SQL · files · APIs
Operational dataREAL-WORLD PROJECTS
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real-world projects.
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Generic learning scenarios · no real company data
ARTECH / PROJECT LIFECYCLE01 — 05
Schedule · validate · land
ADF · PythonClean · model · test
SQL · SparkCurated · governed
Cloud dataMetrics · decisions
Views · BI From source to decision Designed for learning
UNDERSTAND DESIGN BUILD TEST EXPLAINDiscover the project library
A PROJECT IS MORE THAN CODE
Understand how the pieces work together.
Explore realistic enterprise-style scenarios that connect technical decisions to data users and operational needs.
Understand the need
Frame the business question and who needs an answer.
Design the flow
Trace sources, ingestion, storage, and consumption.
Build with care
Transform, validate, secure, and observe the data.
Explain your choices
Connect trade-offs and outcomes to the original need.
PROJECT LIBRARY / 08 WALKTHROUGHS
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8 projectsFilters combine across all fields
PROJECT / LEARNINGETL / ELT
Enterprise Data Pipeline
Ingest multiple operational sources, validate and transform records, and publish curated Snowflake data for analytics.
LEARNING FOCUSSeparate ingestion, transformation, and serving concerns
View project PROJECT / LEARNINGData Warehouse
Snowflake Data Warehouse
Design staging, dimensional models, incremental loading, and analytical views in a cloud warehouse learning scenario.
LEARNING FOCUSOrganize databases, schemas, stages, and warehouse compute
View project PROJECT / LEARNINGETL / ELT
Azure ETL Pipeline
Orchestrate operational extraction, validation, and cloud warehouse loading with a parameterized pipeline design.
LEARNING FOCUSExplain linked services, datasets, activities, and triggers
View project PROJECT / LEARNINGCDC
CDC Data Pipeline
Process inserts, updates, and deletes while keeping downstream records consistent and recoverable.
LEARNING FOCUSDistinguish snapshot loads from change streams
View project PROJECT / LEARNINGBatch Processing
Batch Data Processing Platform
Process daily datasets with distributed transformations, validation, partitioning, and storage-aware design.
LEARNING FOCUSStructure a daily batch pipeline
View project PROJECT / LEARNINGReal-Time Processing
Real-Time Data Processing
Explore a streaming architecture for events, validation, state, and near-real-time analytical outputs.
LEARNING FOCUSDistinguish event time and processing time
View project PROJECT / LEARNINGData Quality
Data Quality Framework
Build reusable validation for schemas, nulls, duplicates, referential integrity, freshness, and reconciliation.
LEARNING FOCUSTurn data expectations into explicit checks
View project PROJECT / LEARNINGAnalytics
Analytics Data Platform
Create curated dimensional models, reusable transformations, data marts, and business-ready datasets.
LEARNING FOCUSTranslate stakeholder questions into model grain
View project YOUR NEXT STEP, MADE CLEARERBuilding toward a role?
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