Projects.
Production work at LC Waikiki, from the first SQL Server data warehouse to Google Cloud and GenAI. For each project: the problem, the approach and the result.
All projects
Status is written out on every row; the marks are only there for quick scanning.
- Status
- ActiveCompletedArchivedFeatured
P—01
Completed
Featured
Enterprise Data Warehouse Migration to Google BigQuery
80 TB warehouse moved from SQL Server and a 15-node Cloudera cluster to BigQuery: $550K annual savings, 75% lower infrastructure cost, 7x faster workflows.
Role
Design and lead · Senior Data Engineering & Data Architecture Group Manager
P—02
Completed
Featured
GA4 Analytics Modernization: Gold Layer, Streaming and Anomaly Detection
GA4 analytics rebuilt on BigQuery with a Gold e-commerce model and drift checks: monthly cost $9K to $3K, heaviest queries 46 minutes to 8 seconds.
Role
Program lead · Data Solution Architect
P—03
Active
Featured
Contract-Driven Data Platform with GenAI-Assisted Onboarding
New data sources join through validated YAML contracts; LLM agents work at design time only, so production runs stay deterministic.
Role
Architecture and hands-on development · Data Solution Architect
P—04
Completed
Fashion Retail Competitive Intelligence & GenAI Trend Platform
Competitor price, stock and colour data for 20+ brands in ~95 markets, normalized with LLMs: pricing and assortment decisions from 1 week to 1 day.
Role
Design and build · Data Solution Architect
P—05
Completed
Dataflow Development with Apache Beam (Java)
A real-time Pub/Sub to BigQuery pipeline via the Storage Write API, and a bulk BigQuery to SQL Server pipeline with initial-load and append modes.
Role
Pipeline development · Data Solution Architect
P—06
Completed
Azure Reporting Platform for 1,200+ Business Users
Reporting platform for 1,200+ business users migrated to Azure Data Factory, Synapse, Analysis Services and Power BI; 2nd place, IDC Turkey Awards.
Role
Migration · Senior Data Engineering & Data Architecture Group Manager
P—07
Completed
Cloudera Big Data ETL Offload Program
200+ high-load ETL processes rebuilt as ELT on Spark, Hive and Impala on a 15-node Cloudera cluster: about 12x faster on average, up to 30x.
Role
Program lead · Big Data Management & Data Architecture Manager
P—08
Completed
Data Governance, Metadata Management and MDM
Data governance, metadata management and master data management (MDM) across 100+ source systems, with data catalog and lineage tooling.
Role
Implementation · Big Data Management & Data Architecture Manager
P—09
Completed
First Data Engineering Team, Hadoop Platform and Data Lake
The company's first data engineering team, a production 15-node Cloudera CDH cluster and a multi-source data lake feeding reporting and machine learning.
Role
Built the team and platform · Data Engineering Team Lead
P—10
Completed
Columnar Data Warehouse with SQL Server 2017
Enterprise data warehouse redesigned with columnstore indexes and Always On high availability on SQL Server 2017: up to 18x faster performance.
Role
Redesign and high availability · Data Architect
P—11
Completed
OLAP Scaleout: Load-Balanced Multidimensional Cube Cluster
F5 load-balanced OLAP cluster for multidimensional cubes with 24/7 high availability: sub-second average response for 4,800 users, zero downtime.
Role
Cluster design · Senior Business Intelligence Developer
P—12
Completed
MS Multidimensional OLAP Cubes and the First Semantic Layer
LC Waikiki's first semantic layer and multidimensional OLAP cubes, giving business units centralized access to analytics.
Role
Built the semantic layer · Senior Business Intelligence Developer
P—13
Completed
SSIS Framework for ETL Pipelines
Metadata-driven SSIS ETL framework with dependency tracking, error handling, restartability and automated alerts, adopted by 80+ pipelines.
Role
Framework development · Senior Business Intelligence Developer
P—14
Completed
Turkey's First Microsoft FastTrack Data Warehouse
Turkey's first Microsoft FastTrack data warehouse, built with Kimball dimensional modeling and star schemas; a Microsoft customer success story.
Role
Design · Senior Business Intelligence Developer