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Amazon SageMaker Canvas is a no-code machine learning platform that lets you generate predictions, prepare data, and build models without writing code. When paired with CData Connect AI, you get instant, cloud-to-cloud access to Paylocity data for building custom machine-learning models, predicting customer churn, generating texts, building chatbots, and more. This article shows how to connect to Connect AI from Amazon SageMaker Canvas using the RDS connector and integrate live Paylocity data into your ML model deployments.
CData Connect AI provides a pure SQL, cloud-to-cloud interface for Paylocity, allowing you to easily integrate with live Paylocity data in Amazon SageMaker Canvas β without replicating the data. CData Connect AI looks exactly like a SQL Server database to Amazon SageMaker Canvas and uses optimized data processing out of the box to push all supported SQL operations (filters, JOINs, etc) directly to Paylocity, leveraging server-side processing to quickly return Paylocity data.
Connectivity to Paylocity from Amazon SageMaker Canvas is made possible through CData Connect AI. To work with Paylocity data from Amazon SageMaker Canvas, we start by creating and configuring a Paylocity connection.
Set the following to establish a connection to Paylocity:
This property is required for executing Insert and Update statements, and it is not required if the feature is disabled.
Paylocity will decrypt the AES key using RSA decryption.
It is an optional property if the IV value not provided, The driver will generate a key internally.
You must use OAuth to authenticate with Paylocity. OAuth requires the authenticating user to interact with Paylocity using the browser. For more information, refer to the OAuth section in the Help documentation.
The Pay Entry API is completely separate from the rest of the Paylocity API. It uses a separate Client ID and Secret, and must be explicitly requested from Paylocity for access to be granted for an account. The Pay Entry API allows you to automatically submit payroll information for individual employees, and little else. Due to the extremely limited nature of what is offered by the Pay Entry API, we have elected not to give it a separate schema, but it may be enabled via the UsePayEntryAPI connection property.
Please be aware that when setting UsePayEntryAPI to true, you may only use the CreatePayEntryImportBatch & MergePayEntryImportBatchgtable stored procedures, the
InputTimeEntry table, and the OAuth stored procedures. Attempts to use other features of the product will result in an error. You must also store your OAuthAccessToken
separately, which often means setting a different OAuthSettingsLocation when using this connection property.
π Configuring a connection (Salesforce is shown)
When connecting to Connect AI through the REST API, the OData API, or the Virtual SQL Server, a Personal Access Token (PAT) is used to authenticate the connection to Connect AI. It is best practice to create a separate PAT for each service to maintain granularity of access.
With the connection configured and a PAT generated, you are ready to connect to Paylocity data from Amazon SageMaker Canvas.
With the connection in CData Connect AI configured, you are ready to integrate live Paylocity data into Amazon SageMaker Canvas using its RDS connector.
With the connection to Connect AI configured in the RDS, you are ready to integrate live Paylocity data into your Amazon SageMaker Canvas dataset.
At this point, you have access to live Paylocity data in Amazon SageMaker that you can utilize to build custom ML models to generate predictive business insights and grow your organization.
Now you have a direct connection to live Paylocity data from Amazon SageMaker Canvas. You can create more connections, datasets, and predictive models to drive business β all without replicating Paylocity data.
To get real-time data access to hundreds of SaaS, Big Data, and NoSQL sources directly from your cloud applications, see the CData Connect AI.
Learn more about CData Connect AI or sign up for free trial access:
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