Data Engineering & AI | Apache Spark
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This channel is created for beginner in Bigdata Engineer, Apache Spark Developers for knowledge sharing and Projects (Blog,Paid and Free Course)
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频道帖子
Cloud & Containerization for Big Data
☁️ Want to deploy Big Data systems on the cloud?
These free projects cover Docker, Linux, and containerized Big Data stacks.
🐳 Docker Compose for Big Data Stack
⚙️ Install Spark Standalone on Docker Desktop
☁️ Install Superset on Ubuntu (Cloud Server)
🧩 Set Up Apache Druid Locally for Cloud-Scale Analytics
🖥 Cloud-Based Data Pipeline Example
All projects include config files, Docker steps, and visuals — ideal for self-hosting Big Data systems.
#Cloud #Docker #BigData #ApacheSpark #ApacheSuperset #DataEngineering #Containerization
| 2 | 💼 Ace Your Big Data Interviews: Apache Hive Interview Questions & Case Studies
If you’re preparing for Big Data or Hive-related interviews, these videos cover real-world Q&As, scenarios, and optimization techniques 👇
🎯 Interview Series:
Introduction to Apache Hive Interview Questions
Scenario: Join Optimization Across 3 Partitioned Tables
Best Practices for Designing Scalable Hive Tables
Hive Partitioning Explained
Dynamic Partitioning in Hive
Bucketing for Performance
Using ORC File Format
LLAP (Live Long and Process)
ACID Transactions in Hive
Handling Slowly Changing Dimensions (SCD)
👨💻 Hands-On Hive Tutorials:
Create and Load Hive Tables
Complex Data Types in Hive
Skip Header Rows When Loading Data
Which Hive optimization or feature do you find the most useful in real-world projects? | 271 |
| 3 | Real-Time Analytics Projects (Kafka, Spark Streaming, Druid) 📊
🚦 Build and learn Real-Time Data Streaming Projects using open-source Big Data tools — all with code and architecture!
🖱 Clickstream Behavior Analysis Project
📡 Installing Single Node Kafka Cluster
📊 Install Apache Druid for Real-Time Querying
Learn to create pipelines that handle streaming data ingestion, transformations, and dashboards — end-to-end. 🔄
#ApacheKafka #SparkStreaming #ApacheDruid #RealTimeAnalytics #BigData #DataPipeline #Zeppelin #Dashboard | 321 |
| 4 | 🚀Kick off 2026 with this free comprehensive Apache Spark Commands Cheat Sheet! Covers Spark Core (RDDs), Spark SQL (DataFrames), Streaming, MLlib, GraphX & more essential commands.
Grab it now: https://buff.ly/SmIn8HG
#ApacheSpark #BigData #DataEngineering #SparkSQL | 525 |
| 5 | https://youtube.com/shorts/hVs4sC6Uyd4?feature=share | 784 |
| 6 | Modern marketing teams generate millions of user interactions across ad clicks, page views, and conversions every single day. Analyzing this volume of data in traditional spreadsheets or single-node Python scripts quickly leads to memory bottlenecks.
To extract actionable business value from campaign data at scale, you need distributed compute.
We just published a comprehensive, practical guide: Marketing Analytics with Apache Spark on Databricks.
This hands-on project walks you through the core workflows of transforming raw event streams into clean, actionable business intelligence:
• Set Up Your Spark Environment: Launch a zero-cost Databricks Community Edition cluster to start building immediately.
• Ingest & Clean Campaign Data: Handle messy customer touchpoint records, parse timestamps, and structure semi-structured schemas.
• Compute High-Impact Marketing Metrics: Write optimized Spark SQL and DataFrame operations to calculate click-through rates (CTR), conversion attribution, and campaign ROI.
• Line-by-Line Code Breakdown: Every transformation is dissected so you understand the execution logic under the hood, not just copy-paste snippets.
Moving from synthetic datasets to real-world business scenarios is the fastest way to build an analytics portfolio that stands out to hiring managers.
