This is perfect for you because you follow daily learning style + practical projects.
🔵 WEEK 1 — SQL Basics (Day 1–7)
Day 1
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What is SQL?
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Types of SQL (DDL, DML, DQL, TCL)
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Install SQL Server / MySQL / PostgreSQL
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CREATE DATABASE & CREATE TABLE
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SELECT basics
⏳ 3–4 hrs
📝 Practice 15–20 SELECT queries.
Day 2
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WHERE clause
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Comparison operators
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AND / OR / NOT
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ORDER BY
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LIMIT / TOP
📝 Practice filtering 40–50 questions.
Day 3
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DISTINCT
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IN / NOT IN
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BETWEEN
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LIKE (patterns)
📝 Practice pattern matching queries.
Day 4
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Functions
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COUNT, SUM, AVG, MIN, MAX
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GROUP BY
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HAVING
📝 20 aggregation questions.
Day 5
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INSERT
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UPDATE
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DELETE
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Truncate vs Delete vs Drop
Day 6
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JOINS
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INNER
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LEFT
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RIGHT
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FULL OUTER
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CROSS JOIN
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📝 20 Join queries.
Day 7
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All JOIN practice day
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Mini project: Customers + Orders
⏳ Full revision day.
🔵 WEEK 2 — Intermediate SQL (Day 8–14)
Day 8
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Subqueries (Single row, Multi row)
Day 9
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Correlated Subqueries
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EXISTS / NOT EXISTS
Day 10
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UNIONS
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VIEWS
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Constraints (PK, FK, Unique, Check)
Day 11
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String functions (LTRIM, RTRIM, SUBSTRING, CHARINDEX)
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Replace values
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Upper/Lower
Day 12
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Date functions (GETDATE, DATEADD, DATEDIFF, FORMAT)
Day 13
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CASE WHEN (very important)
Day 14
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Revision + Practice 50 questions
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Small project: e-commerce dataset analysis
🔵 WEEK 3 — Advanced SQL (Day 15–21)
Day 15
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CTE (WITH clause)
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Recursive CTE
Day 16
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Window Functions
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ROW_NUMBER
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RANK
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DENSE_RANK
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Day 17
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Window Functions part-2
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LAG
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LEAD
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Moving averages
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PARTITION BY
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Day 18
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PIVOT and UNPIVOT
Day 19
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Stored Procedures
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Functions (Scalar, Table-valued)
Day 20
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Transactions
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COMMIT
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ROLLBACK
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SAVEPOINT
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Day 21
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Temporary tables
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Table variables
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Try-Catch in SQL
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Revision
🔵 WEEK 4 — Expert SQL for Data Engineering (Day 22–30)
Day 22
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MERGE statement
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Upsert logic
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Slowly Changing Dimensions (SCD1)
Day 23
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SCD2 using SQL
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Audit columns (CreatedAt, UpdatedAt)
Day 24
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Control tables for incremental load
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Watermarking logic
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MAX(DateColumn)
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MAX(ModifiedDate)
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Day 25
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Building Incremental Load Query
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Deduplication SQL (ROW_NUMBER + DELETE DUPs)
Day 26
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Query Optimization
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Execution plan reading
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Indexes
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Clustered
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Non-clustered
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Covering index
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Index seek vs scan
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Day 27
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Error Handling
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Dynamic SQL
Day 28
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Partition tables
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Large table strategies
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Performance tuning
Day 29
✨ Final Project (Real Data Engineering Level)
Build SQL for:
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Full load
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Incremental load
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Dedup
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SCD2 merge
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Gold KPI queries
Dataset: AdventureWorks (you already have it!)
Day 30
🎉 Final Revision + Prepare Interview Questions
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100 SQL interview questions
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10 real-time scenarios
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5 coding questions
⭐ After 30 Days You Will Become:
✔ Strong in SQL
✔ Able to write production-ready queries
✔ Ready for Data Engineering interviews
✔ Able to design SQL pipelines (Fabric/ADF/Databricks)
✔ Can implement SCD1/SCD2, MERGE, Incremental loads
✔ Expert in window functions & optimization
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