SQL for Data Science
Master SQL querying for data analysis and reporting — from basics to advanced window functions.
Sashank Mishra
Python Backend Developer

Overview
A hands-on SQL course focused on data science use cases — writing queries to explore, aggregate, and analyze large datasets.
Skills You'll Learn
Prerequisites
- No prior experience needed
Course Roadmap
Module 1
Modules 1–2: SQL Fundamentals for Analysis → Joins for Analytics
The core language of data analysis. Bring related data together.
Module 2
Modules 3–4: Aggregation & Grouping → Window Functions
Summarize data like an analyst. The techniques that separate analysts from beginners.
Module 3
Modules 5–6: Subqueries & CTEs → Real-World Analytics Projects
Write readable, complex analytical queries. Apply SQL to real business questions.
Module 4
Modules 7–8: Query Performance & Optimization → SQL + Python for Data Science
Write analytical queries that stay fast at scale. Bridge SQL analysis into a full data science workflow.
Course Curriculum
8 modules · 6 quizzes
- SELECT, WHERE, ORDER BY
- Filtering & sorting for analysis
- Data types
- INNER/LEFT/RIGHT joins
- Combining multiple data sources
- Common join pitfalls
- GROUP BY & HAVING
- Aggregate functions
- Building summary reports
- RANK, ROW_NUMBER, NTILE
- Running totals & moving averages
- Partitioned analysis
- Subqueries
- Common Table Expressions
- Structuring complex queries
- Cohort analysis
- Funnel analysis
- Building a full analytical report
- Reading query plans
- Indexing for analytics queries
- Common performance pitfalls
- Connecting SQL to Pandas
- Combining SQL and Python workflows
- Automating recurring reports
Projects
Sales Analytics Report
A full report answering 10 real business questions with SQL.
Cohort Retention Analysis
Analyze user retention by signup cohort.
Funnel Conversion Analysis
Analyze a multi-step conversion funnel from raw event data.
Assignments
Join Practice Set
Easy10 queries combining 2-4 tables.
Aggregation Report
MediumBuild a monthly KPI summary query.
Window Function Challenge
MediumSolve 5 problems using RANK/running totals.
CTE Refactor
HardRefactor a nested subquery into readable CTEs.
Tech Stack
Meet Your Instructor

Sashank Mishra
Python Backend Developer
1+ Years of Experience python backend, Flask, Django, MongoDB, SQLite etc.
Certificate You'll Earn

CERTIFICATE ID: LNTRN-UPSK-000000
Your Name Here
Successfully completed the SQL for Data Science Certificate at Lunetron Web Services. We appreciate their dedication and wish them success in their career.”
ISSUING DATE - 27TH MARCH, 2026
Certified SQL analyst.
Student Reviews
The Machine Learning and Deep Learning courses are incredibly well structured. The instructors explain complex concepts simply, and the capstone project became the centerpiece of my portfolio.
Aarush Rai
B.Tech / AI-ML
I liked the hands-on approach of the training. Working on assignments and mini projects made the concepts easier to understand, and the AI/ML introduction was a useful addition to the course.
Divyanshu Mishra
B.Tech / AI-ML
The Machine Learning and Deep Learning courses are incredibly well structured. The instructors explain complex concepts simply, and the capstone project became the centerpiece of my portfolio.
V K Srivarshini
B.Tech / CSE
Frequently Asked Questions
PostgreSQL, with notes for MySQL differences.
₹4,999
₹12,499
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