👉 Read the complete tutorial and grab the code here:
https://projectsbasedlearning.com/apache-spark-analytics/marketing-analytics-part-1/
What is your preferred metric to track when analyzing marketing conversion funnels? Share your approach below! 👇
#ApacheSpark #BigData #DataScience #AI #Programming #Coding #100DaysOfCode #Analytics #ML #Python | 835 |
| 7 | FREE Metabase Crash Course | Building Interactive Dashboards
Welcome to the ultimate Metabase Crash Course! In this lecture, we tackle the most crucial phase of Business Intelligence: bringing all your isolated insights together into a centralized, interactive dashboard.
We break down dashboard design principles, visual hierarchy, and the user experience. You will learn how to transition from answering single questions to telling a cohesive business story using KPIs, text cards, and dynamic cross-filtering.
When you enroll in the full course, you will learn how to:
🐳 Deploy and administer Metabase, MySQL, and PostgreSQL locally using Docker containers.
📊 Build a governed Semantic Layer in Data Studio to create reusable canonical metrics.
🤖 Leverage Metabot AI to query your data in plain English and assist with native SQL generation.
🎮 Construct a complete, 10-visual Video Game Sales Analytics Dashboard from raw SQL queries to a final executive presentation.
Subscribe to the channel for more data engineering and analytics tutorials!
https://youtu.be/EBz28VrNOVg | 657 |
| 8 | Apache Spark Analytics Projects:
Vehicle Sales Report – Data Analysis in Apache Spark
Video Game Sales Data Analysis in Apache Spark
Slack Data Analysis in Apache Spark
Healthcare Analytics for Beginners
Marketing Analytics for Beginners
Sentiment Analysis on Demonetization in India using Apache Spark
Analytics on India census using Apache Spark
Bidding Auction Data Analytics in Apache Spark | 628 |
| 9 | 🔥 Master Open-Source BI with Metabase! 🔥
Stop paying massive licensing fees for enterprise BI tools. Learn how to deploy, manage, and build stunning dashboards with Metabase—the leading open-source business intelligence platform.
Whether you are a Data Engineer, Analyst, or Developer, this complete masterclass on SmartDataCamp covers everything you need to take your analytics from zero to production.
🛠 What You’ll Learn:
🔹 Containerized Deployment: Spin up Metabase quickly and cleanly using Docker.
🔹 Database Connections: Seamlessly connect your SQL and NoSQL databases.
🔹 Advanced Visualizations: Build interactive dashboards and master deep-dive visualization modules.
🔹 Expanded Reporting: Integrate workflows with tools like Data Studio.
⚡️ Special Course Sale Active Now! Level up your modern data stack and start building professional, self-serve dashboards today.
👉 Enroll here: https://www.smartdatacamp.com/courses/Metabase-an-Open-Source-Business-Intelligence-Platform-660b94fc4ec3390ec18bfe7a
#BusinessIntelligence #Metabase #DataAnalytics #DataEngineering #SmartDataCamp #Docker | 693 |
| 10 | 🔥 MEGA DATA ENGINEERING & BIG DATA COURSE BUNDLE! 🔥
Level up your skills with these top-rated hands-on courses covering Apache Spark, Hadoop, Data Engineering, Machine Learning, and BI tools. Grab them using the direct links below! 🚀
🧠 Interview Guides
Apache Spark Interview Questions
Hadoop MapReduce Interview Guide
Apache Hive Interview Guide
Apache Pig Interview Questions
⚙️ Core Data Engineering & Big Data
Apache Spark with Scala (Databricks Cert Prep)
Apache Druid for Data Engineers
Apache Hive for Data Engineers
Apache Superset for Data Engineers
Big Data Hadoop Hands-On for Beginners
Linux for Data Engineers
Delta Lake with Apache Spark & Scala
📊 BI, Dashboards & Tools
Redash Masterclass: Dashboards & SQL
Metabase Open-Source BI Platform
Apache Zeppelin Big Data Visualization
🤖 AI & Machine Learning with Spark
ChatGPT for Data Engineers
Machine Learning with Apache Spark 3 (Scala)
Build Spark ML & Analytics: 5 Projects
💻 Real-World Spark Projects
Disease Prediction Mini-Projects (Spark ML)
Telecom Customer Churn Prediction
House Sale Price Prediction Project
Employee Attrition Prediction
Ecommerce Weblog Report Generation
World Development Indicators Analytics
Olympic Games Analytics Project
💡 Note: Coupons may have limited redemptions or expire soon, so enroll quickly! Share with friends who might benefit. | 748 |
| 11 | https://youtube.com/shorts/fgLdAMwXXhA?si=G6hXRT6kn44oFzaP | 651 |
| 12 | 🚀 FREE Udemy Course – Apache Spark Project
📊 Apache Spark Project – World Development Indicators Analytics
Want to practice Apache Spark with a real-world data analytics project? This course walks you through analyzing World Development Indicators using Apache Spark.
