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Web Scraping Experts in Berlin

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Hire experts who build reliable scraping pipelines, handle anti-bot controls, and structure data from complex sites and APIs. Get fast, precise matching with vetted, available freelancers.

Meet FRATCH Experts in Berlin, who have recently used Web Scraping

Verified expert

Meisam G.

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AI Product Engineering Lead | Hands-On Delivery, Clients & Platforms

Berlin
Meisam G.

Last position:

Senior AI Engineer / Data Scientist at Geeks Ltd (WordUp)

Geeks Ltd is a UK-based technology company; WordUp is its AI-driven language-learning product focused on personalized vocabulary learning and intelligent educational experiences.

  • Coordinate AI product delivery across Product, Engineering, Data, Operations, and leadership, translating user needs into scoped initiatives, sequencing work, surfacing blockers, facilitating hand-offs, and communicating progress.
  • Own search, recommendation, retrieval, and content-enrichment features end to end, from requirements and architecture through Python/FastAPI implementation, testing, deployment, monitoring, and rapid iteration.
  • Developed low-latency retrieval, ranking, and personalization services using AWS, OpenSearch, DynamoDB, embeddings, and reusable APIs, achieving <1s latency, 22% higher engagement, and 12% higher premium conversion.
  • Use AI coding assistants for codebase analysis, scaffolding, refactoring, tests, debugging, and documentation while reviewing every output for correctness, architectural fit, security, maintainability, and user value.
  • Represent technical work in planning and stakeholder discussions, gather requirements first-hand, challenge priorities constructively, explain delivery trade-offs, and help teammates make outcome-focused decisions.
Verified expert

Fiona S.

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Software Engineer & Creative Technologist

Berlin
Fiona S.

Last position:

Freelance at Flyworks

Verified expert

Ege P.

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AI Research Collaborator

Berlin
Ege P.

Last position:

AI Research Collaborator at NPO

  • Contributed to the Karakutu project, developing AI-driven tools to analyze news in Turkey.
  • Assisted in web scraping, applied NER for entity extraction, and built interactive filtering interfaces (Vue.js, Plotly.js) for entity and location based search.
  • Performed sentiment and content-shift analysis to detect editorial influence in modified news articles.
Verified expert

Kai S.

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Software Developer

Berlin
Kai S.

Last position:

Software Developer at Hensoldt AG

  • Development of a GUI application for capturing and calculating TOPSIS sensor combinations
  • Technologies: Python, VS Code, Unit Tests, Clean Code, GitHub Copilot

Discover over 15,000 top freelancers

Statistics of experts using Web Scraping

Aggregated from the professional profiles of matched freelancers.

Experience

13 years (Germany: 14 years)

Web Scraping experts in Berlin have 13 years of professional experience on average. It is 1 year less than in Germany, where the average stands at 14 years.

Position duration

2.2 years (Germany: 2.3 years)

Web Scraping experts in Berlin stay in a single position for 2.2 years on average. It is 0.1 years less than in Germany, where the average stands at 2.3 years.

Positions per freelancer

9

Web Scraping experts in Berlin have completed 9 positions on average over the course of their careers.

Top business areas

Information Technology, Product Development, Research and Development

Web Scraping experts in Berlin have gathered most of their hands-on project experience in Information Technology, Product Development, and Research and Development.

Top industries

Information Technology, Education, Healthcare

Web Scraping experts in Berlin are most in demand in Information Technology, Education, and Healthcare.

Bachelor's degree or higher

100% (Germany: 96%)

100% of Web Scraping experts in Berlin hold at least a Bachelor's degree. It is 4% higher than in Germany, where the rate stands at 96%.

Master's degree or higher

60% (Germany: 70%)

60% of Web Scraping experts in Berlin hold at least a Master's degree. It is 10% lower than in Germany, where the rate stands at 70%.

Certifications per freelancer

0 (Germany: 1)

Web Scraping experts in Berlin hold 0 professional certifications on average. It is 1 fewer than in Germany, where the average stands at 1.

Most common languages

German, English, Spanish

Web Scraping experts in Berlin most often speak German, English, and Spanish.

Speak two or more languages

100%

100% of Web Scraping experts in Berlin speak two or more languages.

Based on our profile pool as of 19 Sep 2026.

Daily rate distribution

0 1 2 3 4
One of the Web Scraping experts in Berlin charges less than €320 per day.
One of the Web Scraping experts in Berlin charges between €320 and €480 per day.
One of the Web Scraping experts in Berlin charges between €640 and €800 per day.
One of the Web Scraping experts in Berlin charges between €800 and €960 per day.
One of the Web Scraping experts in Berlin charges €1120 or more per day.
<€320 €320-​480 €640-​800 €800-​960 €1120+

The chart shows how the daily rates of freelancers in this technology in Berlin are distributed, based on recent contracts on our platform. Each bar covers a rate range — its height shows how many freelancers charge within that range.

Average rates of experts in Berlin using Web Scraping

Rates are based on recent contracts and do not include FRATCH margin.

800
600
400
200
Rate comparison chart
Daily rate avg. 613 €
Germany avg. 687 €

The average daily rate is the mean of all daily rates from recent contracts of comparable freelancers on our platform.

800
600
400
200
Rate comparison chart
Median rate 640 €
Germany median 712 €

The median daily rate is the middle value of all daily rates — half of comparable freelancers charge less, half charge more. Unlike the average, it is barely affected by outliers.

