Month: 2025-09. Focused on delivering business-value driven revenue analytics improvements and ensuring data integrity in mozilla/looker-spoke-default. Key work included a refactor of subscription revenue calculations to leverage underlying BigQuery views, and a cleanup pass removing deprecated LookML references to align the model with the current database schema.

2025-08 monthly highlights: Delivered critical BI enhancements for mozilla/looker-spoke-default, focusing on delivering business value through accurate revenue calculations, centralized VAT data, and enhanced SaaS dashboards. Key outcomes include: SaaSboard dashboards for Relay and VPN based on existing subscription ETLs; migrated revenue calculations to subscription_platform.exchange_rates for up-to-date FX; centralized VAT rates via subscription_platform.vat_rates with derived-table logic for effective-date handling. These changes improve data accuracy, governance, and scalability for subscription analytics.

June 2025 performance summary for mozilla/looker-spoke-default: Delivered two feature enhancements that directly boost data accuracy and Looker usability. The Subscription Plan Type Dimension Refinement adds the 'Privacy protection plan' bundle across all relevant subscription dimension tables, improving reporting precision for plan-level analyses. The Looker LookML Backend enhancement exposes auto-generated explores for the Subscription Platform backend and re-labels the LookML model to clearly distinguish backend from frontend models. These changes improve reporting reliability, reduce model confusion, and accelerate data-driven decision-making. No major bugs fixed this month.

In May 2025, delivered a data accuracy and maintainability improvement for Monitor SaaSboard by updating subscription metrics data sources. The LookML model now uses daily_active_service_subscriptions and monthly_active_service_subscriptions explores instead of deprecated daily_active_logical_subscriptions and monthly_active_logical_subscriptions, ensuring dashboards reflect current data sources and reducing maintenance burden.

Month: 2025-03 — Focused on delivering analytics enhancements and data-model cleanups for the mozilla/looker-spoke-default repository, aligning analytics capabilities with business needs and reducing maintenance overhead.

December 2024: Delivered a feature in mozilla/gcp-ingestion to filter telemetry namespaces by adding IGNORED_TELEMETRY_NAMESPACES to exclude problematic data. Specifically, the us-spotco-fennec-dos namespace was added to ignore list, reducing noise and ensuring higher-quality telemetry for analytics. This work aligns with bug 1938660 and was implemented via commit fb7e9ed9e891e3e2320d85e05d7c1a1aedb57780. Impact: cleaner ingestion, more reliable dashboards, and lower data processing costs. Technologies/skills demonstrated: telemetry ingestion configuration, Git-based change management, data quality controls, and rigorous bug-tracking alignment.

Month 2024-11: Focused on revenue-data accuracy and UI clarity for subscription metrics in mozilla/looker-spoke-default. Delivered precise revenue calculations by applying VAT/exclusion rules per currency, integrating discounts, and excluding trial periods; restored and labeled subscription recurring revenue metrics under the Subscription group for improved Looker navigation and reporting consistency. Result: clearer, compliant revenue reporting and faster business decision-making.