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Dataform 2로 더 깊이 들어가기: 다른 API 기능들
Ben Watson · 2026-05-24 · via DEV Community

Ben Watson

제1부에서는 Dataform CompilationResultWorkflowInvocation 객체를 살펴보았습니다. 유용하다고 생각하는 다른 몇 가지 API 엔드포인트를 간략히 살펴보겠습니다.

워크스페이스 관리 - delete_workspacecreate_workspace

delete_workspace는 대규모 팀에서 사용하는 Dataform 인스턴스에 필수적입니다. 이는 마ージ 후 워크스페이스를 자동으로 삭제할 수 있게 하여, 반기마다 "모두가 완료된 워크스페이스를 알려주세요"라는 메시지를 절약합니다. 이는 GitHub Actions와 같은 CI/CD 도구에 통합될 수 있습니다.

from google.cloud import dataform_v1

client = dataform_v1.DataformClient()

workspace_path = client.workspace_path(
    PROJECT_ID,
    REGION,
    REPOSITORY_ID,
    WORKSPACE_ID,
)

try:
    operation = client.delete_workspace(name=workspace_path)

전체 화면 모드로 전환 전체 화면 모드 종료

또한create_workspace - 새로운 브랜치에서 Dataform UI 외부에 코드 변경이 발생했을 때 자동으로 워크스페이스를 생성하는 데 매우 유용합니다.

Git 작업 - push_git_changespull_git_changes

Dataform UI 외부에서 코드 변경을 자동으로 적용할 수 있는 유용한 엔드포인트 세트입니다.

from google.cloud import dataform_v1

client = dataform_v1.DataformClient()

workspace_path = client.workspace_path(
    project_id,
    region,
    repository_id,
    workspace_id,
)

# ------------------------------------------------------------
# 1. Pull latest changes from Git into the workspace
# ------------------------------------------------------------
print("Pulling latest Git changes into workspace...")

pull_request = dataform_v1.PullGitChangesRequest(
    name=workspace_path
)

pull_operation = client.pull_git_changes(request=pull_request)
print("Pull initiated:", pull_operation.operation.name)

# Optional: wait for completion (simplified polling)
pull_result = pull_operation.result()
print("Pull completed successfully")

# ------------------------------------------------------------
# (Optional) 2. Make programmatic changes here
# ------------------------------------------------------------
# e.g. update config blocks, inject variables, generate models, format SQL, etc.

print("Applying automated workspace changes...")

# ------------------------------------------------------------
# 3. Push workspace changes back to Git
# ------------------------------------------------------------
print("Pushing workspace changes to Git...")

push_request = dataform_v1.PushGitChangesRequest(
    name=workspace_path
)

push_operation = client.push_git_changes(request=push_request)
push_result = push_operation.result()
print("Push completed successfully")
print("Workspace successfully synced with Git")

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