Developing Lambda Architecture This is a repository for the code found in my series of blog posts on implementing the Lambda Architecture:: Introduction to Lambda Architecture Implementing Data Ingestion using Apache Kafka, Tweepy Implementing Batch Layer using Kafka, S3, Redshift Implementing Speed Layer using Spark Structured Streaming Implementing Serving Layer using Redshift