Customers
Your customers cohort represents all individuals that have taken the action that defines a customer for you. Creating this cohort enables a variety of predictions, from propensity to repeat purchase for upselling to persona predictions for rich personalization insights.
In this tutorial, we'll show you how to:
- Describe your Customers group formally using a cohort.
Let's dive in.
- You'll need a Faraday account — signup is free!
Confirm your data
Event streams
Unless you’ve already created it for another quickstart or purpose, you’ll need to add the following event stream to your account:
- Transaction
What’s an event stream?
Predicting a certain customer behavior requires historical examples of customers exhibiting that behavior. Faraday works best when that data comes in the form of “events” — specific actions or occurrences that happened at specific times.
Formulating data this way helps you define cohorts more expressively.
For example, a Customers cohort could be defined as the group of people who have all experienced a Transaction event at least once.
For more, see our docs on Cohorts, Events, Traits, and Datasets (which define how events and traits emerge from your data).
To verify, use a GET /streams
request. Your response should look like this:
[{ "name": "Transaction", "id": "$TRANSACTION_STREAM_ID" , ...}]
Make note of the IDs of the necessary streams.
If the required stream isn’t there, follow the instructions using this button, then return here to resume.
Create cohort
Create a customers cohort
Use a POST /cohorts
request:
curl https://api.faraday.ai/cohorts --json '{ "name": "Customers", "stream_name": "transaction" }'
Your cohort will start building in the background. You can proceed immediately with the next set of instructions. When your cohort is done building, you’ll get an email.