CSE/ISE — 250 projects
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Streaming Log Anomaly Detector CLI
Already built and tested (11 passing tests). You will learn streaming log parsing, rolling z-score anomaly detection and command-line tool design.…
Streaming CSV Schema Validator with Row Quarantine
Already built and tested (12 passing tests). You will learn streaming validation of large files, typed column schemas, quarantine outputs and JSON error reporting.…
Mini Kafka: In-Memory Message Broker with Consumer Groups
Already built, mvn verify green (9 tests). You will learn how Kafka works inside - topics, partitions, consumer groups, offsets and replay - by building a working broker.…
Append-Only Inventory Ledger with Trigger-Maintained Balances
Already built (6 lint-passed SQL files). You will learn ledger-style schema design, balance-maintaining triggers that block tampering, and valuation reporting views.…
Appointment Booking System with Double-Booking Prevention
Already built (6 lint-passed SQL files). You will learn overlap detection with FOR UPDATE locking, BEFORE INSERT triggers and utilisation reporting.…
Billing Engine: Invoices, Tax Rules and Payment Ageing
Already built (5 lint-passed SQL files). You will learn invoice/line-item modelling, tax and discount recalculation procedures, payment allocation and ageing reports.…
Temporal Audit Trail with Point-in-Time Reconstruction
Already built (6 lint-passed SQL files). You will learn history-table design, JSON change snapshots and procedures that rebuild any record as of a past timestamp.…
E-Commerce Cohort, Funnel and RFM Analytics Pack
Already built (5 lint-passed SQL files). You will learn advanced SQL analytics - cohort retention, funnel conversion and RFM customer segmentation with window functions.…
Python Data Pipeline Toolkit (ETL with Validation and Lineage)
Already built as a resume-grade project. You will learn ETL pipeline architecture, schema validation, incremental loads and data-lineage tracking.…
MySQL Analytics Schema: Star Design for Business Reporting
Already built as a resume-grade project. You will learn star-schema design, fact/dimension modelling and analytics query patterns.…
BigQuery Warehouse Analytics: Partitioned ELT at Scale
Already built as a resume-grade project. You will learn partitioned/clustered table design, ELT modelling and cost-aware query optimisation on BigQuery.…
SingleStore Real-Time Analytics: Streaming Ingest + Live Dashboards
Already built as a resume-grade project. You will learn HTAP concepts, streaming ingest pipelines and low-latency analytical queries.…
Dataflow Streaming Pipeline with Dead-Letter Handling
Already built, 17 tests passing plus an end-to-end local run. You will learn event-time windowing, validation contracts and dead-letter patterns for streaming data.…
Real-Time Social Media Sentiment Pipeline with Kafka and Spark
Build a streaming pipeline that scores sentiment live. You will learn stream processing, windowing and throughput tuning.…
Data Warehouse for Retail Sales with ETL and BI Dashboard
Build a retail warehouse with scheduled ETL and dashboards. You will learn dimensional modelling and BI storytelling.…
Big Data Analysis of Road Accidents Using Hadoop/Spark
Build an analysis of accident hotspots and causes on large open data. You will learn distributed dataframes and geospatial aggregation.…
YouTube Trending Analytics with API Data Pipeline
Build a pipeline that tracks trending videos and channel growth. You will learn API pagination, incremental loads and dashboarding.…
IPL Cricket Analytics Dashboard (2008-Present Data)
Build player/team analytics from ball-by-ball data. You will learn sports data modelling and interactive visual analysis.…
Migration Framework for Mid-Day Meal Programme with Anomaly Detection
Build a migration framework that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn geospatial queries, API rate limiting and hyperparameter tuning.…
Zoo Visitor and Animal Care Reporting Platform — Real-Time Ingestion
Build a reporting platform that turns operational data into forecasts leadership can plan with. You will learn background job scheduling, API rate limiting and hyperparameter tuning.…
Museum Visitor Analytics Data Quality Monitor — Interactive Dashboards
Create a data quality monitor with interactive Dashboards that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn background job scheduling, responsive UI design and containe…
Library Membership and Circulation Forecasting Dashboard — Interactive Dashboards
Design and build a forecasting dashboard that cleans, validates and models raw data for business reporting. You will learn REST API design, feature engineering and containerisation.…
Birth and Death Registration Analytics Pipeline with Anomaly Detection and Real-Time Ingestion
Build an analytics pipeline that turns operational data into forecasts leadership can plan with. You will learn CI/CD pipelines, hyperparameter tuning and data visualisation.…
State Bus Transport Operations Streaming Pipeline with Geospatial Maps
Build a streaming pipeline that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn error monitoring, hyperparameter tuning and feature engineering.…
Organ Donation Pledges Forecasting Dashboard with Cohort Analysis
Design and build a forecasting dashboard that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn unit and integration testing, containerisation and geospatial queries.…
News Website Engagement Analytics Dashboard with Interactive Dashboards and Automated Reports
Create an analytics dashboard with interactive Dashboards that turns operational data into forecasts leadership can plan with. You will learn background job scheduling, API rate limiting and message queues.…
EV Charging Station Utilisation ETL Pipeline — Slowly-Changing Dimensions
Create an etl pipeline with slowly-changing Dimensions that gives managers self-service answers without waiting on the data team. You will learn hyperparameter tuning, containerisation and model evaluation metrics.…
Job Portal Application Funnel ETL Pipeline with Geospatial Maps
Design and build an etl pipeline that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn geospatial queries, model evaluation metrics and data visualisation.…
Crop Mandi Prices Visualisation Dashboard with Geospatial Maps and Anomaly Detection
Create a visualisation dashboard with geospatial Maps that tracks data quality issues and alerts owners before reports go wrong. You will learn responsive UI design, performance profiling and REST API design.…
E-Commerce Festival Sale ETL Pipeline with Interactive Dashboards
Build an etl pipeline that turns operational data into forecasts leadership can plan with. You will learn background job scheduling, REST API design and responsive UI design.…
Blood Bank Stock and Demand Governance Dashboard with Data Quality Checks
Create a governance dashboard with data Quality Checks that tracks data quality issues and alerts owners before reports go wrong. You will learn database schema modelling, pipeline orchestration and CI/CD pipelines.…
Monsoon Rainfall Deviation Reporting Platform with Interactive Dashboards
Create a reporting platform with interactive Dashboards that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn unit and integration testing, API rate limiting and data visua…
OTT Viewing Patterns Analytics Dashboard with Row-Level Security
Create an analytics dashboard with row-level Security that gives managers self-service answers without waiting on the data team. You will learn unit and integration testing, model evaluation metrics and performance profi…
Analytics Dashboard for Crop Mandi Prices with Cohort Analysis
Design and build an analytics dashboard that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn data cleaning with pandas, secure coding practices and cloud deployment.…
Groundwater Level Trends Migration Framework with Automated Reports
