// DATA ANALYTICS & SOFTWARE CASE STUDIES

PROJECT CASE STUDIES

Explore data analytics, SQL queries, PostgreSQL databases, and data-driven applications.

Flagship Analytics Hub

Interactive Business Performance Analytics & Customer RFM dashboards with 100% validated SQL results.

Open Analytics Hub
Select Case File To Inspect3 Primary Case Studies Available
CASE FILE NO. 01
June 2026

BUSINESS PERFORMANCE ANALYTICS

PostgreSQL / SQL / Business Intelligence
PythonSQLPostgreSQLPower BITypeScriptNext.jsPandasNumPy
Core Research Question

"How can 99,970 transaction records be analyzed to reveal revenue drivers, target risks, and discount margins?"

Data Lifecycle & Cleaning Summary

DATA CLEANING ACTIONS
Missing Values: Validated 0 missing order IDs across 99,970 records
Duplicates: Confirmed 0 duplicate order keys
Inconsistencies: Standardized category naming (accessories -> Accessories) and payment strings
Data Types: Cast monetary fields to Numeric(12,2) and dates to ISO 8601
DATA PIPELINE STEPS
Gathering: Loaded 99,970 transaction records into PostgreSQL database business_performance (public.sales_transactions).
Validation: Validated row counts (99,970 rows, 0 duplicates) and reconciled financial fields across ledger statements.
Analysis: Executed 11 production SQL queries analyzing revenue, profit, margins, target hit rates (6.28%), and 80 sales reps.

SQL Query Implementation

PostgreSQL Analytical Query

Analytical Data Visualization & Interactive Product

// COMPLETE BI PRODUCT AVAILABLE

Business Performance Analytics Dashboard

Explore the complete 11-query SQL Explorer, 80-salesperson interactive performance matrix, discount margin degradation curves, and dynamic BI dashboard.

VIEW INTERACTIVE DASHBOARD & SQL EXPLORER →

Key Insights & Impact

Total Revenue & Profit: ₹3.37B Revenue | ₹1.06B Net Profit (31.41% Profit Margin)
Category Insights: Electronics leads revenue (₹1.35B), Office Supplies leads margin (35.24%)
Target Hit Rate Finding: 6.28% transaction-level target hit rate overall across 99,970 transactions

Result Summary: Transformed 99,970 raw sales records into an interactive BI product and executive strategy notebook.