Copy data from PostgreSQL using Azure Data Factory or Synapse Analytics

APPLIES TO: Azure Data Factory Azure Synapse Analytics

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This article outlines how to use the Copy Activity in Azure Data Factory and Synapse Analytics pipelines to copy data from a PostgreSQL database. It builds on the copy activity overview article that presents a general overview of copy activity.

Important

The new PostgreSQL connector provides improved native PostgreSQL support. If you are using the legacy PostgreSQL connector in your solution, please upgrade your PostgreSQL connector before October 31, 2024. Refer to this section for details on the difference between the legacy and latest version.

Supported capabilities

This PostgreSQL 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 by the copy activity, see the Supported data stores table.

Specifically, this PostgreSQL connector supports PostgreSQL version 7.4 and above.

Prerequisites

If your data store is located inside an on-premises network, an Azure virtual network, or Amazon Virtual Private Cloud, you need to configure a self-hosted integration runtime to connect to it.

If your data store is a managed cloud data service, you can use the Azure Integration Runtime. If the access is restricted to IPs that are approved in the firewall rules, you can add Azure Integration Runtime IPs to the allow list.

You can also use the managed virtual network integration runtime feature in Azure Data Factory to access the on-premises network without installing and configuring a self-hosted integration runtime.

For more information about the network security mechanisms and options supported by Data Factory, see Data access strategies.

The Integration Runtime provides a built-in PostgreSQL driver starting from version 3.7, therefore you don't need to manually install any driver.

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 PostgreSQL using UI

Use the following steps to create a linked service to PostgreSQL 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 Postgre and select the PostgreSQL connector.

    Select the PostgreSQL connector.

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

    Configure a linked service to PostgreSQL.

Connector configuration details

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

Linked service properties

The following properties are supported for PostgreSQL linked service:

Property Description Required
type The type property must be set to: PostgreSqlV2 Yes
server Specifies the host name - and optionally port - on which PostgreSQL is running. Yes
port The TCP port of the PostgreSQL server. No
database The PostgreSQL database to connect to. Yes
username The username to connect with. Not required if using IntegratedSecurity. Yes
password The password to connect with. Not required if using IntegratedSecurity. Yes
sslMode Controls whether SSL is used, depending on server support.
- Disable: SSL is disabled. If the server requires SSL, the connection will fail.
- Allow: Prefer non-SSL connections if the server allows them, but allow SSL connections.
- Prefer: Prefer SSL connections if the server allows them, but allow connections without SSL.
- Require: Fail the connection if the server doesn't support SSL.
- Verify-ca: Fail the connection if the server doesn't support SSL. Also verifies server certificate.
- Verify-full: Fail the connection if the server doesn't support SSL. Also verifies server certificate with host's name.
Options: Disable (0) / Allow (1) / Prefer (2) (Default) / Require (3) / Verify-ca (4) / Verify-full (5)
No
authenticationType Authentication type for connecting to the database. Only supports Basic. Yes
connectVia The Integration Runtime to be used to connect to the data store. Learn more from Prerequisites section. If not specified, it uses the default Azure Integration Runtime. No
Additional connection properties:
schema Sets the schema search path. No
pooling Whether connection pooling should be used. No
connectionTimeout The time to wait (in seconds) while trying to establish a connection before terminating the attempt and generating an error. No
commandTimeout The time to wait (in seconds) while trying to execute a command before terminating the attempt and generating an error. Set to zero for infinity. No
trustServerCertificate Whether to trust the server certificate without validating it. No
sslCertificate Location of a client certificate to be sent to the server. No
sslKey Location of a client key for a client certificate to be sent to the server. No
sslPassword Password for a key for a client certificate. No
readBufferSize Determines the size of the internal buffer Npgsql uses when reading. Increasing may improve performance if transferring large values from the database. No
logParameters When enabled, parameter values are logged when commands are executed. No
timezone Gets or sets the session timezone. No
encoding Gets or sets the .NET encoding that will be used to encode/decode PostgreSQL string data. No

Note

In order to have full SSL verification via the ODBC connection when using the Self Hosted Integration Runtime you must use an ODBC type connection instead of the PostgreSQL connector explicitly, and complete the following configuration:

  1. Set up the DSN on any SHIR servers.
  2. Put the proper certificate for PostgreSQL in C:\Windows\ServiceProfiles\DIAHostService\AppData\Roaming\postgresql\root.crt on the SHIR servers. This is where the ODBC driver looks > for the SSL cert to verify when it connects to the database.
  3. In your data factory connection, use an ODBC type connection, with your connection string pointing to the DSN you created on your SHIR servers.