Design and build a migration framework that gives managers self-service answers without waiting on the data team. You will learn search indexing, unit and integration testing and geospatial queries.…
KPI Dashboard for Airline Delay with Cohort Analysis
Create a kpi dashboard with cohort Analysis that tracks data quality issues and alerts owners before reports go wrong. You will learn data visualisation, model evaluation metrics and containerisation.…
Public Distribution System Grain Movement Data Warehouse with Interactive Dashboards and Cohort Analysis
Build a data warehouse that consolidates years of records into one queryable warehouse. You will learn search indexing, REST API design and containerisation.…
Food Delivery Order Patterns Visualisation Dashboard — Self-Service Queries
Design and build a visualisation dashboard that gives managers self-service answers without waiting on the data team. You will learn cloud deployment, error monitoring and caching strategies.…
Airline Delay Insight Engine with Row-Level Security
Create an insight engine with row-level Security that turns operational data into forecasts leadership can plan with. You will learn background job scheduling, containerisation and feature engineering.…
Ambulance Response Times Reporting Platform with Data Quality Checks and KPI Alerts
Design and build a reporting platform that gives managers self-service answers without waiting on the data team. You will learn unit and integration testing, data cleaning with pandas and message queues.…
Birth and Death Registration Lakehouse Platform with Drill-Down Filters and Geospatial Maps
Create a lakehouse platform with drill-down Filters that consolidates years of records into one queryable warehouse. You will learn responsive UI design, message queues and pipeline orchestration.…
Police Station Case Load KPI Dashboard with KPI Alerts
Build a kpi dashboard that consolidates years of records into one queryable warehouse. You will learn performance profiling, unit and integration testing and geospatial queries.…
Analytics Dashboard for EdTech Course Completion with Slowly-Changing Dimensions
Design and build an analytics dashboard that gives managers self-service answers without waiting on the data team. You will learn cloud deployment, hyperparameter tuning and unit and integration testing.…
Street Vendor Licensing ETL Pipeline with Interactive Dashboards
Create an etl pipeline with interactive Dashboards that turns operational data into forecasts leadership can plan with. You will learn feature engineering, authentication and role-based access and state management in web…
Milk Cooperative Collection Data Quality Monitor — Row-Level Security
Create a data quality monitor with row-level Security that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn performance profiling, REST API design and file storage design.…
E-Commerce Festival Sale Lakehouse Platform with Geospatial Maps
Design and build a lakehouse platform that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn message queues, geospatial queries and hyperparameter tuning.…
Fisheries Landing Centre Reporting Platform with Geospatial Maps and Lineage Tracking
Create a reporting platform with geospatial Maps that streams events in near real time and surfaces trends as they happen. You will learn CI/CD pipelines, geospatial queries and error monitoring.…
ETL Pipeline for EV Charging Station Utilisation with Self-Service Queries
Build an etl pipeline that tracks data quality issues and alerts owners before reports go wrong. You will learn pipeline orchestration, state management in web apps and secure coding practices.…
Groundwater Level Trends Insight Engine — Real-Time Ingestion
Build an insight engine that streams events in near real time and surfaces trends as they happen. You will learn error monitoring, caching strategies and file storage design.…
School Enrolment and Dropout Analytics Dashboard with Row-Level Security and Drill-Down Filters
Build an analytics dashboard that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn containerisation, search indexing and state management in web apps.…
Birth and Death Registration Visualisation Dashboard — Scheduled Exports
Design and build a visualisation dashboard that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn state management in web apps, file storage design and message queues.…
Zoo Visitor and Animal Care Reporting Platform with Data Quality Checks and Automated Reports
Design and build a reporting platform that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn background job scheduling, search indexing and geospatial queries.…
Organ Donation Pledges Insight Engine with Scheduled Exports and Lineage Tracking
Design and build an insight engine that turns operational data into forecasts leadership can plan with. You will learn pipeline orchestration, responsive UI design and data cleaning with pandas.…
Library Membership and Circulation Forecasting Dashboard — Self-Service Queries
Design and build a forecasting dashboard that consolidates years of records into one queryable warehouse. You will learn secure coding practices, pipeline orchestration and authentication and role-based access.…
Lakehouse Platform for Vaccination Drive Coverage with Anomaly Detection
Create a lakehouse platform with anomaly Detection that tracks data quality issues and alerts owners before reports go wrong. You will learn CI/CD pipelines, containerisation and pipeline orchestration.…
Hospital Outpatient Footfall Insight Engine — Lineage Tracking
Design and build an insight engine that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn containerisation, background job scheduling and state management in web apps.…
News Website Engagement Data Quality Monitor with Automated Reports and Data Quality Checks
Build a data quality monitor that cleans, validates and models raw data for business reporting. You will learn message queues, containerisation and responsive UI design.…
Museum Visitor Analytics Visualisation Dashboard with Cohort Analysis
Build a visualisation dashboard that turns operational data into forecasts leadership can plan with. You will learn authentication and role-based access, error monitoring and CI/CD pipelines.…
Data Quality Monitor for City Water Supply and Complaints with Data Quality Checks
Build a data quality monitor that consolidates years of records into one queryable warehouse. You will learn authentication and role-based access, feature engineering and data cleaning with pandas.…
Court Case Pendency Migration Framework with Data Quality Checks and Cohort Analysis
Design and build a migration framework that cleans, validates and models raw data for business reporting. You will learn model evaluation metrics, authentication and role-based access and API rate limiting.…
IPL Auction and Match Lakehouse Platform — Self-Service Queries
Create a lakehouse platform with self-service Queries that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn responsive UI design, geospatial queries and REST API design.…
Hotel Occupancy in Tourist Towns Streaming Pipeline with Real-Time Ingestion
Create a streaming pipeline with real-time Ingestion that streams events in near real time and surfaces trends as they happen. You will learn authentication and role-based access, message queues and unit and integration …
University Examination Results Governance Dashboard with Lineage Tracking and Drill-Down Filters
Design and build a governance dashboard that gives managers self-service answers without waiting on the data team. You will learn performance profiling, cloud deployment and data cleaning with pandas.…
Museum Visitor Analytics Migration Framework with KPI Alerts and Self-Service Queries
Design and build a migration framework that turns operational data into forecasts leadership can plan with. You will learn data visualisation, WebSocket programming and data cleaning with pandas.…
