With this end-to-end flow you can extract your updated data from an eCommerce platform and bring it into Keboola. After all the necessary tasks are performed on the data, you can transform the results into visualizations in any BI tool of your choice.

The flow, in a nutshell:

  • First, the eCommerce data source connector will collect data from your account (data about orders, products, inventory, and customers). You can also bring in marketing data from your marketing channels like Facebook Ads, Google Ads, and/or Sklik accounts.

  • We then create the output tables. We add NULL values if any columns are missing. We also check the data, and perform an RFM analysis.

  • The data is then written into your selected destination, for example to Snowflake database via the Snowflake data destination connector.

  • Finally, you will run the entire flow (i.e., the sequence of all the prepared, above mentioned steps, in the correct order). The eCommerce data source connector, all data manipulations and analyses, and the data destination connector of your choice, will be processed.

Entity Relationship Diagram

An entity-relationship diagram is a specialized graphic that illustrates the relationships between entities in a data destination.

Business Data Model

Table Description

Name Description
PRODUCTS contains list of products including product type, product manufacturer and product price
ORDERS contains list of customer orders including order date, purchase, price and taxes
CUSTOMERS contains list of customers, incl. email, customer billing and shipping information, and orders count
SHOP contains information about your shop such as URL and name
BILLING TYPE enumeration for billing types
SHIPPING TYPE enumeration for shipping types
ORDER LINES contains individual items to orders, incl. order date, amount of bought items and item prices
PRODUCT MARGIN OVER TIME contains product margin over time, used to check how margin on each product changes in time
CAMPAIGN COSTS contains daily marketing campaign costs and clicks
CAMPAIGN COSTS MONTHLY contains monthly marketing campaign costs and clicks
RFM describes analysis of customer value (RFM), showing actual group of customers as well as prediction for moving from loyal customer to frozen customer
ANALYZE CLV BY TIME FROM PREVIOUS ORDER contains analysis of customer lifetime value by time
ANALYZE CLV BY ORDER COUNT contains analysis of customer lifetime value by number of orders

Data Sources

These are the data sources that are available in Public Beta:

Data Destinations

These data destinations are available in Public Beta:

How to Use Template

The process is simple. We will guide you through it, and, when needed, ask you to provide your credentials and authorize the data destination connector.

First decide which Data Source and which Data Destination you want to use. Then select the corresponding template from the Templates tab in your Keboola project. When you are done, click + Use Template.

Add New Use Case

This page contains information about the template. Click + Use Template again.

Add New Use Case - Shopify to Keboola DWH

Now enter a name for the template instance that you are about to create. This allows you to use the template as many times as you want. It is important to keep things organized.

Shopify to Keboola DWH - Template Name

After clicking Next Step, you will see the template builder. Fill in all needed credentials and perform the required OAuth authorizations.

Important: Make sure to follow all the steps very carefully to prevent the newly created flow from failing because of any user authorization problems. If you are struggling with this part, go to the section Authorizing Data Destinations below.

Follow the steps one by one and authorize your data sources. An eCommerce data source is required. In this case, it is Shopify. The marketing data sources are optional.

Note: Using additional marketing sources is optional. You can (but you do not have to) enrich your eCommerce data with marketing statistics like costs, impressions, and clicks.

Finally, the destination must be authorized as well.

Shopify Analytics to Keboola Provided Snowflake Database

When you are finished, click Save in the top right corner. The template builder will create your new configuration and when it is done, you will be redirected to the Template Catalogue where you can see the newly created flow.

Click Run Template and start building your visualizations a few minutes later.

Shopify Analytics to Keboola Provided Snowflake Database - Flows

Authorizing eCommerce Data Sources

To use a selected data source connector, you must first authorize the data source.

At least one data source must be used in order to create a working flow.

Shopify Analytics

Shopify Source

To enable this application, you must:

  • Enable private app development for your store.
  • Create a private application.
  • Enable Read access ADMIN API PERMISSIONS for the following objects:
    • Orders
    • Products
    • Inventory
    • Customers

Additional documentation is available here.

Shoptet Analytics

This data source connector allows you to download data from Shoptet permalinks.

Shoptet Data Source

Find all links in your Shoptet account.

Example: Go to Customers and click Export. At the bottom you will see a link that looks like this: https://www.yourshopaddress.domain/export/customers.xml?ip=

  • Set the shop name, e.g., myshop
  • Set the Base URL of the store, e.g.,
  • Set the Orders URL so that it contains the pattern ID and hash in the URL, e.g.,
  • Set the Products URL so that it contains the pattern ID and hash in the URL, e.g.,
  • Set the Customers URL so that it contains the hash in the URL, e.g.,
  • Set the Stock URL so that it contains the hash in the URL, e.g.,

Authorizing Marketing Data Sources

Using the following marketing data sources is optional. Select the ones you wish to use.

Facebook Ads

Facebook Ads Data Source

Log into Facebook with redirection from this step and allow Keboola to access the data.

From the list of accounts select the accounts from which you want to download data.

Google Ads Data Source

Authorize your Google Account and then select the account from which you want to obtain data. The list will automatically appear after authorization.


Sklik Data Source

The data source connector uses the Sklik API to import data from Sklik. It downloads configured reports for all specified accounts.

To configure this connector, you need to have a working

The current listing limit supported by the Sklik API is 100.

Authorizing Data Destinations

To create a working flow, you must select at least one data destination.

BigQuery Database

BigQuery Destination

To configure the data destination connector, you need to set up a Google Service Account and create a new JSON key.

A detailed guide is available here.

Google Sheets

Google Sheets Destination

Authorize your Google account.

Duplicate the sheet into your Google Drive and paste the file ID back into Keboola. This is needed to achieve correct mapping in your duplicated Google sheet.

Snowflake Database Provided by Keboola

If you do not have your own data warehouse, follow the instructions and we will create a database for you:

  1. After clicking Save, the template will be used in your project. You will see a flow.
  2. Go there and click on Snowflake Data Destination to configure it. You will be redirected to the data destination configuration and asked to set up credentials.
  3. Select Keboola Snowflake database.
  4. Then go back to the flow and click Run.

DWH Provided by Keboola DWH Provided by Keboola DWH Provided by Keboola DWH Provided by Keboola

Everything is set up.

Snowflake Database

If you want to use your own Snowflake database, you must provide the host name (account name), user name, password, database name, schema, and a warehouse.

Snowflake Destination

We highly recommend that you create a dedicated user for the data destination connector in your Snowflake database. Then you must provide the user with access to the Snowflake Warehouse.

Warning: Keep in mind that Snowflake is case sensitive and if identifiers are not quoted, they are converted to upper case. So if you run, for example, a query CREATE SCHEMA john.doe;, you must enter the schema name as DOE in the data destination connector configuration.

More info here.

Most Common Errors

Before turning to the Keboola support team for help, make sure your error is not a common problem that can be solved without our help.

Missing Credentials to Snowflake Database

If you see the error pictured below, you have probably forgotten to set up the Snowflake database.

Click on the highlighted text under Configuration in the top left corner. This will redirect you to the Snowflake Database connector. Now follow the Snowflake Database provided by Keboola on the page Authorizations/destinations.

Then go to the Jobs tab and Run the flow again.

Job - Snowflake