Keep Your Customers Close But Your Competitors Closer


Data scraping can be a powerful tool for understanding and mapping out the competitive landscape. By providing insights into competitors' products, pricing, marketing, customer sentiment, and strategic moves, it enables you to make more informed decisions, stay ahead of trends, and find opportunities for your company to differentiate itself.


An established company in the Education industry was facing increased competition from other players in the market. With rapid changes in online educational content, tools, and platforms, the client needed detailed insights into their competitors' website growth, offerings, and user engagement.

Solution Overview

Understanding Client’s Needs

During initial meetings, the client expressed the need to track the website growth of 5 major competitors, specifically focusing on user traffic, content development, user engagement metrics, and technological advancements. They sought to answer key business questions such as:

  1. What kind of content was attracting more users?
  2. How were competitors engaging with their online audience?
  3. What technologies were competitors implementing to enhance the user experience?

Data Scraping

The project involved identifying and scraping relevant data from the competitors' websites. This included first developing tailored scraping scripts for each competitor's site. Then we collected data on website content and its types (e.g., courses, videos, blogs), user comments, and related quantitative features. We set up regular scrapes to monitor changes over time, allowing us to track growth.

Data Engineering

Once the raw data was collected, the next phase involved cleaning the data to remove any inconsistencies or irrelevant information. Next, we structured the data into a standardized format that would allow for efficient analysis as each of the 5 main websites had very different formats for how they presented their data. Lastly, we integrated the data into the client's existing data systems to enable real-time updates and access.

Report Generation

With the data processed and organized, a comprehensive report was generated that included:

  1. A comparative analysis of website growth among the 5 competitors.
  2. Insights into content strategies and user engagement trends.
  3. Observations on technological advancements.
  4. Visualizations like charts and graphs facilitate understanding.

The report was designed to be accessible to various stakeholders within the client's organization, from executives including the CTO as well as marketing and product development teams.

Conclusion & Next Steps

The project successfully provided the client with detailed insights into their competitors' website growth strategies, content focus, and technological advancements. This information helped the client identify areas for improvement, align their strategies with market trends, and take targeted actions to increase their competitive edge.

As for the next steps, it was determined that:

  • Continuous monitoring and monthly reporting would be established to keep track of evolving trends.
  • Additional areas of interest, such as social media engagement or partnerships, could be considered for future scraping and analysis projects.
  • The client would take immediate steps to realign its online strategies based on the insights gathered.

This case study demonstrates the power of data scraping in providing actionable insights for strategic decision-making. By employing a structured approach that covered the challenge, client's needs, data scraping, engineering, labeling, report generation, and future planning, the project successfully addressed the client's challenge and set the stage for ongoing collaboration and success.