Governance Dashboard for Airline Delay with Scheduled Exports
Build a governance dashboard that turns operational data into forecasts leadership can plan with. You will learn error monitoring, database schema modelling and hyperparameter tuning.…
UPI Transaction Growth Analytics Dashboard with Self-Service Queries
Create an analytics dashboard with self-service Queries that gives managers self-service answers without waiting on the data team. You will learn authentication and role-based access, responsive UI design and file storag…
Airline Delay Insight Engine — Data Quality Checks
Design and build an insight engine that tracks data quality issues and alerts owners before reports go wrong. You will learn pipeline orchestration, responsive UI design and WebSocket programming.…
Reporting Platform for Railway Punctuality with Drill-Down Filters
Create a reporting platform with drill-down Filters that cleans, validates and models raw data for business reporting. You will learn pipeline orchestration, unit and integration testing and CI/CD pipelines.…
Fitness App User Retention Insight Engine with Data Quality Checks
Design and build an insight engine that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn background job scheduling, unit and integration testing and feature engineering.…
Police Station Case Load Insight Engine with Cohort Analysis
Create an insight engine with cohort Analysis that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn pipeline orchestration, WebSocket programming and secure coding practice…
Airline Delay Streaming Pipeline with Row-Level Security and Scheduled Exports
Build a streaming pipeline that gives managers self-service answers without waiting on the data team. You will learn background job scheduling, caching strategies and hyperparameter tuning.…
School Enrolment and Dropout Forecasting Dashboard with Cohort Analysis
Build a forecasting dashboard that turns operational data into forecasts leadership can plan with. You will learn geospatial queries, performance profiling and REST API design.…
Analytics Dashboard for Ride-Hailing Demand and Supply with Data Quality Checks
Create an analytics dashboard with data Quality Checks that turns operational data into forecasts leadership can plan with. You will learn hyperparameter tuning, REST API design and CI/CD pipelines.…
Monsoon Rainfall Deviation Streaming Pipeline with Lineage Tracking and Cohort Analysis
Create a streaming pipeline with lineage Tracking that cleans, validates and models raw data for business reporting. You will learn message queues, data visualisation and state management in web apps.…
Ride-Hailing Demand and Supply Streaming Pipeline with Geospatial Maps
Design and build a streaming pipeline that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn pipeline orchestration, geospatial queries and performance profiling.…
Vaccination Drive Coverage Migration Framework with Row-Level Security and Automated Reports
Create a migration framework with row-level Security that consolidates years of records into one queryable warehouse. You will learn secure coding practices, cloud deployment and background job scheduling.…
Library Membership and Circulation Insight Engine with Scheduled Exports
Build an insight engine that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn data visualisation, cloud deployment and CI/CD pipelines.…
University Examination Results Governance Dashboard with Lineage Tracking and Row-Level Security
Design and build a governance dashboard that cleans, validates and models raw data for business reporting. You will learn message queues, feature engineering and CI/CD pipelines.…
OTT Viewing Patterns Forecasting Dashboard with Interactive Dashboards and KPI Alerts
Create a forecasting dashboard with interactive Dashboards that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn pipeline orchestration, background job scheduling and secure c…
Street Vendor Licensing Migration Framework with Data Quality Checks and Self-Service Queries
Create a migration framework with data Quality Checks that cleans, validates and models raw data for business reporting. You will learn model evaluation metrics, secure coding practices and data cleaning with pandas.…
KPI Dashboard for Railway Punctuality with KPI Alerts
Create a kpi dashboard with KPI Alerts that turns operational data into forecasts leadership can plan with. You will learn feature engineering, file storage design and unit and integration testing.…
Blood Bank Stock and Demand Insight Engine — Self-Service Queries
Create an insight engine with self-service Queries that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn unit and integration testing, state management in web apps and databas…
University Examination Results Lakehouse Platform — Real-Time Ingestion
Create a lakehouse platform with real-time Ingestion that consolidates years of records into one queryable warehouse. You will learn unit and integration testing, data visualisation and message queues.…
Ambulance Response Times Analytics Pipeline with Real-Time Ingestion
Design and build an analytics pipeline that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn cloud deployment, secure coding practices and file storage design.…
Forecasting Dashboard for EV Charging Station Utilisation with Anomaly Detection
Create a forecasting dashboard with anomaly Detection that gives managers self-service answers without waiting on the data team. You will learn message queues, database schema modelling and containerisation.…
Tourism Footfall at Heritage Sites Data Quality Monitor with Drill-Down Filters
Build a data quality monitor that tracks data quality issues and alerts owners before reports go wrong. You will learn API rate limiting, error monitoring and hyperparameter tuning.…
UPI Transaction Growth Reporting Platform with Cohort Analysis and Scheduled Exports
Build a reporting platform that cleans, validates and models raw data for business reporting. You will learn secure coding practices, geospatial queries and pipeline orchestration.…
Fitness App User Retention Migration Framework with Lineage Tracking
Build a migration framework that turns operational data into forecasts leadership can plan with. You will learn API rate limiting, state management in web apps and pipeline orchestration.…
Public Distribution System Grain Movement ETL Pipeline with Geospatial Maps and Real-Time Ingestion
Design and build an etl pipeline that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn pipeline orchestration, unit and integration testing and responsive UI design.…
Job Portal Application Funnel Reporting Platform — Slowly-Changing Dimensions
Create a reporting platform with slowly-changing Dimensions that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn hyperparameter tuning, authentication and role-based acces…
Toll Plaza Traffic Data Warehouse with KPI Alerts and Self-Service Queries
Create a data warehouse with KPI Alerts that consolidates years of records into one queryable warehouse. You will learn model evaluation metrics, message queues and CI/CD pipelines.…
Court Case Pendency Data Warehouse — Geospatial Maps
Design and build a data warehouse that consolidates years of records into one queryable warehouse. You will learn performance profiling, REST API design and cloud deployment.…
Visualisation Dashboard for Hospital Outpatient Footfall with KPI Alerts
Design and build a visualisation dashboard that turns operational data into forecasts leadership can plan with. You will learn CI/CD pipelines, background job scheduling and unit and integration testing.…
Analytics Dashboard for Parking Revenue in Commercial Districts with Lineage Tracking
Create an analytics dashboard with lineage Tracking that tracks data quality issues and alerts owners before reports go wrong. You will learn authentication and role-based access, file storage design and CI/CD pipelines.…
