web scraping solutions team discussion at monitor

Web Scraping Solutions

Every system fails — the risk is not noticing it. With web scraping, data can stop reflecting the market while the system appears stable, and sources may contradict each other without detection. Without consistency checks, all data looks equally valid. DataOx builds validation into the pipeline with outsource data enrichment: records are checked at ingestion, missing fields and duplicates are flagged, and errors are detected early (see how it works: https://data-ox.com/solutions/data-collection-services/). The system doesn’t define truth — it ensures data still behaves as expected.

web scraping solutions team discussion at monitor
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We’ve been pulling data from resistant websites since 2015. The scraping specialists at DataOx have seen every trick sites use to block automated collection and beaten them all. Your datasets land structured exactly how you need them because we’ve done this type of work thousands of times. Zero learning curves or trial runs on your budget. We work with proven extraction methods from people who crack tough data problems for a living.

Andrii Pylypchuk

Technical Lead

Our web scraping solutions across industries

E-commerce and Retail

DataOx collects product catalogs and pricing data from thousands of online stores. The thing here is that in retail, a significant share of scraped data can be incomplete or inconsistent. That’s because products may appear multiple times with different parameters, also outdated values can be mixed with the correct ones. DataOx web scraping solutions address this at the pipeline level. Records are validated during ingestion, duplicates are detected and handled, and data formats are standardized to ensure consistency across datasets through outsource data enrichment.

Finance and Investment

DataOx collects financial metrics from multiple platforms and tracks data behavior over time. It captures anomalies and alerts when values no longer match expected patterns. This is how it eliminates the situation of “accuracy failures disguised as success”, when data looks correct but no longer matches the market. Web scraping solutions should be much more than data extraction. They are supposed to act as controlled systems that ensure financial data remains consistent, traceable, and reliable across sources with b2b data enrichment solutions, even as market conditions change.

Real Estate

DataOx continuously collects data from real estate portals. Data fragmentation is the biggest challenge you face here. The same property can appear multiple times with different prices, attributes, or statuses across platforms. Research confirms that duplicates and inconsistencies are a systemic part of scraped datasets. To handle this we need to take steps at the pipeline level, not after the collection is done. DataOx web scraping solutions address this issue. During the collection process data is cleaned, duplicates are detected and merged, while outsource data enrichment aligns records through mapping and normalization. This more or less helps to turn fragmented listings into a single consistent object.

Job & HR

DataOx b2b data enrichment solutions standardize job postings and salary data into a unified format. They transform disparate values into comparable metrics. DataOx web scraping solutions handle data collection, while enrichment aligns data across sources. This helps HR teams to work with consistent market indicators rather than random values.

Travel and Hospitality

DataOx tracks prices and availability in the travel sector in real time. The special thing about it is that data here changes every minute and quickly loses relevance. DataOx web scraping solutions capture these shifts and detect anomalies. Outsource data enrichment within the DataOx pipeline standardizes and validates the data. This helps to distinguish real market movements from data collection errors.

Education & Research

DataOx collects scientific data and publications. Scientific data across the internet is inherently variable and can differ from source to source, creating subtle distortions. To work with data that retains its reliability after collection, it is essential to build a controlled pipeline from the start, as DataOx does in practice.

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

Walmart

Amazon product data and e-commerce platform logo

Amazon

eBay icon — Shopee data scraping services for eBay marketplace data

eBay

LinkedIn professional network data platform logo

LinkedIn

Zillow logo – Zillow web scraping for real estate listings and market data

Zillow

Google Images Search Engine For Visual Content Discovery Platform Logo

Google

Youtube data scraping for content and audience analytics

YouTube

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

X

Yahoo Finance logo — Yahoo Finance market data scraping source

Yahoo Finance

Zillow scraper and Craigslist listings data extraction

Craigslist

Yelp icon — Yelp data scraping

Yelp

CSV file icon – Data scraping jobs delivered in CSV format for easy spreadsheet analysis

CSV

XLSX file icon – Web scraping job data with Excel file delivery for workforce analytics

XLSX

JSON file icon – Job scraping API providing structured, API-ready data for automation

JSON

XML file icon – Custom web scraping jobs outputting data

XML

Database icon – Web data scraping jobs with direct database integration

Database

CRM icon – Scrape jobs from the internet and integrate data into CRM

CRM

Dashboards icon – Job scraping software feeding dashboards for business

Dashboards

Analytics icon – Web scraping jobs data powering workforce analytics and HR platforms

Analytics

Insights icon – Data scraping jobs delivering actionable insights for business decision-making

Insights

API icon – Job scraping API for custom endpoints to extract and automate

API

Email icon – Schedule web scraping jobs with automated email delivery for timely updates

Email

HOW DATA FLOWS THROUGH WEB SCRAPING SOLUTIONS

DataOx web scraping solutions are not a standalone tool. It is a set of systems for collecting and monitoring data from hundreds of sources: from e-commerce and job platforms to financial and niche websites. The key difference is that a web scraping solution is not limited to data extraction. Data is validated, cleaned, and prepared for use during the collection process with b2b data enrichment solutions.

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Real-time collection

To get the most up-to-date data, use a web scraping solution. DataOx delivers data to your systems in real time, so you don’t miss important updates.

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Scheduled collection

DataOx collects data at specified intervals based on your requirements. Data can be refreshed every couple of minutes, daily, weekly, monthly, or at custom intervals you define.

use cases

Anti-bot systems distort data access

Anti-bot systems on modern websites may allow a request to pass but return only partial results.

In such cases, web scraping solutions must control not the request itself, but whether the data was actually retrieved.

lead generation web scraping tools

Scaling data collection breaks simple scraping logic

Web scraping solutions evolve with scale. What works for hundreds of pages does not work for millions: rate limits, blocking, and unstable results emerge.