Calculated based on our freelancers’ daily rates as of 19 Sep 2026. Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.

Web Scraping experts industry focus

See which industries our matched freelancers work in most often — every figure is calculated live from the freelancers on FRATCH.

  • Information Technology (83%)
  • Education (67%)
  • Healthcare (50%)
  • Media and Entertainment (50%)
  • Government and Administration (50%)
  • Retail (50%)
  • Energy (33%)
  • Banking and Finance (33%)

Please note that freelancers can work across multiple industries, so percentages overlap.

About the technology

Data extraction

Web scraping pulls data from public websites and turns it into usable records. It is used for price monitoring, lead lists, market research, job boards, catalog feeds, and content collection when no clean API is available.

Common stack

  • HTML parsing and selector logic
  • Browser automation for dynamic pages
  • Request handling, retries, and rate limits
  • Storage, cleanup, and deduplication
  • Export to CSV, JSON, databases, or internal tools

Strong professionals know when to scrape, when to use an API, and how to keep jobs stable as page layouts change. They also write code that is easy to adjust when the source site changes its structure.

When to bring help

Companies usually bring in freelance specialists when an internal team needs data fast, but the source sites are messy, blocked, or built with JavaScript. It also helps when a one-off crawl needs to become a repeatable pipeline with monitoring and error handling.

What good work looks like

A solid web scraping specialist cares about data quality, not just getting a page to load. They handle pagination, login flows where permitted, bot detection, and field mapping so the output is ready for analysis or import.

Berlin projects

Berlin teams often use scraping for ecommerce, media monitoring, travel data, and B2B research. Remote work is common, but local collaboration can help when stakeholders want quick review cycles, German-language source sites, or tight alignment with product and research teams.

Ecosystem and skills

  • Python or JavaScript for extraction logic
  • Scrapy, Playwright, Selenium, or Puppeteer
  • XPath, CSS selectors, and DOM inspection
  • Basic data engineering and QA thinking
  • Respect for site terms, robots rules, and legal constraints
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Frequently asked questions

Not sure where to start with Web Scraping? These answers cover the essentials.

A strong web scraping specialist delivers structured data, not just scripts. That can include crawlers, extraction rules, cleaned datasets, and scheduled jobs that keep collecting the same fields over time. The best output is ready to use in reporting, search, enrichment, or import workflows.

No. Web scraping reads data from website pages, while an API provides a defined interface for data exchange. If an API exists and covers the need, it is usually cleaner; scraping is used when there is no API, the API is limited, or the public pages contain the required data.

Common web scraping tools include Scrapy for crawl logic, Playwright or Selenium for browser automation, and Puppeteer in JavaScript stacks. Strong specialists also use selectors, queueing, retry logic, and storage tools so the pipeline stays stable when pages change.

Simple web scraping tasks can be handled by a specialist who knows page structure, extraction rules, and clean output formats. More complex work needs experience with JavaScript-heavy sites, login flows, rate limits, and monitoring. If the source is fragile or changes often, deeper experience matters.

Look for web scraping professionals who also understand data cleaning, browser automation, and basic backend work. SQL, Python or JavaScript, and a sharp eye for schema design help a lot. For ongoing feeds, monitoring and alerting are just as important as extraction.

Web scraping focuses on extracting specific fields from pages, while crawling is about discovering and visiting pages at scale. Many projects need both, but the goal is different. A good specialist knows when to combine them and when a smaller, targeted extractor is enough.

Yes. Web scraping work is often remote-friendly because the main inputs are source URLs, sample pages, and clear data requirements. In Berlin, on-site time can still help during discovery, especially if product, research, or legal teams need close coordination around scope and acceptable sources.

A good web scraping solution is testable, easy to change, and respectful of source-site limits. Check whether it handles errors, deduplicates records, keeps field names consistent, and separates extraction logic from storage. If it only works on one page today, it is not production-ready.

The average hourly rate of freelancers in Berlin, Germany who have used Web Scraping in their recent projects is 77 €, which corresponds to a daily rate of about 613 € based on an 8-hour working day.

Of the freelancers in Berlin, Germany who have used Web Scraping in their recent projects, 100% hold at least a Bachelor's degree and 60% hold at least a Master's degree.

On average, freelancers in Berlin, Germany who have used Web Scraping in their recent projects have 13 years of professional experience, with a single engagement typically lasting around 2.2 years.

The most common languages among freelancers in Berlin, Germany who have used Web Scraping in their recent projects are German (100%), English (100%), and Spanish (33%).

The most common industries among freelancers in Berlin, Germany who have used Web Scraping in their recent projects are Information Technology (83%), Education (67%), and Healthcare (50%).

The most common business areas among freelancers in Berlin, Germany who have used Web Scraping in their recent projects are Information Technology (100%), Product Development (83%), and Research and Development (83%).

Main locations of FRATCH Experts, who have recently used Web Scraping

Our freelancers and interim experts are at home across the DACH region — available on-site in the major business hubs or fully remote. Choose a location to discover matched specialists, local market insights and up-to-date availability.

Berlin Hamburg Munich Cologne Frankfurt Stuttgart Dusseldorf Leipzig Dortmund Essen Bremen Dresden Hanover Nuremberg

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