๐ŸŽฏINDUSTRY DOMAIN PATHWAYS

Domain-Driven SQL Tracks

Go beyond toy LeetCode problems. Learn SQL the way it is actually used in production by querying authentic enterprise data warehouses โ€” modeled after SAP, Databricks, and Shopify schemas.

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Enterprise Schemas

Multi-table models with realistic foreign keys, lookups, and audit trails.

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Real Business KPIs

Calculate AOV, Sell-through, RFM, Cohort Retention, and FIFO COGS.

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Fast DuckDB Sandbox

Instant local execution with Socratic AI Sensei hints when stuck.

Available & Upcoming Tracks

1 Track Active ยท 3 In Development
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Velo Commerce Data Warehouse

Enterprise Retail & Supply Chain

50/50 Live

Master real-world retail analytics across 8 enterprise tables โ€” from POS retail invoices and DC warehouse stockouts to customer RFM segmentation, cohort retention, and FIFO inventory valuation.

Curriculum Phases:
1. Retail Fundamentals & Master Data2. Inventory & Supply Chain Basics3. Omni-Channel Sales & B2B Sellout4. Advanced CRM & Customer Cohorts5. Expert Forecasting & Financials
Industry Data Patterns:
NikeZaraAdidasLululemonShopifyTJ Maxx
Progress: 0 / 50 Solved0%
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Aegis Global Payments Lakehouse

FinTech & Ledger Engineering

50/50 Live

Query double-entry ledgers, calculate multi-currency exchange reconciliations, detect real-time payment fraud velocities, and analyze BNPL credit risk aging curves.

Curriculum Phases:
1. Double-Entry Accounting & Balances2. Payment Gateway Settlement & Fee Reconciliation3. Card Fraud & Velocity Anomaly Detection4. Credit Risk & Delinquency Modeling5. Regulatory Basel III Compliance Metrics
Industry Data Patterns:
StripeAdyenRevolutSquarePayPal
Progress: 0 / 50 Solved0%
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Prism DSP & Attribution Warehouse

AdTech & Attribution Analytics

Coming Soon

Analyze programmatic ad auction logs, compute multi-touch attribution (First-Touch, Linear, Time-Decay), detect bot click-fraud rings, and optimize ROAS bids.

Curriculum Phases:
1. Impression & CTR Aggregate Funnels2. Multi-Touch Attribution Pipelines3. Bid Floor & Header Bidding Optimization4. Invalid Traffic (IVT) & Bot Detection5. Cross-Channel Marketing Mix Modeling (MMM)
Industry Data Patterns:
Trade DeskMetaGoogleAppLovinTikTok
In Development๐Ÿ”’ Locked
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Aether Health FHIR Analytics

HealthTech & Clinical Informatics

Coming Soon

Transform HIPAA-compliant electronic health records (EHR), track clinical trial patient cohort retention, analyze hospital readmission rates, and optimize ICU bed utilization.

Curriculum Phases:
1. Patient Master Index & Encounter Logs2. 30-Day Hospital Readmission Rate Metrics3. Clinical Trial Cohort Screening4. Pharmacy Claims & Drug Formulary Analytics5. Medical Device Telemetry Monitoring
Industry Data Patterns:
Epic SystemsCernerFlatironOptumTempus
In Development๐Ÿ”’ Locked