours when you have to manually download suppliers’ databases, check competitors’ pricing, and manage storefronts in multiple marketplaces at once. DataOx ETL service helps you consolidate all data flows into a single system and streamline your operations. With our solutions, you can automatically restock products and adjust prices to the market.

Finance

Reporting season comes, and your team rushes to collect all the financial stats scattered around your system. A financial data warehouse not only makes this period less stressful, but also lets you keep track of your finances throughout the year. An ETL development company like DataOx pulls data from spreadsheets and transactional systems and processes it to fit a clear structure. Your team can use the warehouse to run real-time and historical analysis at any scale.

Job & HR

Candidates send you CVs in the format they like and add portfolio links to ten different websites. To automate candidate matching, you need the data structured in a machine-readable format. DataOx ETL development services include scraping job boards, extracting data from resumes, and setting up validation systems. Our clients see 90% accuracy in matching candidates and job postings automatically.

Healthcare

An ETL solution merges patient records, lab results, and wearable devices data into a single system. Doctors can notice details that could change a treatment plan, and AI algorithms can flag risk factors and give lifestyle recommendations. DataOx is aware of HIPAA/GDPR requirements and anonymizes and encrypts patient data depending on the use case.

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

Extract any data, load into any system

DataOx provides ETL as a service, pulling data from external and internal sources and integrating processed information into clients’ analytics or products.

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

Indeed

LinkedIn professional network data platform logo

LinkedIn

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

Ebay

Web scraping Zillow data from Zillow platform

Zillow

Binance Crypto Exchange Data API & Market Feeds

Binance

Coinbase Exchange Data & Trading Intelligence

Coinbase

Instagram data scraping for engagement and influencer analytics

Instagram

Facebook logo – Facebook web scraping for social insights and lead generation

Facebook

Medical Records of data scraping services

Medical Records

Financial Statements for data services

Financial Statements

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

ETL development solutions

25% of surveyed analysts admit they lose more than $5 million a year due to poor data quality. Many companies store terabytes of useful data yet fail to utilize it to its full potential. They lack the capabilities to process it manually or the infrastructure to automate analytics. DataOx ETL service delivers data ready to use.

We extract data from your legacy systems, paper documents, and public online sources. Our data transformation services include cleaning, deduplicating, and enriching with additional information. The output is integrated into any system you choose.

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ETL pipeline development

We build custom infrastructure connecting your spreadsheets and databases to the analytics setup or system where you plan to use the data. Our team creates algorithms for data transformation and automates data flow. We remain your partner for continuous maintenance, or provide full documentation and let your team run the system.

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ETL as a service

DataOx handles ETL end-to-end, delivering ready-to-use data in real time or on your schedule. We extract data from outdated systems and online sources, manage data entry, and perform human-powered validation. You can focus on analysis.

use cases

Data migration

You started as a small shop with a handful of items, and the systems that fit then are slowing you down today. With the DataOx ETL solution, you can stop dreading the upgrade. We extract data from your outdated databases and launch new infrastructure without downtime that could affect your margins.

Automated repricing across ecommerce marketplaces

Dynamic pricing

An ETL company like DataOx collects pricing data from rival storefronts and retail websites in real time. We structure the data by SKUs and product categories and spot errors that prevent item matching. The data flows to your automated repricer, keeping your price competitive without manual checks.

DataOx ETL solution for different industries

Cryptocurrency data integration

ETL development company DataOx moves market data from dozens of platforms to your live dashboard. Track the market around the clock and run historical analysis for insights. We add crypto news summaries to your feed to help you stay updated on sentiment and anticipate shifts.

DataOx ETL solution for different industries

Automated valuation

Manual assessment of each house requires your team to read through hundreds of characteristics. DataOx provides ETL development services for automated valuation models. We scrape prices, locations, and descriptions from property listings and connect the data to your statistical analysis or AI algorithm.

DataOx ETL solution for different industries

Marketing campaign tracking

When your campaign includes dozens of channels and covers different audiences, tracking results can take hours. An ETL solution connects views, clicks, engagements, and sales into a single system. The data is structured to support your ROMI calculation and to highlight the advertisements that work best.

DataOx ETL solution for different industries

Lead generation

DataOx extracts lead data from your outdated CRM, fixes errors, and loads it into new, efficient systems. We delete emails that no longer exist, remove duplicates, and enrich your leads with firmographic details for accurate scoring. Your team can focus on sales.

DataOx ETL solution for different industries
Automated repricing across ecommerce marketplaces DataOx ETL solution for different industries DataOx ETL solution for different industries DataOx ETL solution for different industries DataOx ETL solution for different industries DataOx ETL solution for different industries

Data categories we process as an ETL company

Prices

Trading volumes

Product specifications

Stock levels

Job descriptions

Professional profiles

Invoices

Lab results

Health records

Engagement Rates

Property features

Lead contacts

business analyst using an ETL solution at work

Choose your sources for data extraction

    Amazon eCommerce data scraping source

    Amazon

    eBay logo – eBay web scraping for auction data and product review monitoring

    eBay

    Web scraping Zillow data from Zillow platform

    Zillow

    Indeed logo – Indeed web scraping for job postings and employment data

    Indeed

    Glassdoor logo – Glassdoor web scraping for salary and company reviews

    Glassdoor

    LinkedIn professional network data platform logo

    LinkedIn

    Instagram data scraping for engagement and influencer analytics

    Instagram

    Facebook logo – Facebook web scraping for social insights and lead generation

    Facebook

    Binance Crypto Exchange Data API & Market Feeds

    Binance

    Coinbase Exchange Data & Trading Intelligence

    Coinbase

    Medical Records of data scraping services

    Medical Records

    Financial Statements for data services

    Financial Statements

    Data scraping solutions for applications

    Applications

    Legal data solutions

    Legal Documents

    Data automations and web scraping solutions for tax documents area

    Tax Documents

    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 ETL Services

    What is an ETL service?

    ETL stands for extract, transform, and load. An ETL service includes pulling data from internal systems and public sources and preparing it for analysis or other uses. The transformed data is loaded into a target database, data warehouse, or custom system. DataOx handles the process end-to-end.

    Who uses ETL?

    With a DataOx ETL solution, HR agencies automate candidate matching, cryptocurrency investors set up algorithmic trading, and retailers track competitor prices in real time. We help clients across industries control their data and integrate public information.

    How does ETL benefit companies?

    DataOx’s ETL development services help our clients solve data quality issues, improve internal data flow, and make data-driven decisions. We build automated pipelines that reduce human errors, boost operational efficiency, and give companies access to real-time analytics in a few clicks.

    How can you transform the data?

    DataOx provides ETL as a service, handling all the data preparation you need. Our team sets up automated data cleaning, deduplicating, and validating. We change data structure, enrich it with context, and produce AI-powered summaries. If necessary, we use optical character recognition and offer manual data entry.

    How do you ensure data quality during ETL processes?

    ETL company DataOx develops data validation software that checks every data point for accuracy and uniqueness. Incomplete records are flagged and corrected. Data formats are normalized automatically. We monitor every stage for errors and run manual QA on complex or high-stakes datasets.

    How to automate ETL process?

    Automation requires three things: a scheduler to trigger extractions, a transformation algorithm that runs without manual input, and a reliable load mechanism that puts data into your target system. An ETL development company like DataOx builds fully automated ETL pipelines and maintains them long-term.

    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.