Big Data & Machine Learning 1 2 Agenda 3 5 Message-oriented architectures 6 7 Serverless data pipelines 8 GCP Reference Architecture 9 10 11 12 13 14 15 16 17 Big Data & Machine Learning Cloud OnBoard 1 Choosing where to store data on GCP 2 1 3 2 5 3 unstructured structured 6 5 7 6 8 7 Transactional Data analytics 9 workload workload 8 10 Cloud Millisecond 9 SQL No-SQL Storage Latency 11 10 12 11 One Cloud 13 database 12 Cloud enough Bigtable 14 13 SQL Latency in 15 seconds 14 Horizontal 16 scalability 15 Cloud 1716 Spanner Cloud BigQuery 17 Datastore 18 75