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Copy data from Shopify using Azure Data Factory or Synapse Analytics (Preview)

APPLIES TO: Azure Data Factory Azure Synapse Analytics

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This article outlines how to use the Copy Activity in an Azure Data Factory or Synapse Analytics pipeline to copy data from Shopify. It builds on the copy activity overview article that presents a general overview of copy activity.

Important

This connector is currently in preview. You can try it out and give us feedback. If you want to take a dependency on preview connectors in your solution, please contact Azure support.

Important

The Shopify connector version 2.0 (Preview) provides improved native Shopify support. If you are using Shopify connector version 1.0 in your solution, please upgrade the Shopify connector before October 22, 2025. Refer to this section for details on the difference between version 2.0 (Preview) and version 1.0.

Supported capabilities

This Shopify connector is supported for the following capabilities:

Supported capabilities IR
Copy activity (source/-) ① ②
Lookup activity ① ②

① Azure integration runtime ② Self-hosted integration runtime

For a list of data stores that are supported as sources/sinks, see the Supported data stores table.

The service provides a built-in driver to enable connectivity, therefore you don't need to manually install any driver using this connector.

The connector supports the Windows versions in this article.

The billing_on column property was removed from the Recurring_Application_Charges and UsageCharge tables due to Shopify's official deprecation of billing_on field.

Note

For version 2.0 (Preview), column names retain the Shopify GraphQL structure, such as data.customers.edges.node.xx. For version 1.0, column names use simplified names.

Getting started

To perform the Copy activity with a pipeline, you can use one of the following tools or SDKs:

Create a linked service to Shopify using UI

Use the following steps to create a linked service to Shopify in the Azure portal UI.

  1. Browse to the Manage tab in your Azure Data Factory or Synapse workspace and select Linked Services, then click New:

  2. Search for Shopify and select the Shopify connector.

    Screenshot of the Shopify connector.

  3. Configure the service details, test the connection, and create the new linked service.

    Screenshot of linked service configuration for Shopify.

Connector configuration details

The following sections provide details about properties that are used to define Data Factory entities specific to Shopify connector.

Linked service properties

The Shopify connector now supports version 2.0 (Preview). Refer to this section to upgrade your Shopify connector version from version 1.0. For the property details, see the corresponding sections.

Version 2.0 (Preview)

The Shopify linked service supports the following properties when apply version 2.0 (Preview):

Property Description Required
type The type property must be set to: Shopify Yes
version The version that you specify. The value is 2.0. Yes
host The endpoint of the Shopify server. (that is, mystore.myshopify.com) Yes
accessToken The API access token that can be used to access Shopify’s data. The token does not expire if it is offline mode. Mark this field as a SecureString to store it securely, or reference a secret stored in Azure Key Vault. Yes

Example:

{
    "name": "ShopifyLinkedService",
    "properties": {
        "type": "Shopify",
        "version": "2.0",
        "typeProperties": {
            "host" : "mystore.myshopify.com",
            "accessToken": {
                 "type": "SecureString",
                 "value": "<accessToken>"
            }
        }
    }
}

Version 1.0

The Shopify linked service supports the following properties when apply version 1.0:

Property Description Required
type The type property must be set to: Shopify Yes
host The endpoint of the Shopify server. (that is, mystore.myshopify.com) Yes
accessToken The API access token that can be used to access Shopify’s data. The token does not expire if it is offline mode. Mark this field as a SecureString to store it securely, or reference a secret stored in Azure Key Vault. Yes
useEncryptedEndpoints Specifies whether the data source endpoints are encrypted using HTTPS. The default value is true. No
useHostVerification Specifies whether to require the host name in the server's certificate to match the host name of the server when connecting over TLS. The default value is true. No
usePeerVerification Specifies whether to verify the identity of the server when connecting over TLS. The default value is true. No

Example:

{
    "name": "ShopifyLinkedService",
    "properties": {
        "type": "Shopify",
        "typeProperties": {
            "host" : "mystore.myshopify.com",
            "accessToken": {
                 "type": "SecureString",
                 "value": "<accessToken>"
            }
        }
    }
}

Dataset properties

For a full list of sections and properties available for defining datasets, see the datasets article. This section provides a list of properties supported by Shopify dataset.

To copy data from Shopify, set the type property of the dataset to ShopifyObject. The following properties are supported:

Property Description Required
type The type property of the dataset must be set to: ShopifyObject Yes
tableName Name of the table. Yes for version 2.0 (Preview).
No for version 1.0 (if "query" in activity source is specified)

Example

{
    "name": "ShopifyDataset",
    "properties": {
        "type": "ShopifyObject",
        "typeProperties": {},
        "schema": [],
        "linkedServiceName": {
            "referenceName": "<Shopify linked service name>",
            "type": "LinkedServiceReference"
        }
    }
}

Copy activity properties

For a full list of sections and properties available for defining activities, see the Pipelines article. This section provides a list of properties supported by Shopify source.

Shopify as source

To copy data from Shopify, set the source type in the copy activity to ShopifySource. The following properties are supported in the copy activity source section:

Property Description Required
type The type property of the copy activity source must be set to: ShopifySource Yes
query Use the custom SQL query to read data. For example: "SELECT * FROM "Products" WHERE Product_Id = '123'". No (if "tableName" in dataset is specified)

Note

query is not supported in version 2.0 (Preview).

Example:

"activities":[
    {
        "name": "CopyFromShopify",
        "type": "Copy",
        "inputs": [
            {
                "referenceName": "<Shopify input dataset name>",
                "type": "DatasetReference"
            }
        ],
        "outputs": [
            {
                "referenceName": "<output dataset name>",
                "type": "DatasetReference"
            }
        ],
        "typeProperties": {
            "source": {
                "type": "ShopifySource",
                "query": "SELECT * FROM \"Products\" WHERE Product_Id = '123'"
            },
            "sink": {
                "type": "<sink type>"
            }
        }
    }
]

Data type mapping for Shopify

When you copy data from Shopify, the following mappings apply from Shopify's data types to the internal data types used by the service. To learn about how the copy activity maps the source schema and data type to the sink, see Schema and data type mappings.

Shopify data type Interim service data type (for version 2.0 (Preview)) Interim service data type (for version 1.0)
Boolean Boolean Boolean
Int Int Int
UnsignedInt64 UInt64 UInt64
Decimal Decimal Decimal
Float Double Double
String String String
Date Date Date
DateTime DateTime DateTime
ID String String
URL String String
CountryCode String String
Other custom datatypes String String

Lookup activity properties

To learn details about the properties, check Lookup activity.

Shopify connector lifecycle and upgrade

The following table shows the release stage and change logs for different versions of the Shopify connector:

Version Release stage Change log
Version 1.0 End of support announced /
Version 2.0 Public Preview • Column names retain the Shopify GraphQL structure, such as data.customers.edges.node.xx.

useEncryptedEndpoints, useHostVerification, usePeerVerification are not supported in the linked service.

query is not supported.

Upgrade the Shopify connector from version 1.0 to version 2.0 (Preview)

  1. In Edit linked service page, select 2.0 (Preview) for version. For more information, see linked service version 2.0 (Preview) properties.
  2. For version 2.0 (Preview), note that column names retain the Shopify GraphQL structure, such as data.customers.edges.node.xx. For version 1.0, column names use simplified names.
  3. query is only supported in version 1.0. You should use the tableName instead of query in version 2.0 (Preview).

For a list of data stores supported as sources and sinks by the copy activity, see supported data stores.