🏪 Analogy

The retail store where customers can easily find and purchase products

Problems Solved

  • Data visualization and reporting
  • Real-time analytics
  • Self-service data access
  • Decision support systems

Understanding Data Consumption

Types of Data Consumption

Business Intelligence Dashboards

Interactive visualizations and KPI tracking for business users

Examples: Executive dashboards, sales analytics, operational metrics
Best for: Business decisions, performance monitoring, trend analysis

APIs and Data Services

Programmatic access to data for applications and automation

Examples: REST APIs, GraphQL endpoints, data streaming services
Best for: Application integration, automation, real-time access

Notebooks and Analysis Tools

Interactive environments for data exploration and analysis

Examples: Jupyter notebooks, Colab, Deepnote
Best for: Data exploration, prototyping, collaborative analysis

Automated Reporting Systems

Scheduled reports and alerts delivered to stakeholders

Examples: Email reports, Slack notifications, automated dashboards
Best for: Stakeholder communication, compliance, monitoring

Recommended Tools

Tools for data consumption by category:

BentoML

Use case: ML model deployment

Open Source Model Serving
When to use: ML model deployment

Amazon QuickSight

Use case: AWS-native BI, dashboards

BI Tool Business Intelligence
When to use: AWS-native BI, dashboards
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Google Looker

Use case: Embedded analytics, modeling

BI Tool Business Intelligence
When to use: Embedded analytics, modeling
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Power BI

Use case: Enterprise reporting, Office integration

BI Tool Business Intelligence
When to use: Enterprise reporting, Office integration
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Tableau

Use case: Interactive dashboards

BI Tool Business Intelligence
When to use: Interactive dashboards
</div>

Metabase

Use case: Self-service analytics

Open Source Business Intelligence
When to use: Self-service analytics
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Superset

Use case: Interactive dashboards

Open Source Business Intelligence
When to use: Interactive dashboards
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Jupyter

Use case: Data exploration

Analysis Notebook
When to use: Data exploration
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Next Steps

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Data Storage

🎯 Final Step

Congratulations! You've completed the data engineering journey.

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