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What is Data Scraping?

28d ago | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

Whether it's product prices, job listings, real estate offers, or stock market data: the internet is full of publicly available information. But when that data is collected in large volumes and automatically processed, it’s called data scraping. A term that’s increasingly relevant in the age of AI, big data, and digital business models — but also legally and ethically controversial.

Definition: What is data scraping?

Data scraping refers to the automated process of extracting data from websites or online platforms. Special software tools or scripts — known as scrapers — scan websites, identify structured information (like tables, text, or metadata), and save it into databases or spreadsheets for further use.

Common use cases for data scraping include:

  • Price monitoring in e-commerce (e.g. comparing Amazon and eBay listings)
  • Tracking job postings across multiple career sites
  • Analyzing customer reviews or forum comments
  • Extracting contact data from online directories

The data collected is often used for market research, competitive analysis, lead generation, or training artificial intelligence systems.

Technically simple, but not always legal

Technically speaking, data scraping is relatively easy. Even a basic Python script using libraries like BeautifulSoup, Scrapy, or Selenium can extract web content automatically. Browser plugins and low-code tools have made it even more accessible to non-programmers.

But legally, data scraping is a gray area. In the EU and Germany, website content is protected under copyright laws, even if it's publicly accessible. Mass copying and reuse of data may violate copyright law, website terms of service, or the General Data Protection Regulation (GDPR) — especially when personal data is involved.

Major platforms like LinkedIn, Facebook, and Amazon actively fight unauthorized scraping. At the same time, many companies use scraping techniques themselves for competitive intelligence or market analysis.

Data scraping vs. APIs: A legal alternative?

Many websites now offer APIs (Application Programming Interfaces) — official access points for retrieving structured data legally and efficiently. APIs are stable, documented, and often permitted under clear usage terms. However, they are sometimes limited, expensive, or don't provide all the data a company wants.

As a result, scraping is often the “unofficial” workaround, especially when no API is available or when the API limits usage too tightly.

Use cases: From SEO to AI training

Data scraping plays a key role in various digital business models. Common fields of application include:

  • SEO: Tracking search engine rankings, analyzing competitors’ content
  • E-commerce: Dynamic pricing, catalog monitoring, offer comparisons
  • Finance: Real-time news, market signals, or portfolio tracking
  • Artificial Intelligence: Gathering training data for chatbots, language models, or image recognition

Journalists also use scraping, especially in investigative and data-driven reporting — for example, to analyze large data leaks or identify hidden patterns in public records.

Risks and ethical concerns

Despite its usefulness, data scraping raises serious legal and ethical issues. In addition to copyright and privacy concerns, it also raises questions of fair use and server load — scraping can overwhelm websites with automated requests. Some platforms block scrapers or deploy bot detection tools to prevent abuse.

There is also risk of misuse: scraping can be used for spam, misinformation, or even identity theft — for example, by harvesting email addresses or profile pictures from public sites.

Conclusion: Powerful, but with limits

Data scraping is a powerful tool in the data-driven economy. It provides access to information that would otherwise be difficult to obtain — enabling insights, automation, and innovation. However, the line between smart data strategy and legal violation is thin.

Anyone who wants to use scraping professionally must not only understand the technical side, but also comply with legal frameworks, follow ethical guidelines, and ensure responsible data handling.

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The Swiss Media Landscape 2025 – Newspapers, Magazines, Radio Stations and More in Switzerland

10/13/2025 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

Between Alps, algorithms, and four national languages: The media in Switzerland in transition

In 2025, Switzerland’s media landscape is diverse, linguistically rich, and undergoing transformation. With a total of 2,715 media outlets, Switzerland is an essential part of the DACH region (Germany, Austria, Switzerland), which collectively includes 20,432 media entities. Despite its relatively small population, Switzerland maintains a dense and regionally rooted media network.

The Swiss media ecosystem is characterized by a fine web of local newspapers, specialized publishers, public service broadcasting, and digital niche platforms — all underpinned by a culture that values press freedom, media diversity, and journalistic quality.

