At Lucky Day, ITRex conducted a comprehensive data platform assessment with both technical and business stakeholders involved.Led by ITRex’s
data platform consultants and business analysts, the engagement was structured using our 6-phase Waterfall methodology. The approach ensured extensive technical coverage and clearly defined deliverables.Our contributions covered the following areas:
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System review. After gaining secure access to Snowflake, Segment, Amplitude, Periscope dashboards, third-party systems, and other client tools, we examined data storages, ETL pipelines, semantic layer, data analytics, and integrations.
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Joint workshops & deep-dive analysis. Our data experts collaborated with Lucky Day's business analyst to "open up" the platform and identify the underlying causes of performance and reliability issues.
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Full assessment report & architecture diagrams. We delivered a 40+ page report that covered every aspect of Lucky Day’s data platform—including data processing pipelines, data storage, the semantic layer, reporting, and governance—along with a visual diagram of the current system architecture, which was previously missing and lacked documentation.
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Roadmap & blueprint. Based on the assessment results, the ITRex team developed a tech-agnostic roadmap that offered two strategic paths:1. Extend the existing system by integrating the missing blocks
2. Create a custom AI data platform from scratch
ITRex provided detailed implementation estimates for each option, outlined the benefits and drawbacks, and made strategic recommendations for long-term scalability.
