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Rockbuster Stealth LLC: Comprehensive SQL Data Analysis

  • Writer: Ashwani Sherawat
    Ashwani Sherawat
  • Jan 19
  • 2 min read

Updated: Feb 5



Tools




SQL Techniques Used
  • Common Table Expressions (CTEs) for modular query design

  • Subqueries for nested operations and filtering

  • DDL for schema creation

  • DML for data manipulation


This comprehensive analysis of Rockbuster Stealth LLC's video rental market leverages SQL to uncover actionable insights into customer behavior, high-performing regions, and revenue-driving strategies. The findings support the company’s strategic transition into the digital streaming space.


Introduction

In a competitive entertainment market, data-driven strategies are critical for success. This project provides an in-depth analysis of Rockbuster Stealth LLC’s video rental data to identify key regions, customer segments, and trends that can guide the company’s transition into the digital streaming market. The analysis focuses on rental trends, high-value customers, and genre preferences, offering recommendations to optimize revenue and customer satisfaction.


Data Overview

The project analyzes key performance indicators (KPIs) such as regional customer distribution, rental patterns, high-value customer demographics, and top-performing movie genres. The data insights are supported by SQL queries, Python scripting, and Tableau visualizations to ensure clarity and depth.


Key Findings

1. Regional Insights

  • Top Markets:
    • India leads with 19.05% of the customer base, followed by China at 16.83%.

    • The United States (11.43%) and Mexico (9.52%) are prominent markets in North America.

    • Japan, Brazil, and Russia also exhibit strong engagement potential.

2. High-Value Customers

  • Distribution:
    • India accounts for 18.31% of high-lifetime-value customers, followed by China at 17.61%.

    • High-value customers are spread across Asia, North America, and Latin America, indicating global revenue potential.

3. Genre and Title Performance

  • Top Genres:
    • Action and Comedy dominate globally as the most rented genres.

    • Localized content resonates strongly in India and Latin America, driving rental volumes.

4. Rental Metrics

  • Average Rental Duration: 4.98 days, indicating customer preference for short-term rentals.

  • Rental Rates: Flexible pricing between $0.99 and $4.99 caters to diverse customer needs.


Challenges and Opportunities

While Rockbuster has a strong presence in Asia and North America, opportunities exist to expand in underperforming regions and further enhance customer engagement. Building a robust content library with regional titles and implementing advanced personalization can help capture untapped markets.


Recommendations

1. Target High-Value Regions

  • Focus marketing efforts on India, China, and the United States.

  • Launch localized campaigns tailored for Latin America.

2. Expand Content Library

  • Include regional and culturally relevant titles to attract a diverse audience.

  • Invest in Action and Comedy genres while exploring niche categories.

3. Flexible Pricing Models

  • Introduce pay-per-view options, short-term rentals, and subscription bundles to appeal to varying customer preferences.

4. Enhance Personalization

  • Develop a recommendation engine to provide tailored content suggestions and improve user experience.

5. Optimize for Mobile

  • Ensure mobile-friendly platforms to cater to emerging markets with high mobile penetration.


Conclusion

This SQL-driven analysis offers a comprehensive view of Rockbuster Stealth LLC’s market dynamics, highlighting key regions, customer behaviors, and rental trends. By implementing the recommended strategies, Rockbuster can effectively transition into the digital streaming space, boost revenue, and sustain long-term growth in the global entertainment market.


Explore the full project and SQL scripts on my GitHub repository to dive deeper into the data analysis and uncover more insights into Rockbuster Stealth LLC's market dynamics.

© 2025 by Ashwani Sherawat.

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