Migration Framework for Blood Bank Stock and Demand with Automated Reports
Design and build a migration framework that tracks data quality issues and alerts owners before reports go wrong. You will learn data visualisation, REST API design and feature engineering.…
News Website Engagement Data Quality Monitor with Self-Service Queries
Design and build a data quality monitor that cleans, validates and models raw data for business reporting. You will learn REST API design, geospatial queries and data visualisation.…
Monsoon Rainfall Deviation Insight Engine with KPI Alerts
Design and build an insight engine that consolidates years of records into one queryable warehouse. You will learn caching strategies, database schema modelling and authentication and role-based access.…
Court Case Pendency ETL Pipeline with Lineage Tracking and Interactive Dashboards
Create an etl pipeline with lineage Tracking that turns operational data into forecasts leadership can plan with. You will learn model evaluation metrics, feature engineering and unit and integration testing.…
Ambulance Response Times Governance Dashboard with Row-Level Security
Build a governance dashboard that turns operational data into forecasts leadership can plan with. You will learn state management in web apps, responsive UI design and data cleaning with pandas.…
Ride-Hailing Demand and Supply Analytics Dashboard with KPI Alerts
Design and build an analytics dashboard that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn CI/CD pipelines, hyperparameter tuning and model evaluation metrics.…
Visualisation Dashboard for Fisheries Landing Centre with Cohort Analysis
Design and build a visualisation dashboard that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn pipeline orchestration, cloud deployment and responsive UI design.…
ETL Pipeline for Food Delivery Order Patterns with KPI Alerts
Create an etl pipeline with KPI Alerts that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn model evaluation metrics, message queues and authentication and role-based access.…
Library Membership and Circulation Migration Framework with Row-Level Security and Interactive Dashboards
Build a migration framework that cleans, validates and models raw data for business reporting. You will learn search indexing, data cleaning with pandas and secure coding practices.…
UPI Transaction Growth ETL Pipeline with Anomaly Detection and Interactive Dashboards
Build an etl pipeline that consolidates years of records into one queryable warehouse. You will learn geospatial queries, file storage design and cloud deployment.…
Zoo Visitor and Animal Care Forecasting Dashboard with Geospatial Maps and Scheduled Exports
Create a forecasting dashboard with geospatial Maps that gives managers self-service answers without waiting on the data team. You will learn containerisation, state management in web apps and API rate limiting.…
Forecasting Dashboard for Tourism Footfall at Heritage Sites with Automated Reports
Design and build a forecasting dashboard that consolidates years of records into one queryable warehouse. You will learn REST API design, database schema modelling and search indexing.…
Insight Engine for EdTech Course Completion with Data Quality Checks
Build an insight engine that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn containerisation, CI/CD pipelines and cloud deployment.…
Analytics Dashboard for Vaccination Drive Coverage with Cohort Analysis
Build an analytics dashboard that streams events in near real time and surfaces trends as they happen. You will learn hyperparameter tuning, search indexing and state management in web apps.…
State Bus Transport Operations Governance Dashboard — Cohort Analysis
Build a governance dashboard that tracks data quality issues and alerts owners before reports go wrong. You will learn secure coding practices, error monitoring and message queues.…
Anganwadi Nutrition Indicators Governance Dashboard — Scheduled Exports
Build a governance dashboard that consolidates years of records into one queryable warehouse. You will learn error monitoring, hyperparameter tuning and unit and integration testing.…
ETL Pipeline for EdTech Course Completion with Anomaly Detection
Build an etl pipeline that turns operational data into forecasts leadership can plan with. You will learn data cleaning with pandas, background job scheduling and geospatial queries.…
Airline Delay Data Quality Monitor — Automated Reports
Build a data quality monitor that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn authentication and role-based access, data cleaning with pandas and background job schedulin…
School Enrolment and Dropout KPI Dashboard — Geospatial Maps
Design and build a kpi dashboard that streams events in near real time and surfaces trends as they happen. You will learn feature engineering, error monitoring and hyperparameter tuning.…
Street Vendor Licensing Governance Dashboard with Row-Level Security and Data Quality Checks
Build a governance dashboard that streams events in near real time and surfaces trends as they happen. You will learn caching strategies, model evaluation metrics and data cleaning with pandas.…
Migration Framework for Public Distribution System Grain Movement with Self-Service Queries
Build a migration framework that streams events in near real time and surfaces trends as they happen. You will learn caching strategies, feature engineering and model evaluation metrics.…
Insight Engine for City Water Supply and Complaints with Scheduled Exports
Create an insight engine with scheduled Exports that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn file storage design, data cleaning with pandas and error monitoring.…
Milk Cooperative Collection Reporting Platform — Automated Reports
Create a reporting platform with automated Reports that consolidates years of records into one queryable warehouse. You will learn responsive UI design, data cleaning with pandas and unit and integration testing.…
Groundwater Level Trends Visualisation Dashboard with Self-Service Queries
Build a visualisation dashboard that gives managers self-service answers without waiting on the data team. You will learn cloud deployment, data visualisation and WebSocket programming.…
Museum Visitor Analytics Insight Engine with Drill-Down Filters and KPI Alerts
Create an insight engine with drill-down Filters that streams events in near real time and surfaces trends as they happen. You will learn cloud deployment, secure coding practices and background job scheduling.…
Stock Market Sector Rotation Insight Engine with Data Quality Checks and Drill-Down Filters
Create an insight engine with data Quality Checks that tracks data quality issues and alerts owners before reports go wrong. You will learn search indexing, cloud deployment and state management in web apps.…
Monsoon Rainfall Deviation Visualisation Dashboard with Cohort Analysis
Create a visualisation dashboard with cohort Analysis that turns operational data into forecasts leadership can plan with. You will learn data visualisation, pipeline orchestration and hyperparameter tuning.…
Job Portal Application Funnel KPI Dashboard with Interactive Dashboards and Slowly-Changing Dimensions
Create a kpi dashboard with interactive Dashboards that gives managers self-service answers without waiting on the data team. You will learn REST API design, authentication and role-based access and state management in w…
ETL Pipeline for OTT Viewing Patterns with Lineage Tracking
Design and build an etl pipeline that turns operational data into forecasts leadership can plan with. You will learn hyperparameter tuning, file storage design and state management in web apps.…
Blood Bank Stock and Demand Data Warehouse — Row-Level Security
Build a data warehouse that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn REST API design, secure coding practices and CI/CD pipelines.…
Cinema Screen Occupancy Streaming Pipeline — Data Quality Checks
