Before importing CRM data to Google BigQuery, you need to create an empty table with a schema definition. More details on creating a table for CRM data storing can be found here.
From this article, you’ll learn about a schema definition, including the required fields, their types, and descriptions. While working with the CRM data schema below, please consider the following:
- Fields marked with an asterisk mark (*) are required to be filled in.
- If you have no data for some schema fields, add them to the table with empty values.
- Custom parameters of User or Transaction data can be added to the table via the additional fields. OWOX BI doesn’t process custom parameters when calculating an attribution model.
- CRM data structure can be defined via notional nested levels. According to them, the same transaction_id can be used for several product_ids, while transaction_revenue is always unique per product_id.
- Providing a timezone is required for the TIMESTAMP-type fields (i.e. transaction_created, transaction_changed, promo_start, promo_end fields).
Follow the references to see the examples of a table and view in Google BigQuery.
NoteIf at least one schema field is missing or has a type different from the required one, the calculation of an attribution model might return an error.
To use CRM data in a structure that differs from the standard one, use the custom events mechanism. Read more
Field | Data type | Description |
---|---|---|
user_id * |
STRING |
User ID Note: By default, OWOX BI uses the If the User ID value is unknown for a certain transaction, leave NULL in the |
client_id |
STRING | Online visitor ID |
user_phone |
STRING | User phone number |
user_email |
STRING | User email address |
transaction_id * |
STRING | Transaction ID |
transaction_status * |
STRING | Transaction status: completed, refunded, canceled, pending, in_process, awaiting_fulfillment, awaiting_shipment, or awaiting_pickup. *In an attribution model, only the transactions with the completed status are taken into account. |
transaction_responsible |
STRING | ID of a manager or operator who processes the transaction |
transaction_coupon |
STRING | Promo code |
transaction_discount |
FLOAT | Discount in currency |
transaction_revenue * |
FLOAT |
The total revenue from all the individual products purchased in this transaction, excluding discounts. Note: If your data is detailed to the "product" level, then transaction_revenue must be unique per product_id. To obtain the revenue for an individual product, use the formula: product_price*product_quantity |
transaction_currency |
STRING | Currency |
transaction_payment_type |
STRING | Payment method |
transaction_delivery_type |
STRING | Delivery method |
transaction_delivery_service |
STRING | Delivery service used |
transaction_delivery_time |
INTEGER | Delivery time in days |
transaction_touchpoint |
STRING | Transaction source. For example, a website, a call center, or an offline store |
transaction_store_id |
STRING | Store ID |
transaction_city |
STRING | City |
transaction_region |
STRING | Region |
transaction_country |
STRING | Country |
transaction_created * |
TIMESTAMP |
The time when the transaction was created Providing a timezone is required for this field |
transaction_changed |
TIMESTAMP |
The time of the last transaction update Providing a timezone is required for this field |
product_id |
STRING | Product ID |
product_name |
STRING | Product name |
product_category |
STRING | Product category |
product_groupcategory1 |
STRING | Level 1 category |
product_groupcategory2 |
STRING | Level 2 category |
product_groupcategory3 |
STRING | Level 3 category |
product_brand |
STRING | Product brand |
product_cogs |
FLOAT | Product COGS in the % of its price. For example, 0.4 or 0.15 |
product_quantity |
INTEGER | The number of products in the transaction |
product_price |
FLOAT | Product price |
promo_name |
STRING | Promotion name |
promo_start |
TIMESTAMP |
Promotion start time Providing a timezone is required for this field |
promo_end |
TIMESTAMP |
Promotion end time Providing a timezone is required for this field |
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