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Create data visualizations and use high-performance statistical functions to analyze Adobe Target data in Microsoft R Open.
Access Adobe Target data with pure R script and standard SQL. You can use the CData ODBC Driver for Adobe Target and the RODBC package to work with remote Adobe Target data in R. By using the CData Driver, you are leveraging a driver written for industry-proven standards to access your data in the popular, open-source R language. This article shows how to use the driver to execute SQL queries to Adobe Target data and visualize Adobe Target data in R.
Install R
You can complement the driver's performance gains from multi-threading and managed code by running the multithreaded Microsoft R Open or by running R linked with the BLAS/LAPACK libraries. This article uses Microsoft R Open (MRO).
Connect to Adobe Target as an ODBC Data Source
Information for connecting to Adobe Target follows, along with different instructions for configuring a DSN in Windows and Linux environments.
To connect to Adobe Target, you must provide the Tenant property along with OAuth connection properties mentioned below. Note that while other connection properties can influence processing behavior, they do not affect the ability to connect.
To determine your Tenant name:
- Log in to Adobe Experience. The URL will look similar to: "https://experience.adobe.com/#/@mycompanyname/preferences/general-section".
- Extract the value after the "/#/@". In this example, it is "mycompanyname".
- Set the Tenant connection property to that value.
User Accounts (OAuth)
You must set AuthScheme to OAuthClient for all user account flows.
Note: Adobe authentication via OAuth requires updating your token every two weeks.
All Applications
CData provides an embedded OAuth application that simplifies OAuth authentication. Alternatively, you can create a custom OAuth application. Review Creating a Custom OAuth App in the Help documentation for more information.Obtaining the OAuth Access Token
Set the following properties to connect:
- InitiateOAuth: Set to GETANDREFRESH to automatically perform the OAuth exchange and refresh the OAuthAccessToken as needed.
- OAuthClientId : Set to the client Id assigned when you registered your app.
- OAuthClientSecret : Set to the client secret assigned when you registered your app.
- CallbackURL : Set to the redirect URI defined when you registered your app. For example: https://localhost:3333
With these settings, the provider obtains an access token from Adobe Target, which it uses to request data. The OAuth values are stored in the location specified by OAuthSettingsLocation, ensuring they persist across connections.
When you configure the DSN, you may also want to set the Max Rows connection property. This will limit the number of rows returned, which is especially helpful for improving performance when designing reports and visualizations.
Windows
If you have not already, first specify connection properties in an ODBC DSN (data source name). This is the last step of the driver installation. You can use the Microsoft ODBC Data Source Administrator to create and configure ODBC DSNs.
Linux
If you are installing the CData ODBC Driver for Adobe Target in a Linux environment, the driver installation predefines a system DSN. You can modify the DSN by editing the system data sources file (/etc/odbc.ini) and defining the required connection properties.
/etc/odbc.ini
[CData AdobeTarget Source] Driver = CData ODBC Driver for Adobe Target Description = My Description Tenant = mycompanyname
For specific information on using these configuration files, please refer to the help documentation (installed and found online).
Load the RODBC Package
To use the driver, download the RODBC package. In RStudio, click Tools -> Install Packages and enter RODBC in the Packages box.
After installing the RODBC package, the following line loads the package:
library(RODBC)
Note: This article uses RODBC version 1.3-12. Using Microsoft R Open, you can test with the same version, using the checkpoint capabilities of Microsoft's MRAN repository. The checkpoint command enables you to install packages from a snapshot of the CRAN repository, hosted on the MRAN repository. The snapshot taken Jan. 1, 2016 contains version 1.3-12.
library(checkpoint)
checkpoint("2016-01-01")
Connect to Adobe Target Data as an ODBC Data Source
You can connect to a DSN in R with the following line:
conn <- odbcConnect("CData AdobeTarget Source")
Schema Discovery
The driver models Adobe Target APIs as relational tables, views, and stored procedures. Use the following line to retrieve the list of tables:
sqlTables(conn)
Execute SQL Queries
Use the sqlQuery function to execute any SQL query supported by the Adobe Target API.
activities <- sqlQuery(conn, "SELECT Id, Name FROM Activities WHERE Type = 'AB'", believeNRows=FALSE, rows_at_time=1)
You can view the results in a data viewer window with the following command:
View(activities)
Plot Adobe Target Data
You can now analyze Adobe Target data with any of the data visualization packages available in the CRAN repository. You can create simple bar plots with the built-in bar plot function:
par(las=2,ps=10,mar=c(5,15,4,2)) barplot(activities$Name, main="Adobe Target Activities", names.arg = activities$Id, horiz=TRUE)