Towards the SMACK stack
speaker: several event: DataScienceSG [2018-11-07 Wed 19:20:32]
difficult to determine if change in model is due to bad data or change in customer behavior
grafana for dashboard to show metrics
SMACK: spark, mesos, akka, cassandra, kafka
uses cassandra as a time series db paritioned by customer
spark slave node installed together with cassandra nodes
have app push events to kafka instead of pulling from prod db
- prod db is not clean, schema changes frequently
- streaming ETL
uses kubernetes instead of mesos
future explorations
- dash by plotly
- kibana
- elassandra