At scale, even reliable sources begin to return incomplete or inconsistent data. At this point, a web scraping solution becomes infrastructure that manages load and stability.

lead generation web scraping tools

Legal and compliance risks in web data collection

Even publicly available data can be restricted by website terms or regulations such as GDPR.

At scale, this becomes a business risk. A web scraping solution must account for these constraints.

lead generation web scraping tools

Scraped data quality directly affects AI and analytics

Web scraping is increasingly used as a data source for analytics and machine learning models.

However, research shows that variability and instability in web data can lead to distorted outcomes. In this context, a web scraping solution acts as a quality control system, not just a data collection tool.

lead generation web scraping tools

Web sources are unstable and context-dependent

Web sources are inherently unstable: the same query can return different results depending on time, location, or context.

Research shows that such variations can be significant and systematic. This means web scraping solutions must account for source variability rather than ignore it.

lead generation web scraping tools
lead generation web scraping tools lead generation web scraping tools lead generation web scraping tools lead generation web scraping tools lead generation web scraping tools

DATA CATEGORIES WE SCRAPE ACROSS WEB SOURCES

Product prices

Contact details

Publication date

Stock levels

Geographic location

Brand information

Product specifications

Review ratings

Purchase patterns

Customer reviews

Content category

Image URLs

web scraping solutions document in hands review

data delivery formats

Choose the format that works best for your workflow

We deliver extracted data in multiple formats with full customization options. Whether you need instant access, automated integration, or specific file structures – we’ve got you covered.

CSV

CSV

Excel (XLSX) / Google Sheets

Excel

JSON

JSON

API Integration

API

Database Direct

Database

Custom

Custom

Choose your data sources to scrape

    LinkedIn

    LinkedIn

    Indeed

    Indeed

    Glassdoor

    Glassdoor

    Monster

    Monster

    ZipRecruiter

    ZipRecruiter

    Google

    Google

    Wikipedia

    Wikipedia

    Bloomberg

    Bloomberg

    Reuters

    Reuters

    Yahoo Finance

    Yahoo Finance

    Justia

    Justia

    Martindale

    Martindale

    X

    X

    Facebook

    Facebook

    Reddit

    Reddit

    Amazon

    Amazon

    eBay

    eBay

    Alibaba icon — scraping Shopee and Alibaba supplier data

    Alibaba

    AliExpress marketplace data source

    AliExpress

    MarketWatch

    MarketWatch

    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 for web scraping solutions

    automation instead of manual work

    99.9% uptime guarantee and stable data delivery with DataOx scraping services

    Stop spending time on repetitive data tasks. DataOx automates data collection and delivery, so your team can focus on analysis and strategy.

    99.9% uptime guarantee and stable data delivery with DataOx scraping services

    fast start, flexible approach

    Reliable and accurate data delivery through automation and QA

    Projects launch quickly and adapt to your changing needs. You can adjust the scope at any stage without delays or complications.

    Reliable and accurate data delivery through automation and QA

    cost-effective at scale

    Strategic partnership and proactive problem-solving — DataOx client support

    Whether you need data from a few sources or thousands, you pay for results, not for maintaining infrastructure.

    Strategic partnership and proactive problem-solving — DataOx client support

    easy integration

    Scalable web scraping with cost-effective pricing model

    Data fits directly into your systems via API, files, or custom pipelines, no additional development required on your side.

    Scalable web scraping with cost-effective pricing model

    reliable data quality

    Secure data handling with NDA protection — DataOx confidentiality guarantee

    You get consistent and accurate data, ready to use without extra cleaning or validation.

    Secure data handling with NDA protection — DataOx confidentiality guarantee

    manual work out, automation in

    DataOx helps you scrape and delivers data so your team can focus on decisions instead of manual routine. You get reliable data and flexible setups tailored to your business needs.

    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

    FAQs ABOUT WEB SCRAPING SOLUTIONS

    What is a web scraping solution?

    A web scraping solution is a system that automates data extraction from websites and includes data collection, processing, and delivery in a defined format. DataOx implements web scraping solutions as pipelines where data is collected, validated, and delivered via APIs or files.

    Is web scraping legal?

    Web scraping of public data can be legal. However, legality is not determined by the technology itself, but by the context. You need to check the website’s terms of use, the type of data, and how it is used. In some cases, restrictions may apply due to contractual terms or regulations such as GDPR. DataOx takes these factors into account when building web scraping solutions. That’s how we ensure the collection process aligns with data access and usage requirements.

    Why not build a scraper in-house?

    A scraper is only the beginning. The main challenge is to maintain and control data quality. Websites change, structures break, and without continuous monitoring, a scraper either stops working or starts returning incorrect data. DataOx builds web scraping solutions as managed systems where maintenance and control are built into the process.

    How much does a web scraping solution cost?

    The cost is determined not by the volume of data, but by its complexity. Update frequency, site protection, and data quality requirements all affect pricing. DataOx evaluates web scraping solutions individually based on the collection and processing parameters of each project. We typically scope projects within 3–5 business days. To estimate the cost for your case, contact us.

    Can scraped data be trusted?

    Scraped data requires validation. Web data changes and may contain distortions. DataOx validates data during the collection process within web scraping solutions to prevent incorrect values from entering the system.

    What are web scraping solutions used for?

    Web scraping solutions are used to monitor prices, markets, and behavioral data. DataOx uses these solutions as systems for collecting and preparing data. Then it can be used in analytics and business processes.

    What is the biggest risk in web scraping?

    The biggest risk is silent data degradation. The system continues to operate, but the data no longer reflects reality. DataOx builds web scraping solutions with integrated quality control so that such changes are detected during the process, not after decisions are made.

    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.