Contract Autopilot

Learn more about Contract Autopilot, a Soda AI-powered feature to create data contracts tailored to your data.

Contract Autopilot automatically generates initial data contracts for datasets with recommended data quality checks to accelerate onboarding in Soda Cloud. It is designed to help teams achieve fast time to value and iterate later.

💡 Contract Autopilot vs. Create Contract

When you click Create Contract (or use the CLI generate command), Soda creates a contract skeleton based on the dataset schema. It includes columns only and no checks are added.

Contract Autopilot, on the other hand, analyzes sampled data and profiling metadata to automatically generate a fully populated contract with recommended checks.

Generate a contract with Autopilot

1

Select datasets

On the Datasets page, select the datasets for which you want to generate a contract.

Then, click on Generate Contracts (top right).

2

[Optional] Set a schedule

You can optionally define a schedule to run contract generation at a time of your choosing.

3

Generate

After selecting the datasets, Soda will provide a snapshot of which contracts will be generated, and a time estimate for generation. You can continue using Soda Cloud while contracts are being generated.

After reviewing what will be created, click on Generate [num] Contracts.

You can now view the generated contracts to review, edit or suggest changes.

This process will create a scan for each selected dataset. You can cancel the scan or review the execution logs in the Scans tab on the dataset, as well as on the general Scans page.

Successful scan

• The generated contract is published

  • A blue checkmark icon indicates that it is an automatically generated contract

  • The icon will change to a green checkmark icon after there is a user edit, to indicate it is a user-generated contract..

• A data contract history entry is published, indicating that Autopilot published a first version of the contract

• [If configured] A "published contract" Webhook will be published (for example, to allow sync to Git)

Failed scan

• The dataset is marked with the message "Contract generation has failed"

• Scan logs can be reviewed to understand the underlying cause

• The contract generation can be re-triggered after inspecting the root cause

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Requirements & limitations

Autopilot is only available upon request. Contact us to enable it in your organization.

Autopilot is currently a Soda Cloud feature:

• A Soda Agent is required

• Python is not supported

• APIs are not available

Data sources

• Supported on Snowflake connections

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Next steps

After generation, you can:

• Review generated checks

• Validate assumptions with domain experts

• Adjust schedules and thresholds

• Iterate using Contract Copilot

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