1. Print Media: Regionally Anchored, Digitally Renewed

Newspapers and Online News

Switzerland has 232 newspapers and online news outlets, with a strong emphasis on regional coverage. Local papers such as the Aargauer Zeitung, Thurgauer Zeitung, or Walliser Bote play a vital role in their communities.

Major national publications like NZZ, Tages-Anzeiger, and Blick are expanding their digital strategies — including paywalls, apps, newsletters, and podcasts — while smaller publishers focus on reader engagement and hyperlocal content.

Magazines and Journals

With 737 magazines and journals, Switzerland boasts a strong publishing sector. Titles such as Die Weltwoche, L'Hebdo, or Bilanz are widely read, with many publications appearing in multiple languages or regional editions. Trade and industry magazines — especially in finance, health, and tourism — are also influential internationally.

2. Science and Publishing: A Swiss Strength

Switzerland is home to 1,118 scientific journals, a disproportionately high number due to its strong academic and research infrastructure. Institutions like ETH Zurich, EPFL Lausanne, and the University of Basel drive numerous high-quality scientific publications, often in international cooperation.

In addition, 357 publishers operate in Switzerland, many of them highly specialized. Their focus often includes scientific, legal, and medical content. New publishing models are emerging, blending print, e-books, and open access strategies.

3. Radio and Television: Multilingual and Multimedia

Radio Stations

Switzerland hosts 100 radio stations, including public (SRG SSR) and private broadcasters. A key feature: content is produced in all four national languages — German, French, Italian, and Romansh — making the radio landscape uniquely diverse.

TV Channels

With 46 television stations, Swiss broadcasting is broad and multilingual. Major networks like SRF, RTS, and RSI operate under SRG SSR and provide content across languages and regions. Increasingly, they are investing in streaming platforms, digital archives, and media libraries to reach younger audiences. Private regional stations like TeleZüri or TV24 complement the offering with local news and entertainment.

4. Digital Formats and Emerging Voices

Blogs, Podcasts, and Online Portals

Switzerland has a vibrant digital media culture, with 37 blogs, 12 podcasts, and 32 online portals. While the numbers may be smaller than in Germany, the content is often deep, high-quality, and highly specialized — particularly in politics, science, and environmental reporting.

Podcasts are increasingly seen as a natural extension of traditional media — offered by outlets like SRF or NZZ — but also as a space for new, younger voices discussing issues such as education, gender, or urban culture.

5. Music Labels, Communities, and Agencies

Music Labels

Switzerland is home to 22 music labels, many of which focus on electronic music, jazz, and Alpine folk genres. Labels like Mouthwatering Records or Quartz Records are known for their creative projects and growing international recognition.

Forums and Communities

With 13 forums and community platforms, the scene is modest but impactful. Many serve as academic or technical discussion spaces, often developed in collaboration with universities or research institutions. Topics range from energy and health to information technology.

Press Agencies

Switzerland has 9 press agencies, including the SDA – Swiss News Agency, the country’s primary newswire. Others provide specialized content in finance, science, or culture, serving both traditional media and digital platforms.

Conclusion: Diversity Across Language Borders and Digital Change

The Swiss media landscape in 2025 reflects the nation’s identity: multilingual, decentralized, independent — and facing the challenges of digitization, media consolidation, and economic pressures. The balance between regional journalism and global connectivity remains both a strength and a challenge.

Nevertheless, Switzerland’s media sector is remarkably resilient — not only in quantity, but in quality. It proves that even a small country can support a strong, diverse, and internationally respected media system.

In Switzerland, media diversity is not an aspiration — in 2025, it’s a democratic reality.

Overview: Media in Switzerland 2025

Media Type Total (DACH) In Switzerland
Blog64337
Forum / Community18613
Scientific Journal4,9481,118
Music Label / Record Label39722
Magazine / Journal6,738737
Newspaper / Online Newspaper1,663232
Podcast18612
Press Agency / News Portal1089
Publishing House4,155357
Radio Station664100
TV Broadcaster31446
Online Portal43032
Total20,4322,715
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What is a press trip?

09/26/2025 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

A press trip is a trip organized by the host (e.g., tourism association, company) to give journalists and bloggers the opportunity to get to know a place, product, or service on site in order to report on it. The goals are to gather information, ask questions, and experience products in order to generate authentic “stories” for reporting.