Example:

{
    "name": "PostgreSqlLinkedService",
    "properties": {
        "type": "PostgreSqlV2",
        "typeProperties": {
            "server": "<server>",
            "port": 5432,
            "database": "<database>",
            "username": "<username>",
            "password": {
                "type": "SecureString",
                "value": "<password>"
            },
            "sslmode": <sslmode>,
            "authenticationType": "Basic"
        },
        "connectVia": {
            "referenceName": "<name of Integration Runtime>",
            "type": "IntegrationRuntimeReference"
        }
    }
}

Example: store password in Azure Key Vault

{
    "name": "PostgreSqlLinkedService",
    "properties": {
        "type": "PostgreSqlV2",
        "typeProperties": {
            "server": "<server>",
            "port": 5432,
            "database": "<database>",
            "username": "<username>",
            "password": {
                "type": "AzureKeyVaultSecret",
                "store": { 
                    "referenceName": "<Azure Key Vault linked service name>",
                    "type": "LinkedServiceReference"
                },
                "secretName": "<secretName>"
            }
            "sslmode": <sslmode>,
            "authenticationType": "Basic"
        },
        "connectVia": {
            "referenceName": "<name of Integration Runtime>",
            "type": "IntegrationRuntimeReference"
        }
    }
}

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 PostgreSQL dataset.

To copy data from PostgreSQL, the following properties are supported:

Property Description Required
type The type property of the dataset must be set to: PostgreSqlV2Table Yes
schema Name of the schema. No (if "query" in activity source is specified)
table Name of the table. No (if "query" in activity source is specified)

Example

{
    "name": "PostgreSQLDataset",
    "properties":
    {
        "type": "PostgreSqlV2Table",
        "linkedServiceName": {
            "referenceName": "<PostgreSQL linked service name>",
            "type": "LinkedServiceReference"
        },
        "annotations": [],
        "schema": [],
        "typeProperties": {
            "schema": "<schema name>",
            "table": "<table name>"
        }
    }
}

If you were using RelationalTable typed dataset, it's still supported as-is, while you are suggested to use the new one going forward.

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 PostgreSQL source.

PostgreSQL as source

To copy data from PostgreSQL, 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: PostgreSqlV2Source Yes
query Use the custom SQL query to read data. For example: "query": "SELECT * FROM \"MySchema\".\"MyTable\"". No (if "tableName" in dataset is specified)

Note

Schema and table names are case-sensitive. Enclose them in "" (double quotes) in the query.

Example:

"activities":[
    {
        "name": "CopyFromPostgreSQL",
        "type": "Copy",
        "inputs": [
            {
                "referenceName": "<PostgreSQL input dataset name>",
                "type": "DatasetReference"
            }
        ],
        "outputs": [
            {
                "referenceName": "<output dataset name>",
                "type": "DatasetReference"
            }
        ],
        "typeProperties": {
            "source": {
                "type": "PostgreSqlV2Source",
                "query": "SELECT * FROM \"MySchema\".\"MyTable\""
            },
            "sink": {
                "type": "<sink type>"
            }
        }
    }
]

If you were using RelationalSource typed source, it is still supported as-is, while you are suggested to use the new one going forward.

Data type mapping for PostgreSQL

When copying data from PostgreSQL, the following mappings are used from PostgreSQL data types to interim data types used by the service internally. See Schema and data type mappings to learn about how copy activity maps the source schema and data type to the sink.

PostgreSql data type Interim service data type Interim service data type for PostgreSQL (legacy)
SmallInt Int16 Int16
Integer Int32 Int32
BigInt Int64 Int64
Decimal (Precision <= 28) Decimal Decimal
Decimal (Precision > 28) Unsupport String
Numeric Decimal Decimal
Real Single Single
Double Double Double
SmallSerial Int16 Int16
Serial Int32 Int32
BigSerial Int64 Int64
Money Decimal String
Char String String
Varchar String String
Text String String
Bytea Byte[] Byte[]
Timestamp DateTime DateTime
Timestamp with time zone DateTime String
Date DateTime DateTime
Time TimeSpan TimeSpan
Time with time zone DateTimeOffset String
Interval TimeSpan String
Boolean Boolean Boolean
Point String String
Line String String
Iseg String String
Box String String
Path String String
Polygon String String
Circle String String
Cidr String String
Inet String String
Macaddr String String
Macaddr8 String String
Tsvector String String
Tsquery String String
UUID Guid Guid
Json String String
Jsonb String String
Array String String
Bit Byte[] Byte[]
Bit varying Byte[] Byte[]
XML String String
IntArray String String
TextArray String String
NumbericArray String String
DateArray String String
Range String String
Bpchar String String

Lookup activity properties

To learn details about the properties, check Lookup activity.

Upgrade the PostgreSQL linked service

Here are steps that help you upgrade your PostgreSQL linked service:

  1. Create a new PostgreSQL linked service and configure it by referring to Linked service properties.

  2. The data type mapping for the latest PostgreSQL linked service is different from that for the legacy version. To learn the latest data type mapping, see Data type mapping for PostgreSQL.

Differences between PostgreSQL and PostgreSQL (legacy)

The table below shows the data type mapping differences between PostgreSQL and PostgreSQL (legacy).

PostgreSQL data type Interim service data type for PostgreSQL Interim service data type for PostgreSQL (legacy)
Money Decimal String
Timestamp with time zone DateTime String
Time with time zone DateTimeOffset String
Interval TimeSpan String
BigDecimal Not supported. As an alternative, utilize to_char() function to convert BigDecimal to String. String

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