🎓 What you'll learn:
✅ Apache Spark Project
✅ Real-world data analysis
✅ Working with World Development Indicators
✅ Data processing & analytics
✅ Hands-on Spark experience
🎁 FREE Udemy Coupon – Limited Availability!
👉 Enroll here:
https://www.udemy.com/course/apache-spark-project-world-development-indicators-analytics/?couponCode=317D4772353995DE351C
⚠️ Coupon may expire once the limited redemptions are used.
If you find the course useful, please leave a ⭐️⭐️⭐️⭐️⭐️ review on Udemy.
#ApacheSpark #BigData #DataEngineering #DataAnalytics #Spark #Udemy #FreeCourse #MachineLearning #DataScience | 692 |
| 13 | 🚀 FREE Metabase Crash Course | Master Open-Source BI, Docker & AI Analytics
Welcome to the ultimate Metabase Crash Course! In this introductory lecture, we explore how Metabase is revolutionizing open-source Business Intelligence and why it is the premier alternative to expensive platforms like Tableau and Power BI.
📺 Watch the FREE preview on YouTube here: https://youtu.be/zu6m9tI4EwA
👇 ABOUT THE FULL COURSE 👇
Data is only valuable when it can be understood, visualized, and acted upon. In the complete Metabase masterclass, we take you from an absolute beginner to a confident, production-ready BI practitioner. This hands-on curriculum is designed specifically for data engineers, analysts, and business professionals.
When you enroll in the full course, you will learn how to:
🐳 Deploy and administer Metabase, MySQL, and PostgreSQL locally using Docker containers.
📊 Build a governed Semantic Layer in Data Studio to create reusable canonical metrics.
🤖 Leverage Metabot AI to query your data in plain English and assist with native SQL generation.
🎮 Construct a complete, 10-visual Video Game Sales Analytics Dashboard from raw SQL queries to a final executive presentation.
Stop paying for expensive legacy BI tools! Learn how to self-host, automate insights, and democratize data across your entire organization without writing complex code.
🎓 GET THE FULL COURSE ON UDEMY (Special Discount Applied):
https://www.udemy.com/course/metabase-an-open-source-business-intelligence-platform/?referralCode=B132AB08BEE5DA4F9C8F
💸 Get the course directly from SmartDataCamp at a lower cost:
https://www.smartdatacamp.com/courses/Metabase-an-Open-Source-Business-Intelligence-Platform-660b94fc4ec3390ec18bfe7a
🌐 VISIT OUR WEBSITE FOR MORE DATA ENGINEERING RESOURCES:
https://www.smartdatacamp.com
Subscribe to the channel for more data engineering tutorials! | 634 |
| 14 | 🚀 Build a Loan Approval Prediction Model with Machine Learning!
Want to work on a practical Machine Learning project while learning Apache Spark and Scala?
In this project, you’ll explore how machine learning can be applied to loan approval prediction using real-world data and data-processing techniques.
