01 · Ingest
Apache Spark pipelines
Contributed to Spark-based pipelines that ingest raw product telemetry and prepare it for analytics processing.
Microsoft product
Power PlatformA tenant-scale reporting experience that transforms high-volume telemetry into clear, actionable licensing insights for Power Platform administrators.
The product
The report helps administrators see who is consuming each license, find users and flows exceeding daily capacity, understand usage trends, and move directly from a tenant-wide summary into detailed action.

Architecture
01 · Ingest
Contributed to Spark-based pipelines that ingest raw product telemetry and prepare it for analytics processing.
02 · Transform
Flattened and transformed large datasets into reporting-friendly structures inside Azure Synapse.
03 · Aggregate
Wrote large-scale SQL queries and designed pre-aggregations that made tenant and user-level analysis responsive.
04 · Serve
Designed and implemented the API layer and contracts that translate analytical data into stable frontend capabilities.
Progressive detail
Administrators can drill into a user, compare consumption across license contexts, identify the environments and flows creating demand, and export the underlying report for further analysis.

My contribution
~$10M
Delivered foundational licensing-enforcement and consumption-reporting work that created an opportunity for approximately $10 million in additional product revenue.
Frontend
Designed the frontend architecture, partnered with Product and Design, and led a team of early-in-career engineers through implementation.
API
Designed and implemented the API layer and durable contracts connecting the reporting experience to its analytical data.
Data
Built Synapse SQL aggregation and pre-aggregation strategies, transformed flattened datasets, and contributed to Spark ingestion from raw telemetry.