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In this video, you will be building a Smart City End to End Realtime data streaming pipeline covering each phase from data ingestion to processing and finally storage. We'll utilize tools like IOT devices, Apache Zookeeper, Apache Kafka, Apache Spark, Docker, Python, AWS Cloud, AWS Glue, AWS Athena, AWS IAM, AWS Redshift and finally PowerBI to visualize data on Redshift. MORE DATA ENGINEERING VIDEOS AVAILABLE on datamasterylab.com Like this video? Buy me a coffee: https://www.buymeacoffee.com/yusuf.ga... Become a member: / @codewithyu Timestamps: 0:00 Introduction 1:29 System Architecture 7:22 Project Setup 9:00 Docker containers setup and coding 26:17 IOT services producer 38:19 Vehicle information Generator 48:10 GPS Information Generator 50:13 Traffic information Generator 53:13 Weather information Generator 58:35 Emergency Incident Generator 1:03:39 Producing IOT Data to Kafka 1:14:43 AWS S3 setup with policies 1:16:38 AWS IAM Roles and Credentials Management 1:19:14 Apache Spark Realtime Streaming from Kafka 2:01:14 Fixing Schema Issues in Apache Spark Structured Streaming 2:07:31 AWS Glue Crawlers 2:10:23 Working with AWS Athena 2:13:22 Loading Data into Redshift from AWS Glue Data Catalog 2:17:58 Connecting and Querying Redshift DW with DBeaver 2:20:51 Connecting Redshift to AWS Glue Catalog 2:23:34 Fixing IAM Permission issues with Redshift 2:26:05 Outro 👦🏻 My Linkedin: / yusuf-ganiyu-b90140107 🚀 X(Twitter): https://x.com/YusufOGaniyu 📝 Medium: / yusuf.ganiyu 🌟 Please LIKE ❤️ and SUBSCRIBE for more AMAZING content! 🌟 🔗 Useful Links and Resources: ✅ Source Code: https://www.buymeacoffee.com/yusuf.ga... ✅ Docker Compose Documentation: https://docs.docker.com/compose/ ✅ Apache Kafka Official Site: https://kafka.apache.org/ ✅ Apache Spark Official Site: https://spark.apache.org/ ✅ Confluent Docs: https://docs.confluent.io/home/overvi... ✅ S3 Documentation: https://docs.aws.amazon.com/s3/ ✅ AWS IAM Documentation: https://docs.aws.amazon.com/IAM/lates... ✨ Tags ✨ Data Engineering, Kafka, Apache Spark, Cassandra, PostgreSQL, Zookeeper, Docker, Docker Compose, ETL Pipeline, Data Pipeline, Big Data, Streaming Data, Real-time Analytics, Kafka Connect, Spark Master, Spark Worker, Schema Registry, Control Center, Data Streaming ✨ Hashtags ✨ #DataEngineering #Kafka #ApacheSpark #Cassandra #PostgreSQL #Docker #ETLPipeline #DataPipeline #StreamingData #RealTimeAnalytics