🔹 Machine Learning
🔹 Apache Spark
🔹 Scala
🔹 Data Science & AI
🔹 Hands-on project experience
👉 Explore the complete project:
https://projectsbasedlearning.com/apache-spark-machine-learning/machine-learning-project-loan-approval-prediction/
#MachineLearning #ApacheSpark #Python #DataScience #AI #BigData #Coding #100DaysOfCode #NLP #OpenSource | 677 |
| 15 | 📄 Sample Resume for Experienced Data Engineers
Stand out with a professionally designed template to showcase your Big Data & Data Engineering expertise 🚀
👉 Grab it here: https://www.smartdatacamp.com/products/Sample-Resume-for-Experience-Data-Engineer-67077c691a71db7ff3c5c41e
#ApacheSpark #Hadoop #BigData #DataEngineer #DataScience #CareerGrowth #ResumeTips | 728 |
| 16 | https://youtube.com/shorts/hvmrNx5sggg?feature=share | 892 |
| 17 | 💸📊 Can Machine Learning help predict possible loan defaults?
In this Apache Spark project, we use Machine Learning to analyze loan data and predict the possibility of loan default.
🔹 Explore the dataset
🔹 Prepare and transform data with Apache Spark
🔹 Build a Machine Learning model
🔹 Train and evaluate the model
🔹 Predict possible loan defaults
A practical project for anyone learning Apache Spark, Machine Learning, and Data Analytics.
👉 Read the complete guide:
https://projectsbasedlearning.com/apache-spark-machine-learning/predicting-possible-loan-default-using-machine-learning/
#MachineLearning #DataScience #BigData #ApacheSpark #AI #DataAnalytics #Python #Programming #100DaysOfCode | 958 |
| 18 | 🚀 Preparing for a Data Analyst or Data Engineering interview? Don’t underestimate SQL.
Many candidates know SQL syntax—but technical interviews often test whether you can think in SQL.
That’s why we created the Ultimate SQL Cheat Sheet for Interviews — a free, quick-reference guide to help you prepare with practical SQL patterns.
📌 Inside, you’ll learn:
✅ Filtering, Aggregations & GROUP BY
✅ INNER, LEFT & FULL JOINs
✅ CTEs & Subqueries
✅ Window Functions — ROW_NUMBER(), RANK() & more
✅ SQL Performance & Indexing basics
✅ SARGable queries
✅ Why avoiding SELECT * matters
✅ Top 20 SQL Interview Questions with optimized solutions
Whether you're preparing for your first Data Analyst interview or transitioning into Data Engineering, this cheat sheet can help you revise the concepts that commonly come up in technical screens.
🎯 Keep it handy. Practice the queries. Be ready for the interview.
📥 Download the FREE SQL Cheat Sheet and start preparing today!
#SQL #SQLInterview #DataAnalytics #DataEngineering | 831 |
| 19 | Big Data & Hadoop Installation + Projects
If you’re diving into Big Data tools like Hadoop, Hive, Flume, or Kafka — this collection is gold 💎
📥 Install Apache Hadoop 3.3.1 on Ubuntu
🐝 Install Apache Hive on Ubuntu
📊 Customer Complaints Analysis (Hadoop Project)
📹 YouTube Data Analysis using Hadoop
🧾 Web Log Analytics for Product Company
All projects include end-to-end implementation steps — ideal for building a Big Data portfolio or practicing for interviews!
#BigData #Hadoop #Hive #ApacheKafka #DataEngineering #Linux #OpenSource #DataAnalytics | 794 |
| 20 | 🔥 END OF SEPTEMBER SALE: Master Data Engineering & Big Data! 🔥
Level up your tech stack or crack that next major interview! For the next few days, use the code SEPT2026 to grab any of my premium Data Engineering, Spark, and BI courses at the lowest possible price.
(Note: The discount is automatically applied in the links below!)
