Products are more than code

• Good architectures gives you flexibility
• Choosing right tools is a biz decision: why Django
• Overcoming the operational vs analytical data workload disconnect(age-old OLAP vs OLTP) with Postgres.

Data Products are more than models

• Coupling your Django models with pandas dataframes: a sharp knife.
• Seamlessly incorporating external sources with Segment.com
• The right thing, to the right person, at the right time: smart notifications.
• Appearing smart with dumb safeguards around noisy data.

Feeding back into the business

• IPython as a BI tool: how a little python can go a long way.
• "If you have to copy-paste a dashboard, you're not serious about tracking that"
• Slicing and dicing customer engagement data
• What Sales didn't know they could have: engagement data as a lead-gen tool.