Problem: Batch data processing was not by Muhammad ArsalanProblem: Batch data processing was not by Muhammad Arsalan

Problem: Batch data processing was not

Portfolio project
Muhammad Arsalan
Problem: Batch data processing was not suitable for real-time analytics and scalable cloud-based data ingestion.
Solution: Created a real-time streaming pipeline using Kafka on AWS EC2, stored processed data in S3, cataloged it with AWS Glue, and queried it with Amazon Athena.
Tools: Python, Apache Kafka, AWS EC2, Amazon S3, AWS Glue, Amazon Athena, Pandas
Result: Built an end-to-end cloud data streaming workflow that supports real-time ingestion, storage, cataloging, and SQL-based analytics.

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Problem: Batch data processing was not suitable for real-time analytics and scalable cloud-based data ingestion. Solution: Created a real-time streaming pi...

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