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Serverless Architecture and Data-Driven Platform Modernization Delivered 99% Data Pipeline Stability for a Retail Media Technology Platform

Retail
Posted On: 22 September, 2026

About the Client

The client is a global retail media technology company offering a modular platform for scalable, relevant advertising experiences. Their solutions unify sponsored and organic product rankings while connecting retailers with diverse advertiser demand sources.

Engagement Duration: 2+ years 
Industry: Retail

The Challenge

The client sought to overhaul its application to strengthen data integration and improve overall operational efficiency. Following were the key requirements:

  1. Integrating systems from acquired retailers while maintaining data consistency across complex web-scraping workflows and large data volumes.
  2. Manual weekly web-scraping jobs slowed data processing and made it difficult to keep retailer information current.
  3. Limited pre-scraping data validation created potential compliance risks.
  4. Slow retailer data turnaround delayed timely, informed business decisions.
  5. Maintaining cost efficiency without compromising operational performance or scalability.

The Approach

Cybage followed a modernization strategy centered on the client's data-heavy application rather than narrower microservices or ETL-only migration. The approach prioritized building ingestion, analytics, and web-scraping capabilities into a single serverless foundation on Google Cloud, giving engineering teams a flexible base to support future retailer additions and evolving data needs.

The Solution

Serverless Architecture on Google Cloud 
The on-premises environment was migrated to a serverless architecture on Google Cloud, eliminating the need to manage physical infrastructure and giving the flexibility to run operations without interruption.


Scalable Multi-retailer Data Framework 
A scalable framework was engineered to bring together data from multiple retailer websites under a common structure, enabling the platform to absorb new retailer sources smoothly as the business grows.


Automated Web-scraping Workflows 
Web-scraping jobs were automated to run on a consistent weekly schedule, collecting and processing data across different retail websites with reduced manual intervention and stronger checks built in before each run.


Centralized Data Processing and Analytics 
A centralized data-processing and analytics solution was developed to consolidate retailer data in one place, giving stakeholders a single source of truth for planning and strategy.

The Impact

Cybage's cloud modernization and automation delivered the following outcomes:

  • 99% crash-free stability achieved for dataflow pipelines
  • Up to 100% increase in web-scraping data processing throughput through optimized and parallelized workloads, enabling faster time to market
  • Up to 30% reduction in operational costs through decreased infrastructure redundancy
  • 24x5 performance monitoring improved web scraping reliability
  • Simplified retailer sitemap creation down to only a few steps

Technology Stack

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Serverless Architecture and Data-Driven Platform Modernization Delivered 99% Data Pipeline Stability for a Retail
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