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02 //Why this course

Why this course.

This 45-day program is positioned around using Snowflake as the analytical data platform behind modern BI: ingest and organize data → transform and model it → define trusted business metrics → analyze and visualize results → optimize cost/performance → apply security and governance → expose reusable semantic business logic to BI and AI experiences.

Snowflake BI — Cloud Data Warehousing, SQL Analytics, Data Modeling & Modern BI

Learn Snowflake as an analytical platform, not merely as a SQL database.

03 //Curriculum

Course phases.

04 //Technology stack

The tools you'll work with.

  1. Core platform

    Cloud analytical warehouse, SQL, monitoring and administration

    • Snowflake, Snowsight

  2. SQL analytics

    Transformation, analysis and troubleshooting

    • Snowflake SQL, worksheets, Query Profile

  3. Ingestion

    Batch and near-real-time loading patterns

    • Stages, file formats, COPY INTO, Snowpipe awareness

  4. Transformation

    ELT, incremental processing and orchestration

    • Views, materialized views, Dynamic Tables, Streams/Tasks

  5. Data modeling

    Trusted BI metrics and reusable business definitions

    • Star schema, semantic models, Semantic Views

  6. BI

    Visualization and enterprise BI consumption

    • Snowsight dashboards, Power BI, Tableau

  7. Advanced development

    Programmatic data processing and engineering extensions

    • Snowpark Python, notebooks/Workspaces awareness

  8. Governance

    Security, compliance and controlled data access

    • RBAC, masking policies, row access policies, tags, monitoring

  9. Version control

    Change management and reproducible deployment

    • Git/GitHub; SQL/YAML assets

  10. Optional apps

    Interactive data applications and internal analytics experiences

    • Streamlit in Snowflake

05 //Projects and practice

Learning by doing.

  1. 01

    Snowflake Analytics Warehouse

    Load a synthetic business dataset, organize schemas and warehouses, and build a clean analytical SQL layer.

  2. 02

    ELT Pipeline Lab

    Build a repeatable transformation flow using Dynamic Tables and compare it with a Streams/Tasks approach.

  3. 03

    Executive KPI Model

    Create fact/dimension structures, reusable metrics and a governed business definition layer.

  4. 04

    Snowflake BI Dashboard

    Build an executive dashboard in Snowsight and connect the same analytical model to Power BI or Tableau.

  5. 05

    Performance & Cost Lab

    Diagnose slow queries, compare warehouse sizing/workload strategies and document cost-control decisions.

  6. 06

    Governance & Production Readiness

    Implement role/access patterns, masking/row-access concepts, monitoring and a production runbook.

06 //Capstone

Capstone options.

  • 01

    Retail BI Platform

    sales, customers, products, inventory and regional performance.

  • 02

    Financial BI Platform

    revenue, costs, profitability and executive KPI reporting.

  • 03

    Marketing BI Platform

    campaigns, leads, conversion, channel and customer metrics.

  • 04

    Operations BI Platform

    orders, logistics, SLA, productivity and operational performance.

  • 05

    SaaS/Product BI Platform

    subscriptions, activation, engagement, retention and revenue.

07 //Assessment

How progress is checked.

  • Snowflake & SQL foundations
  • Ingestion & transformation
  • Modeling & semantic layer
  • BI dashboard
  • Performance & governance
  • Integrated capstone

08 //Learning journey

From foundation to capability.

How learning builds through a course. It describes the approach, not a promised outcome.

Foundation to capability

How learning builds

  1. Stage 01

    Foundation

    The core concepts, vocabulary and tools the rest of the course builds on.

  2. Stage 02

    Practice

    Guided exercises that turn concepts into working skills.

  3. Stage 03

    Application

    Applying those skills to realistic problems and project work.

  4. Stage 04

    Capability

    Using what you've learned with growing independence and judgement.

09 //Questions

Frequently asked questions.

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