Objectives of a press trip

Direct insight: Journalists can form their own impression of a place or situation and gather facts.

Authentic content: By experiencing the location firsthand, journalists can tell “stories” based on concrete examples.

Networking: Press trips offer the opportunity to get in touch with organizers, producers, and other media representatives.

Schedule and organization

Program design: There are different programs, from tightly scheduled trips to more relaxed trips with plenty of free time for your own explorations.

Travel and accommodation: Participants often have to organize and pay for their own travel to and from the departure point.

Key content: The itinerary is tailored to the specific theme, e.g., wine tastings on an F&B press trip.

Important aspects

Independence: Reporting should remain independent, even if travel expenses are covered by third parties.

Responsibility: Responsible media outlets such as ZEIT and ZEIT Online have clear guidelines stating that travel should be paid for by the traveler, even if exceptions are made for research purposes. Transparency: While influencer trips often require disclosure, this is not always the case for press trips by journalists.

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How to Create a Media Monitoring Report (Press Clipping Report)

09/22/2025 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

A media monitoring report – also known as a press clipping report or media coverage summary – is a key tool in public relations. It documents how a company, brand, or topic is represented in the media. Whether used for internal reviews, client reporting, or evaluating the success of PR campaigns, a well-prepared media report provides clarity, transparency, and a solid basis for communication strategy. But how exactly do you create one? In this article, we guide you through the process step by step.

1. What Is a Media Monitoring Report?

A media monitoring report is a collection of media mentions across various channels such as print, online, TV/radio, or social media, where a particular topic, company, or spokesperson is featured. It provides a snapshot of when, where, how, and in what tone a brand or topic has been covered by the media.

2. Why Is a Media Report Important?

  • Performance tracking: Did a PR campaign generate coverage?
  • Reputation monitoring: Is the tone of coverage positive or critical?
  • Media landscape insights: Which outlets or journalists are writing about your industry?
  • Reporting for stakeholders: Provide clear summaries for executives, clients, or investors.
  • Archiving: Build a historical record of your media presence over time.

3. What Types of Sources Are Included?

A comprehensive media report can include a variety of media types:

  • Print media: Newspapers, magazines, trade journals
  • Online media: News websites, blogs, forums
  • Broadcast media: Mentions in radio or TV programs
  • Social media: Mentions on platforms like X (Twitter), LinkedIn, Instagram, Facebook, etc.
  • Podcasts and newsletters: Especially important in B2B communications

Depending on your goals, you may focus more heavily on certain types of media – for example, online-only, or including social listening results.

4. How to Create a Media Monitoring Report – Step by Step

1. Define Your Objective

What do you want the report to achieve? Is it to track a specific campaign, provide a monthly overview, or monitor certain issues like sustainability or crisis topics? The purpose will shape the structure.

2. Set a Time Frame

Choose a reporting period – it could be daily, weekly, monthly, or linked to a specific event or launch.

3. Monitor Media Coverage

Media tracking can be done manually (via Google Alerts, searching news websites, etc.) or with professional tools like Meltwater, Cision, Brandwatch, Talkwalker, or pressrelations. Make sure to set the correct keywords, brand names, spokespersons, and topics.

4. Collect and Analyze Content

Gather all relevant mentions in a document – including publication name, date, author (if known), link or scan, and ideally a screenshot or PDF. For each item, analyze:

  • Tone: Positive, neutral, or negative?
  • Relevance: How visible is it? What’s the outlet’s reach?
  • Message: What is being said and how is your brand represented?

5. Organize the Report

You can structure the media report by media type (print, online, broadcast), date, or topic cluster. Include a clear table of contents and – optionally – a short executive summary with highlights.