Design and build a streaming pipeline that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn model evaluation metrics, containerisation and WebSocket programming.…
Insight Engine for OTT Viewing Patterns with Drill-Down Filters
Build an insight engine that consolidates years of records into one queryable warehouse. You will learn hyperparameter tuning, search indexing and cloud deployment.…
IPL Auction and Match Insight Engine with Cohort Analysis
Create an insight engine with cohort Analysis that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn containerisation, geospatial queries and file storage design.…
Reporting Platform for Mid-Day Meal Programme with Data Quality Checks
Design and build a reporting platform that turns operational data into forecasts leadership can plan with. You will learn API rate limiting, hyperparameter tuning and database schema modelling.…
Tourism Footfall at Heritage Sites Visualisation Dashboard with Self-Service Queries
Build a visualisation dashboard that turns operational data into forecasts leadership can plan with. You will learn unit and integration testing, state management in web apps and responsive UI design.…
Public Distribution System Grain Movement Lakehouse Platform — Scheduled Exports
Build a lakehouse platform that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn secure coding practices, hyperparameter tuning and containerisation.…
Anganwadi Nutrition Indicators Data Warehouse — Automated Reports
Design and build a data warehouse that turns operational data into forecasts leadership can plan with. You will learn REST API design, data visualisation and performance profiling.…
Toll Plaza Traffic Insight Engine with Self-Service Queries and Automated Reports
Build an insight engine that turns operational data into forecasts leadership can plan with. You will learn REST API design, search indexing and containerisation.…
Parking Revenue in Commercial Districts Lakehouse Platform — Geospatial Maps
Design and build a lakehouse platform that consolidates years of records into one queryable warehouse. You will learn data cleaning with pandas, secure coding practices and state management in web apps.…
Insight Engine for Food Delivery Order Patterns with Row-Level Security
Build an insight engine that tracks data quality issues and alerts owners before reports go wrong. You will learn containerisation, responsive UI design and data visualisation.…
Street Vendor Licensing Visualisation Dashboard with Cohort Analysis and Interactive Dashboards
Design and build a visualisation dashboard that cleans, validates and models raw data for business reporting. You will learn unit and integration testing, authentication and role-based access and file storage design.…
Milk Cooperative Collection Insight Engine with Lineage Tracking
Design and build an insight engine that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn data cleaning with pandas, feature engineering and authentication and role-based ac…
Street Vendor Licensing Reporting Platform with Geospatial Maps and Row-Level Security
Build a reporting platform that tracks data quality issues and alerts owners before reports go wrong. You will learn pipeline orchestration, secure coding practices and API rate limiting.…
News Website Engagement Data Warehouse — Geospatial Maps
Design and build a data warehouse that tracks data quality issues and alerts owners before reports go wrong. You will learn state management in web apps, REST API design and background job scheduling.…
Fitness App User Retention KPI Dashboard with Geospatial Maps
Create a kpi dashboard with geospatial Maps that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn data visualisation, search indexing and secure coding practices.…
Ambulance Response Times Analytics Dashboard with Interactive Dashboards
Build an analytics dashboard that streams events in near real time and surfaces trends as they happen. You will learn database schema modelling, message queues and search indexing.…
Parking Revenue in Commercial Districts Visualisation Dashboard — KPI Alerts
Design and build a visualisation dashboard that gives managers self-service answers without waiting on the data team. You will learn background job scheduling, performance profiling and hyperparameter tuning.…
Stock Market Sector Rotation Analytics Pipeline with Cohort Analysis and Geospatial Maps
Build an analytics pipeline that consolidates years of records into one queryable warehouse. You will learn state management in web apps, search indexing and file storage design.…
Governance Dashboard for Mid-Day Meal Programme with Geospatial Maps
Build a governance dashboard that streams events in near real time and surfaces trends as they happen. You will learn database schema modelling, authentication and role-based access and CI/CD pipelines.…
Lakehouse Platform for Birth and Death Registration with Slowly-Changing Dimensions
Build a lakehouse platform that tracks data quality issues and alerts owners before reports go wrong. You will learn database schema modelling, file storage design and state management in web apps.…
Stock Market Sector Rotation Data Quality Monitor with Real-Time Ingestion
Build a data quality monitor that gives managers self-service answers without waiting on the data team. You will learn containerisation, file storage design and caching strategies.…
Analytics Pipeline for Museum Visitor Analytics with Scheduled Exports
Create an analytics pipeline with scheduled Exports that turns operational data into forecasts leadership can plan with. You will learn hyperparameter tuning, REST API design and caching strategies.…
EV Charging Station Utilisation Forecasting Dashboard with Row-Level Security and Interactive Dashboards
Create a forecasting dashboard with row-level Security that cleans, validates and models raw data for business reporting. You will learn unit and integration testing, data cleaning with pandas and REST API design.…
EdTech Course Completion Analytics Pipeline — Lineage Tracking
Design and build an analytics pipeline that turns operational data into forecasts leadership can plan with. You will learn data visualisation, containerisation and error monitoring.…
State Bus Transport Operations ETL Pipeline with Scheduled Exports and Self-Service Queries
Create an etl pipeline with scheduled Exports that tracks data quality issues and alerts owners before reports go wrong. You will learn caching strategies, geospatial queries and data visualisation.…
Anganwadi Nutrition Indicators Visualisation Dashboard — Geospatial Maps
Design and build a visualisation dashboard that turns operational data into forecasts leadership can plan with. You will learn data cleaning with pandas, REST API design and error monitoring.…
Milk Cooperative Collection Analytics Pipeline with Cohort Analysis and Automated Reports
Create an analytics pipeline with cohort Analysis that cleans, validates and models raw data for business reporting. You will learn feature engineering, unit and integration testing and WebSocket programming.…
Analytics Dashboard for Organ Donation Pledges with Self-Service Queries
Design and build an analytics dashboard that tracks data quality issues and alerts owners before reports go wrong. You will learn hyperparameter tuning, WebSocket programming and containerisation.…
Ride-Hailing Demand and Supply Forecasting Dashboard with Anomaly Detection
Design and build a forecasting dashboard that gives managers self-service answers without waiting on the data team. You will learn feature engineering, cloud deployment and data visualisation.…
Library Membership and Circulation Visualisation Dashboard with Cohort Analysis
Design and build a visualisation dashboard that consolidates years of records into one queryable warehouse. You will learn responsive UI design, data visualisation and WebSocket programming.…
Vaccination Drive Coverage Forecasting Dashboard — Drill-Down Filters