🚀 NEW LAUNCHES: The Interview Mastery Series
🔹 Apache Spark Interview Questions (Scala & PySpark):
https://www.udemy.com/course/apache-spark-interview-questions-answers-scala-pyspark/?couponCode=SEPT2026
🔹 Hadoop & MapReduce Interview Guide:
https://www.udemy.com/course/hadoop-mapreduce-interview-guide-architecture-scenarios/?couponCode=SEPT2026
🔹 Apache Hive Interview Guide: https://www.udemy.com/course/apache-hive-interview-guide-optimization-tez/?couponCode=SEPT2026 🔹 Apache Pig Interview Questions: https://www.udemy.com/course/apache-pig-interview-questions-and-answers/?couponCode=SEPT2026
🛠 Core Data Engineering & Modern Tools
🔹 ChatGPT for Data Engineers: https://www.udemy.com/course/chatgpt-for-data-engineers/?couponCode=SEPT2026
🔹 Linux for Data Engineers: https://www.udemy.com/course/linux-for-data-engineers-hands-on/?couponCode=SEPT2026
🔹 Apache Druid Hands-On: https://www.udemy.com/course/apache-druid-for-data-engineers-hands-on/?couponCode=SEPT2026
🔹 Apache Hive Hands-On: https://www.udemy.com/course/apache-hive-for-data-engineers-hands-on/?couponCode=SEPT2026
🔹 Learn Big Data Hadoop for Beginners: https://www.udemy.com/course/learn-big-data-hadoop-hands-on-for-beginner/?couponCode=SEPT2026
🔹 Apache Spark with Scala (Databricks Cert): https://www.udemy.com/course/apache-spark-with-scala-useful-for-databricks-certification/?couponCode=SEPT2026
🔹 Delta Lake with Apache Spark: https://www.udemy.com/course/delta-lake-with-apache-spark-using-scala/?couponCode=SEPT2026
📈 Business Intelligence & Visualization
🔹 Redash Masterclass: https://www.udemy.com/course/redash-masterclass-dashboards-sql-on-prem-deployment/?couponCode=SEPT2026
🔹 Metabase BI Platform: https://www.udemy.com/course/metabase-an-open-source-business-intelligence-platform/?couponCode=SEPT2026
🔹 Apache Superset Hands-On: https://www.udemy.com/course/apache-superset-for-data-engineers-hands-on/?couponCode=SEPT2026
🔹 Apache Zeppelin Visualization: https://www.udemy.com/course/apache-zeppelin-big-data-visualization-tool/?couponCode=SEPT2026
🤖 Machine Learning & Real-World Projects
🔹 Machine Learning with Spark 3 (Scala): https://www.udemy.com/course/machine-learning-with-apache-spark-3-using-scala/?couponCode=SEPT2026
🔹 Build Spark ML & Analytics - 5 Projects: https://www.udemy.com/course/build-spark-machine-learning-and-analytics-5-projects/?couponCode=SEPT2026
🔹 Telecom Customer Churn Prediction: https://www.udemy.com/course/telecom-customer-churn-prediction-in-apache-spark-ml/?couponCode=SEPT2026
🔹 House Sale Price Prediction: https://www.udemy.com/course/spark-machine-learning-project-house-sale-price-prediction/?couponCode=SEPT2026
🔹 Disease Prediction (2 Mini Projects): https://www.udemy.com/course/disease-prediction-2-mini-projects-in-apache-sparkml/?couponCode=SEPT2026
🔹 Employee Attrition Prediction: https://www.udemy.com/course/employee-attrition-prediction-in-apache-spark-ml/?couponCode=SEPT2026
📊 End-to-End Analytics Projects
🔹 Ecommerce Weblog Report Generation: https://www.udemy.com/course/ecommerce-weblog-report-generation-project-in-apache-spark/?couponCode=SEPT2026
🔹 World Development Indicators Analytics: https://www.udemy.com/course/apache-spark-project-world-development-indicators-analytics/?couponCode=SEPT2026
🔹 Olympic Games Analytics (Beginner): https://www.udemy.com/course/olympic-games-analytics-project-in-apache-spark-for-beginner/?couponCode=SEPT2026
⏳ Hurry—these links expire soon!
Grab them while the September discount is still active.
#DataEngineering #ApacheSpark #Hadoop #BigData #MachineLearning #TechCareers | 807 |