6. Format and Presentation

Media reports can be presented as a PDF, PowerPoint deck, Word file, or in an online dashboard. Key elements for a professional look:

  • Clickable links or embedded PDFs
  • Color-coded sentiment (e.g., green = positive, red = negative)
  • Branding elements such as your logo or that of the media outlet

5. Legal Considerations

Be careful with copyright when including full articles. In many countries (including Germany), redistributing full-text media content without a license may violate intellectual property rights. Instead, you can:

  • Use summaries or short excerpts
  • Link to the original article
  • Use licensed press clipping services like PMG or Cision

6. Pro Tips for Practical Use

  • Add a summary page with key metrics (e.g. total mentions, tone breakdown, top sources)
  • Use charts or graphs to visualize trends
  • Archive your reports by date or campaign for future benchmarking
  • Include social media mentions for a complete picture
  • If you create reports regularly, consider automated tools to save time

7. Conclusion: A Strategic Tool for Modern PR

A media monitoring report is more than just a list of articles – it’s a strategic tool. Whether you're measuring campaign success, monitoring brand reputation, or preparing for a board meeting, a well-structured media report offers valuable insight into public perception. It empowers communication teams to respond proactively, demonstrate ROI, and plan better for future campaigns.

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PR Fees 2025 – What Do Consulting Hours at PR Agencies and Independent PR Consultants Cost?

09/03/2025 | by Patrick Fischer, M.Sc., Founder & Data Scientist: FDS

The world of public relations is changing rapidly. Communication is becoming faster, more complex, and more digital – and companies are increasingly relying on professional support from PR agencies or independent PR consultants. But how have fees developed in 2025? What hourly rates are realistic, and what should businesses expect when hiring external communication experts?

1. PR Services in Transition

While traditional press relations used to dominate, PR today covers a wide spectrum: strategic communication planning, crisis management, social media management, influencer relations, content creation, and even corporate podcasting. The demands on PR professionals have increased – as have their fees. Companies no longer expect just press releases, but comprehensive communication strategies that deliver long-term impact.

2. Average Hourly Rates in 2025

Prices for PR services vary depending on agency size, specialization, experience, and location. In 2025, the average hourly rates in Germany are roughly as follows:

Type of Provider Typical Hourly Rates 2025 Key Characteristics
Freelance PR Consultants €80–150 Flexible involvement, often niche or industry specialists
Small to Mid-Sized PR Agencies €100–180 Balanced mix of strategy & execution, more personal client service
Large Agencies / Specialized Consultancies €150–250 Highly specialized teams, broad service portfolio, international expertise
Top Experts (e.g. crisis communication, CEO advisory) €250+ High demand, often engaged for sensitive or time-critical projects

3. Daily Rates Compared

For longer projects or strategic mandates, many PR professionals work with daily rates. These typically range between €800 and €1,500, with some cases exceeding €2,000 per day – particularly when urgent crisis communication is required or when working with large international corporations.

4. Factors Influencing Fees

In addition to qualifications, several factors impact pricing:

  • Scope of Work: Basic media relations are less expensive than comprehensive communication strategies.
  • Industry: Regulated sectors (e.g., pharmaceuticals, finance) tend to command higher fees.
  • Urgency: Ad-hoc projects such as reputation crises increase costs significantly.
  • Location: Rates in major hubs like Berlin, Hamburg, or Munich are generally higher than in smaller cities.

5. Transparency and Budget Planning

Many agencies now offer transparent package deals that include consulting, implementation, and reporting. This helps companies plan budgets more effectively and avoid unexpected costs. At the same time, more PR providers are moving toward retainer models, where clients book a set number of consulting hours each month. These retainers create planning security for both sides.

6. Tips for Businesses

When hiring PR experts, companies should look beyond price and consider experience, references, and industry knowledge. Successful collaboration is built on trust, clear communication, and realistic expectations. A detailed briefing and well-defined goals are key to keeping costs under control while ensuring measurable results.

Conclusion: In 2025, PR consulting fees in Germany typically range between €80 and €250 per hour, depending on qualifications, specialization, and scope of work. For strategic consulting and complex communication projects, companies should plan toward the higher end. Those who invest in quality, expertise, and tailored advice usually gain strong returns in terms of visibility, reputation, and long-term positioning.

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The Media & PR-Database 2025

Media & PR Database 2025

The media and PR database with 2025 with information on more than 20,000 newspaper, magazine and radio editorial offices and much more.

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