Design and build a forecasting dashboard that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn cloud deployment, state management in web apps and unit and integration testi…
Municipal Property Tax Collection Migration Framework with Slowly-Changing Dimensions
Build a migration framework that turns operational data into forecasts leadership can plan with. You will learn containerisation, API rate limiting and background job scheduling.…
Mid-Day Meal Programme Streaming Pipeline with Real-Time Ingestion
Build a streaming pipeline that consolidates years of records into one queryable warehouse. You will learn authentication and role-based access, unit and integration testing and state management in web apps.…
Cinema Screen Occupancy Reporting Platform with Anomaly Detection and Slowly-Changing Dimensions
Design and build a reporting platform that turns operational data into forecasts leadership can plan with. You will learn REST API design, performance profiling and hyperparameter tuning.…
Monsoon Rainfall Deviation Forecasting Dashboard with Real-Time Ingestion
Design and build a forecasting dashboard that tracks data quality issues and alerts owners before reports go wrong. You will learn authentication and role-based access, data cleaning with pandas and WebSocket programming…
Fire Station Response Analytics Pipeline with Lineage Tracking and KPI Alerts
Build an analytics pipeline that tracks data quality issues and alerts owners before reports go wrong. You will learn database schema modelling, responsive UI design and geospatial queries.…
EV Charging Station Utilisation ETL Pipeline with Scheduled Exports and Lineage Tracking
Create an etl pipeline with scheduled Exports that cleans, validates and models raw data for business reporting. You will learn file storage design, state management in web apps and cloud deployment.…
Stock Market Sector Rotation Analytics Pipeline with Lineage Tracking
Create an analytics pipeline with lineage Tracking that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn message queues, secure coding practices and database schema modelli…
IPL Auction and Match Streaming Pipeline — Slowly-Changing Dimensions
Design and build a streaming pipeline that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn geospatial queries, CI/CD pipelines and performance profiling.…
Toll Plaza Traffic Migration Framework with Cohort Analysis
Design and build a migration framework that consolidates years of records into one queryable warehouse. You will learn API rate limiting, data visualisation and cloud deployment.…
Parking Revenue in Commercial Districts Analytics Pipeline — Interactive Dashboards
Create an analytics pipeline with interactive Dashboards that consolidates years of records into one queryable warehouse. You will learn hyperparameter tuning, secure coding practices and file storage design.…
State Bus Transport Operations Analytics Dashboard with Cohort Analysis and Real-Time Ingestion
Build an analytics dashboard that consolidates years of records into one queryable warehouse. You will learn REST API design, performance profiling and file storage design.…
Reporting Platform for Food Delivery Order Patterns with Scheduled Exports
Create a reporting platform with scheduled Exports that cleans, validates and models raw data for business reporting. You will learn authentication and role-based access, responsive UI design and background job schedulin…
Street Vendor Licensing Migration Framework — Automated Reports
Build a migration framework that cleans, validates and models raw data for business reporting. You will learn state management in web apps, database schema modelling and data cleaning with pandas.…
EV Charging Station Utilisation Data Warehouse with Geospatial Maps
Create a data warehouse with geospatial Maps that streams events in near real time and surfaces trends as they happen. You will learn model evaluation metrics, containerisation and error monitoring.…
Groundwater Level Trends ETL Pipeline with KPI Alerts
Create an etl pipeline with KPI Alerts that streams events in near real time and surfaces trends as they happen. You will learn background job scheduling, authentication and role-based access and state management in web …
UPI Transaction Growth Streaming Pipeline with Row-Level Security and Data Quality Checks
Design and build a streaming pipeline that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn performance profiling, pipeline orchestration and responsive UI design.…
Hospital Outpatient Footfall Data Quality Monitor with Automated Reports
Design and build a data quality monitor that consolidates years of records into one queryable warehouse. You will learn hyperparameter tuning, responsive UI design and model evaluation metrics.…
Ride-Hailing Demand and Supply Visualisation Dashboard with Automated Reports
Design and build a visualisation dashboard that consolidates years of records into one queryable warehouse. You will learn CI/CD pipelines, performance profiling and message queues.…
EdTech Course Completion Streaming Pipeline with Cohort Analysis and Geospatial Maps
Create a streaming pipeline with cohort Analysis that streams events in near real time and surfaces trends as they happen. You will learn containerisation, API rate limiting and data visualisation.…
School Enrolment and Dropout Visualisation Dashboard with Real-Time Ingestion and Slowly-Changing Dimensions
Design and build a visualisation dashboard that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn message queues, data visualisation and performance profiling.…
Ride-Hailing Demand and Supply Data Quality Monitor with Lineage Tracking
Design and build a data quality monitor that turns operational data into forecasts leadership can plan with. You will learn background job scheduling, caching strategies and data visualisation.…
Job Portal Application Funnel Streaming Pipeline with Drill-Down Filters
Create a streaming pipeline with drill-down Filters that tracks data quality issues and alerts owners before reports go wrong. You will learn data visualisation, hyperparameter tuning and cloud deployment.…
Street Vendor Licensing Analytics Pipeline — Geospatial Maps
Create an analytics pipeline with geospatial Maps that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn CI/CD pipelines, REST API design and authentication and role-based acce…
Migration Framework for Court Case Pendency with Row-Level Security
Create a migration framework with row-level Security that streams events in near real time and surfaces trends as they happen. You will learn caching strategies, authentication and role-based access and file storage desi…
Mid-Day Meal Programme Analytics Pipeline — KPI Alerts
Create an analytics pipeline with KPI Alerts that turns operational data into forecasts leadership can plan with. You will learn state management in web apps, unit and integration testing and error monitoring.…
E-Commerce Festival Sale Analytics Pipeline with Drill-Down Filters
Build an analytics pipeline that cleans, validates and models raw data for business reporting. You will learn data cleaning with pandas, error monitoring and responsive UI design.…
News Website Engagement Analytics Dashboard — Data Quality Checks
Build an analytics dashboard that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn REST API design, responsive UI design and CI/CD pipelines.…
Street Vendor Licensing Data Warehouse with Cohort Analysis and Slowly-Changing Dimensions
Build a data warehouse that turns operational data into forecasts leadership can plan with. You will learn database schema modelling, REST API design and error monitoring.…
News Website Engagement ETL Pipeline — Slowly-Changing Dimensions
Create an etl pipeline with slowly-changing Dimensions that tracks data quality issues and alerts owners before reports go wrong. You will learn background job scheduling, model evaluation metrics and secure coding pract…
