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# Create a Custom Output Format
## Introduction
Prowler can generate outputs in multiple formats, allowing users to customize the way findings are presented. This is particularly useful when integrating Prowler with third-party tools, creating specialized reports, or simply tailoring the data to meet specific requirements. A custom output format gives you the flexibility to extract and display only the most relevant information in the way you need it.
* Prowler organizes its outputs in the `/lib/outputs` directory. Each format (e.g., JSON, CSV, HTML) is implemented as a Python class.
* Outputs are generated based on findings collected during a scan. Each finding is represented as a structured dictionary containing details like resource IDs, severities, descriptions, and more.
* Consult the [Prowler Developer Guide](https://docs.prowler.com/projects/prowler-open-source/en/latest/) to understand how Prowler works and the way that you can create it with the desired output!
* Identify the best approach for the specific output youre targeting.
## Steps to Create a Custom Output Format
### Schema
* Output Class:
* The class must inherit from `Output`. Review the [Output Class](https://github.com/prowler-cloud/prowler/blob/master/prowler/lib/outputs/output.py).
* Create a class that encapsulates attributes and methods for the output.
The following is the code for the `CSV` class:
```python title="CSV Class"
class CSV(Output):
def transform(self, findings: List[Finding]) -> None:
"""Transforms the findings into the CSV format.
Args:
findings (list[Finding]): a list of Finding objects
"""
...
```
* Transform Method:
* This method will transform the findings provided by Prowler to a specific format.
The following is the code for the `transform` method for the `CSV` class:
```python title="Transform"
def transform(self, findings: List[Finding]) -> None:
"""Transforms the findings into the CSV format.
Args:
findings (list[Finding]): a list of Finding objects
"""
try:
for finding in findings:
finding_dict = {}
finding_dict["AUTH_METHOD"] = finding.auth_method
finding_dict["TIMESTAMP"] = finding.timestamp
finding_dict["ACCOUNT_UID"] = finding.account_uid
finding_dict["ACCOUNT_NAME"] = finding.account_name
finding_dict["ACCOUNT_EMAIL"] = finding.account_email
finding_dict["ACCOUNT_ORGANIZATION_UID"] = (
finding.account_organization_uid
)
finding_dict["ACCOUNT_ORGANIZATION_NAME"] = (
finding.account_organization_name
)
finding_dict["ACCOUNT_TAGS"] = unroll_dict(
finding.account_tags, separator=":"
)
finding_dict["FINDING_UID"] = finding.uid
finding_dict["PROVIDER"] = finding.metadata.Provider
finding_dict["CHECK_ID"] = finding.metadata.CheckID
finding_dict["CHECK_TITLE"] = finding.metadata.CheckTitle
finding_dict["CHECK_TYPE"] = unroll_list(finding.metadata.CheckType)
finding_dict["STATUS"] = finding.status.value
finding_dict["STATUS_EXTENDED"] = finding.status_extended
finding_dict["MUTED"] = finding.muted
finding_dict["SERVICE_NAME"] = finding.metadata.ServiceName
finding_dict["SUBSERVICE_NAME"] = finding.metadata.SubServiceName
finding_dict["SEVERITY"] = finding.metadata.Severity.value
finding_dict["RESOURCE_TYPE"] = finding.metadata.ResourceType
finding_dict["RESOURCE_UID"] = finding.resource_uid
finding_dict["RESOURCE_NAME"] = finding.resource_name
finding_dict["RESOURCE_DETAILS"] = finding.resource_details
finding_dict["RESOURCE_TAGS"] = unroll_dict(finding.resource_tags)
finding_dict["PARTITION"] = finding.partition
finding_dict["REGION"] = finding.region
finding_dict["DESCRIPTION"] = finding.metadata.Description
finding_dict["RISK"] = finding.metadata.Risk
finding_dict["RELATED_URL"] = finding.metadata.RelatedUrl
finding_dict["REMEDIATION_RECOMMENDATION_TEXT"] = (
finding.metadata.Remediation.Recommendation.Text
)
finding_dict["REMEDIATION_RECOMMENDATION_URL"] = (
finding.metadata.Remediation.Recommendation.Url
)
finding_dict["REMEDIATION_CODE_NATIVEIAC"] = (
finding.metadata.Remediation.Code.NativeIaC
)
finding_dict["REMEDIATION_CODE_TERRAFORM"] = (
finding.metadata.Remediation.Code.Terraform
)
finding_dict["REMEDIATION_CODE_CLI"] = (
finding.metadata.Remediation.Code.CLI
)
finding_dict["REMEDIATION_CODE_OTHER"] = (
finding.metadata.Remediation.Code.Other
)
finding_dict["COMPLIANCE"] = unroll_dict(
finding.compliance, separator=": "
)
finding_dict["CATEGORIES"] = unroll_list(finding.metadata.Categories)
finding_dict["DEPENDS_ON"] = unroll_list(finding.metadata.DependsOn)
finding_dict["RELATED_TO"] = unroll_list(finding.metadata.RelatedTo)
finding_dict["NOTES"] = finding.metadata.Notes
finding_dict["PROWLER_VERSION"] = finding.prowler_version
self._data.append(finding_dict)
except Exception as error:
logger.error(
f"{error.__class__.__name__}[{error.__traceback__.tb_lineno}]: {error}"
)
```
* Batch Write Data To File Method:
* This method will write the modeled object to a file.
The following is the code for the `batch_write_data_to_file` method for the `CSV` class:
```python title="Batch Write Data To File"
def batch_write_data_to_file(self) -> None:
"""Writes the findings to a file using the CSV format using the `Output._file_descriptor`."""
try:
if (
getattr(self, "_file_descriptor", None)
and not self._file_descriptor.closed
and self._data
):
csv_writer = DictWriter(
self._file_descriptor,
fieldnames=self._data[0].keys(),
delimiter=";",
)
csv_writer.writeheader()
for finding in self._data:
csv_writer.writerow(finding)
self._file_descriptor.close()
except Exception as error:
logger.error(
f"{error.__class__.__name__}[{error.__traceback__.tb_lineno}]: {error}"
)
```
### Integration With The Current Code
Once that the desired output format is created it has to be integrated with Prowler. Take a look at the the usage from the current supported output in order to add the new one.
Here is an example of the CSV output creation inside [prowler code](https://github.com/prowler-cloud/prowler/blob/master/prowler/__main__.py):
```python title="CSV creation"
if mode == "csv":
csv_output = CSV(
findings=finding_outputs,
create_file_descriptor=True,
file_path=f"{filename}{csv_file_suffix}",
)
generated_outputs["regular"].append(csv_output)
# Write CSV Finding Object to file
csv_output.batch_write_data_to_file()
```
### Testing
* Verify that Prowlers findings are accurately writed in the desired output format.
* Simulate edge cases to ensure robust error handling.
### Documentation
* Provide clear, detailed documentation for your output:
* Setup instructions, including any required dependencies.
* Configuration details.
* Example use cases and troubleshooting tips.
* Good documentation ensures maintainability and simplifies onboarding for new users.