Anatomy of a Data Analytics MVP

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A minimal analytics solution. …

A minimal analytics solution.

Originally created PyConAPAC 2014, this solution demonstrates the typical components and possible technologies for a data analytics MVP.

Source: https://github.com/whosken/analytics-mvp

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  • 1. Anatomy of an Analytics MVP Ken Hu @whosbacon
  • 2. Itinerary ● Demo ● Architecture ○ Data Feed ○ Message Queue ○ Analysis ○ Database ○ Visualization ○ Hosting ● Considerations
  • 3. How do people like the latest Godzilla?
  • 4. analytics-mvp.herokuapp.com
  • 5. Alternatives ● Email ● Logs ● Clicks ● KPI
  • 6. Alternatives ● RabbitMQ ● Memcache ● IronWorker ● Redis Queue
  • 7. Alternatives ● NLTK ● Scikit-Learn ● Numpy ● Scipy
  • 8. Alternatives ● MongoDB ● Hadoop ● PostgreSQL
  • 9. Alternatives ● D3.js ● NVD3.js ● Django ● gRaphaël
  • 10. ● Problem ● Don’t learn ● Break it down ● SaaS it up ● Queue + DB layers ● Collocated cloud Considerations
  • 11. Fin @whosbacon whosbacon.com github.com/whosken/analytics-mvp