Job Portal Application Funnel Governance Dashboard — Data Quality Checks
Build a governance dashboard that cleans, validates and models raw data for business reporting. You will learn authentication and role-based access, CI/CD pipelines and API rate limiting.…
Data Warehouse for Hospital Outpatient Footfall with Data Quality Checks
Build a data warehouse that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn secure coding practices, authentication and role-based access and pipeline orchestration.…
State Bus Transport Operations Streaming Pipeline with Scheduled Exports and Real-Time Ingestion
Design and build a streaming pipeline that turns operational data into forecasts leadership can plan with. You will learn error monitoring, cloud deployment and state management in web apps.…
Vaccination Drive Coverage Migration Framework with Lineage Tracking and Anomaly Detection
Build a migration framework that gives managers self-service answers without waiting on the data team. You will learn unit and integration testing, secure coding practices and message queues.…
Anganwadi Nutrition Indicators Analytics Pipeline with Geospatial Maps and Slowly-Changing Dimensions
Design and build an analytics pipeline that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn geospatial queries, caching strategies and data visualisation.…
Governance Dashboard for Parking Revenue in Commercial Districts with Slowly-Changing Dimensions
Build a governance dashboard that consolidates years of records into one queryable warehouse. You will learn pipeline orchestration, file storage design and geospatial queries.…
UPI Transaction Growth Data Warehouse with Drill-Down Filters and Automated Reports
Design and build a data warehouse that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn containerisation, search indexing and error monitoring.…
Data Quality Monitor for Ambulance Response Times with Automated Reports
Design and build a data quality monitor that tracks data quality issues and alerts owners before reports go wrong. You will learn state management in web apps, caching strategies and unit and integration testing.…
Data Quality Monitor for Street Vendor Licensing with Lineage Tracking
Create a data quality monitor with lineage Tracking that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn cloud deployment, feature engineering and authentication and role-…
Museum Visitor Analytics Dashboard — Anomaly Detection
Design and build an analytics dashboard that tracks data quality issues and alerts owners before reports go wrong. You will learn CI/CD pipelines, feature engineering and unit and integration testing.…
Public Distribution System Grain Movement Analytics Dashboard with Real-Time Ingestion and Anomaly Detection
Design and build an analytics dashboard that consolidates years of records into one queryable warehouse. You will learn data visualisation, model evaluation metrics and performance profiling.…
Zoo Visitor and Animal Care Insight Engine with KPI Alerts and Data Quality Checks
Create an insight engine with KPI Alerts that turns operational data into forecasts leadership can plan with. You will learn error monitoring, authentication and role-based access and responsive UI design.…
Fitness App User Retention Governance Dashboard with Drill-Down Filters
Design and build a governance dashboard that gives managers self-service answers without waiting on the data team. You will learn unit and integration testing, CI/CD pipelines and message queues.…
Fisheries Landing Centre KPI Dashboard — Lineage Tracking
Create a kpi dashboard with lineage Tracking that turns operational data into forecasts leadership can plan with. You will learn data cleaning with pandas, unit and integration testing and API rate limiting.…
Cinema Screen Occupancy Insight Engine with Automated Reports and Geospatial Maps
Design and build an insight engine that ingests data from scattered sources and publishes trusted, analysis-ready tables. You will learn pipeline orchestration, file storage design and performance profiling.…
Visualisation Dashboard for Organ Donation Pledges with Drill-Down Filters
Build a visualisation dashboard that cleans, validates and models raw data for business reporting. You will learn caching strategies, message queues and pipeline orchestration.…
City Water Supply and Complaints KPI Dashboard with Cohort Analysis
Build a kpi dashboard that replaces manual spreadsheet reporting with automated, always-fresh dashboards. You will learn REST API design, containerisation and pipeline orchestration.…
Analytics Dashboard for Hospital Outpatient Footfall with Slowly-Changing Dimensions
Build an analytics dashboard that consolidates years of records into one queryable warehouse. You will learn containerisation, performance profiling and WebSocket programming.…
KPI Dashboard for University Examination Results with Self-Service Queries
Create a kpi dashboard with self-service Queries that gives managers self-service answers without waiting on the data team. You will learn file storage design, database schema modelling and feature engineering.…
E-Commerce Festival Sale Reporting Platform with Self-Service Queries
Create a reporting platform with self-service Queries that streams events in near real time and surfaces trends as they happen. You will learn file storage design, model evaluation metrics and message queues.…
Museum Visitor Analytics Dashboard with Geospatial Maps
Design and build an analytics dashboard that streams events in near real time and surfaces trends as they happen. You will learn cloud deployment, REST API design and file storage design.…
Data Quality Monitor for Library Membership and Circulation with Geospatial Maps
Build a data quality monitor that cleans, validates and models raw data for business reporting. You will learn containerisation, API rate limiting and pipeline orchestration.…
Hotel Occupancy in Tourist Towns Reporting Platform with Scheduled Exports and Real-Time Ingestion
Design and build a reporting platform that cleans, validates and models raw data for business reporting. You will learn authentication and role-based access, responsive UI design and file storage design.…
Parking Revenue in Commercial Districts Visualisation Dashboard — Data Quality Checks
Design and build a visualisation dashboard that streams events in near real time and surfaces trends as they happen. You will learn pipeline orchestration, cloud deployment and performance profiling.…
GitHub Profile Analyser and Student Portfolio Scorer
Build a tool that scores public coding portfolios with evidence. You will learn API analytics and fair scoring rubric design.…
Marks Analytics for Teachers: Question-Wise Performance Insights
Build a tool that turns mark sheets into question-wise insights. You will learn outcome-based education (OBE) analytics basics.…
Lakehouse Architecture with Apache Iceberg and dbt for Retail Analytics
Build a retail lakehouse with time travel, schema evolution and tested dbt models. You will learn lakehouse design, table format internals and analytics engineering.…
Real-Time Fraud Detection Pipeline with Kafka and Flink
Build a streaming pipeline that scores transactions in seconds and opens investigation cases. You will learn stream processing, feature computation and fraud workflow design.…
Clickstream Analytics Platform with Sessionisation and Funnels
Build a platform that turns raw web events into sessions, funnels and retention views. You will learn event modelling, sessionisation logic and product analytics.…
Streaming ETL for IoT Telemetry with Schema Registry and Data Quality Gates
Build telemetry ingestion that rejects bad data at the gate instead of downstream. You will learn schema evolution, contract enforcement and streaming quality patterns.…
Graph Analytics for Money-Laundering Pattern Detection
Build detection for layering patterns - cycles, fan-outs and shared intermediaries - in transaction graphs. You will learn graph modelling, AML typologies and investigator tooling.…
