NBCUniversal

Architected fully automated video quality control pipelines using AWS serverless, replacing manual QC processes for one of the world's largest media companies.

Media & Entertainment Los Angeles, CA
100% Test Coverage
/
Automated Video QC
/
Serverless Architecture
/
TDD Standards
NBCUniversal

The Challenge

NBCUniversal's video content required quality control before distribution across their networks. Manual QC processes were time-consuming, inconsistent, and couldn't scale with the volume of content being produced. They needed an automated solution that could maintain broadcast-quality standards.

The challenge: replace manual video quality control with a fully automated pipeline that could process content at scale while maintaining the quality standards expected from a major media company.

Our Approach

  • Serverless Pipeline: Architected fully automated video QC using AWS Step Functions and Kinesis
  • Event-Driven Architecture: Built scalable workflows that processed video content asynchronously
  • Quality Automation: Replaced manual QC processes with automated quality checks
  • Test-Driven Development: Achieved 100% test coverage through rigorous TDD practices
  • Technical Standards: Established engineering standards adopted across the team

Architecture

flowchart TB
    subgraph Input
        V[Video Upload] --> S3[(S3 Bucket)]
    end

    subgraph Pipeline["Automated QC Pipeline"]
        S3 --> SF[Step Functions]
        SF --> L1[Format Check]
        SF --> L2[Audio Analysis]
        SF --> L3[Video Quality]
        L1 & L2 & L3 --> K[Kinesis]
    end

    subgraph Output
        K --> DB[(DynamoDB)]
        DB --> Dash[QC Dashboard]
    end

Results

The automated pipeline transformed NBCUniversal's content operations:

  • Fully automated video quality control pipeline in production
  • Eliminated manual QC bottlenecks in content workflow
  • 100% test coverage ensuring reliability and maintainability
  • Established TDD practices and technical standards across the team
  • Scalable serverless architecture handling variable content volumes

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Web developer for Amazon.fr launch, traveling to Seattle to learn templating systems and training international teams.

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Rescued failing infrastructure serving 5.8M daily users, leading complete Ruby-to-Java rewrite that contributed to $608M acquisition.

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Pioneered Flutter adoption in strategic partnership with Google, building the HuYu consumer insights app on Firebase.

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Read case study

Waste Connections

Architected white-label platform serving 250+ subsidiaries, delivering production-ready prototype in 90 days.

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Roto-Rooter

Rescued failing mobile project, delivering dual-platform launch in 90 days now serving 100K+ monthly users.

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Bright Health

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Digital Turbine

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Pigeon Healthcare

Rescued telehealth platform, reducing infrastructure costs 70% and consolidating three codebases into unified Flutter solution.

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Williams Sonoma

Built web applications and authentication systems on Java/Spring MVC platform serving 8 premium retail brands.

Read case study

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