Empowering Real Estate with Geospatial Intelligence through Data Warehouse Integration:
A Case Study

The Story

Our valued client, a leader in real estate with a diverse range of data needs, recognized the untapped potential of data-driven decision-making. They sought our expertise to unlock this potential.


Algoscale responded by engineering a robust solution, seamlessly consolidating data from various sources. This transformation paved the way for informed decision-making and comprehensive market analysis, all seamlessly enabled by the integration of geospatial data visualization.

The Impact?


Terabyte of

Data Ingested Daily



Market Insights






Client Conversions



Data Exploration

Ready to unleash geospatial intelligence for strategic decision-making?

Breaking down the building process-
The Challenge

Our client had a vision to build a resilient data management system capable of consolidating and storing data from a multitude of sources. Their primary goal was to facilitate seamless geospatial data visualization. This necessitated the development of ETL pipelines for data integration, enabling valuable insights for strategic decision-making.

Our Path to the Solution

Algoscale engineered a clear and comprehensive solution:


  • Data Integration: Developed and implemented ETL pipelines to seamlessly integrate data from various sources, including Redfin, Censes, Costar, Revista, School Digger, Yelp, and Zillow.
  • Custom Data Format: Consolidated all data into a custom format, enhancing readability and understanding for the client.
  • User-friendly GUI: Designed a user-friendly custom graphical interface using Mapbox, equipped with filters for custom analytics.
  • Overcoming Data Blocks: Created custom scraping code to bypass access restrictions imposed by source websites and prevent IP blocking, ensuring uninterrupted data retrieval and integration.

Tech Stack

Paving the way to Success

The transformative solution yielded substantial results:


  • Ingested Data: Daily management of 1 terabyte of data, ensuring a constant influx of valuable information.
  • Comprehensive Data Exploration: Empowered profound data exploration, unlocking hidden insights and trends within the data.
  • Improved Market Analysis: Enhanced the client’s market insights, offering a comprehensive understanding of trends, risks, and opportunities in the real estate sector.
  • Informed Decision-Making: Facilitated data-driven strategic decision-making through accurate cost calculations.
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