Data Observability Platform: Freshness, Volume and Schema Drift Alerts
Build a monitor that watches pipelines and data itself, and pages owners when data goes wrong. You will learn observability design, drift metrics and incident workflows for data.…
Vector Search Platform for E-Commerce Product Discovery
Build semantic product search with filters, synonyms and relevance feedback loops. You will learn embedding pipelines, hybrid ranking and search quality measurement.…
Real-Time Recommendation Feature Store with Online/Offline Consistency
Build a feature store that serves training and live inference from the same definitions. You will learn feature engineering discipline, point-in-time correctness and serving design.…
Log Analytics at Scale with ClickHouse and OpenTelemetry
Build a log platform that ingests service telemetry and answers ad-hoc queries in seconds. You will learn columnar storage, telemetry pipelines and query optimisation.…
CDC Pipeline: Postgres to Warehouse with Debezium and Exactly-Once Semantics
Stream database changes into a warehouse with ordering and dedup guarantees. You will learn change data capture, delivery semantics and recovery design.…
Geospatial Analytics Platform for Delivery Fleet Optimisation
Build analytics that optimise delivery zones and routes from historical trip data. You will learn geospatial data modelling, route metrics and zone design.…
A/B Testing Analytics Platform with Sequential Statistics
Build an experimentation platform with guardrails against peeking and false positives. You will learn experiment design, sequential methods and decision reporting.…
Customer 360 Data Platform with Identity Resolution
Unify customer records from sales, support and web into one governed profile. You will learn identity matching, survivorship rules and privacy-aware design.…
Time-Series Database Benchmarking for Energy Meter Data
Benchmark time-series stores on realistic meter workloads and publish the trade-offs. You will learn benchmark methodology, storage engines and query pattern analysis.…
Data Mesh Prototype: Domain-Owned Data Products with Contracts
Build three domain data products with contracts, SLAs and a shared catalog. You will learn data mesh principles, contract design and federated governance.…
Lambda Architecture for News Analytics: Batch Accuracy with Streaming Speed
Build news analytics served fresh by the speed layer and corrected by the batch layer. You will learn lambda trade-offs, reconciliation logic and serving design.…
Privacy-Compliant Analytics with Consent Management and Data Masking
Build analytics that honour consent states and mask personal data by audience. You will learn privacy engineering, consent propagation and policy enforcement.…
Search Relevance Analytics with Query Log Mining
Mine search logs to find zero-result queries, reformulations and ranking failures. You will learn search analytics, judgement collection and relevance debugging.…
Real-Time Sports Data Pipeline with Live Win-Probability Models
Stream ball-by-ball data into a live win-probability engine for cricket matches. You will learn streaming feature design, probability calibration and live product thinking.…
Warehouse Cost Optimisation: Query Pattern Analysis and Clustering Redesign
Analyse a warehouse's query history and redesign clustering to cut cost measurably. You will learn cost forensics, workload analysis and physical design.…
Master Data Management for Multi-Branch Retail Chains
Build golden records for products and stores across branches with steward approval flows. You will learn master data governance, match/merge rules and data stewardship.…
Event-Driven Data Pipeline for Insurance Claims Analytics
Model the claims lifecycle as events and build analytics for cycle time and leakage. You will learn event modelling, claims domain design and operational BI.…
Social Network Influence Analysis with Graph Algorithms
Analyse influence, communities and information spread in a large social graph. You will learn centrality measures, community detection and graph visualisation.…
ETL Modernisation: Migrating Legacy Jobs to Airflow and dbt
Take a set of legacy-style ETL jobs and re-platform them with tests and lineage. You will learn migration strategy, pipeline testing and cutover planning.…
Real-Time Anomaly Detection on Payment Streams with Streaming ML
Score payment streams for anomalies with models that update as behaviour shifts. You will learn streaming ML patterns, state management and alert design.…
Data Catalog with Automated Lineage and PII Tagging
Build a catalog that discovers assets, draws lineage and tags personal data automatically. You will learn metadata engineering, lineage extraction and data classification.…
Multi-Tenant Analytics SaaS with Row-Level Security
Build analytics where each tenant sees only its own data, enforced in the database. You will learn multi-tenancy patterns, row-level security and embedded BI.…
Streaming Data Quality Framework with Contract Tests and Alerting
Apply contract tests to live streams and quarantine violating events with full traces. You will learn streaming quality design, contract testing and quarantine patterns.…
Open Data Portal for City Governments with APIs and Visualisations
Build a portal that publishes city datasets as APIs and ready-made visualisations. You will learn open data engineering, API design and civic data practice.…
Cold-Storage Tiering Design for Petabyte-Scale Log Archives
Design and simulate an archive tiering strategy that balances retrieval needs and cost. You will learn storage economics, lifecycle design and retrieval pattern analysis.…
Benchmarking Vector Databases for Billion-Scale Semantic Search
Benchmark ANN indexes at scale and characterise recall, latency and cost trade-offs. You will learn ANN algorithms, benchmark discipline and index tuning.…
Streaming Join Optimisation in Flink: Skew Handling Study
Study how key skew breaks streaming joins and evaluate mitigation strategies. You will learn stream internals, skew mitigation and performance methodology.…
Data Drift Detection Methods for Production ML Features
Compare drift detectors on production-like feature streams and their alert quality. You will learn drift statistics, monitoring design and false-alert economics.…
Differential Privacy in Data Warehousing: Query Budget Case Study
Run warehouse analytics under privacy budgets and study the utility cost. You will learn differential privacy, budget composition and governance design.…
Approximate Query Processing for Interactive Dashboards
Make dashboards interactive with approximate answers that carry honest error bars. You will learn sketching algorithms, error estimation and UX for uncertainty.…
Knowledge Graph Embeddings for Drug Repurposing Candidate Prediction
Predict drug-disease links with graph embeddings and validate against known evidence. You will learn graph representation learning, biomedical data and evaluation rigour.…
Causal Impact Measurement for Marketing Campaigns with Synthetic Controls
Estimate true campaign lift using synthetic controls instead of naive before-after reads. You will learn causal design, synthetic control methods and business communication.…
Federated Analytics Across Hospital Data Silos
Answer cross-hospital questions without centralising patient-level data. You will learn federated system design, schema mediation and privacy governance.…
Temporal Graph Mining for Financial Crime Detection
Detect crime patterns that only appear when transaction timing is taken into account. You will learn temporal graph methods, motif analysis and investigator workflows.…
Cost-Aware Query Optimisation for Serverless Warehouses
Study how serverless pricing changes optimal query plans and physical design. You will learn query optimisation, cost modelling and workload characterisation.…