SFTP to Google Cloud Storage Transfer Operator¶
Google has a service Google Cloud Storage. This service is used to store large data from various applications. SFTP (SSH File Transfer Protocol) is a secure file transfer protocol. It runs over the SSH protocol. It supports the full security and authentication functionality of the SSH.
Prerequisite Tasks¶
Operator¶
Transfer files between SFTP and Google Storage is performed with the
SFTPToGCSOperator
operator.
Use Jinja templating with
source_path
, destination_path
, destination_bucket
, impersonation_chain
to define values dynamically.
Copying single files¶
The following Operator copies a single file.
copy_file_from_sftp_to_gcs = SFTPToGCSOperator(
task_id="file-copy-sftp-to-gcs",
source_path=os.path.join(TMP_PATH, DIR, OBJECT_SRC_1),
destination_bucket=BUCKET_SRC,
)
Moving a single file¶
To move the file use the move_object
parameter. Once the file is copied to Google Storage,
the original file from the SFTP is deleted.
The destination_path
parameter defines the full path of the file in the bucket.
move_file_from_sftp_to_gcs_destination = SFTPToGCSOperator(
task_id="file-move-sftp-to-gcs-destination",
source_path=os.path.join(TMP_PATH, DIR, OBJECT_SRC_2),
destination_bucket=BUCKET_SRC,
destination_path="destination_dir/destination_filename.bin",
move_object=True,
)
Copying directory¶
Use the wildcard
in source_path
parameter to copy the directory.
copy_directory_from_sftp_to_gcs = SFTPToGCSOperator(
task_id="dir-copy-sftp-to-gcs",
source_path=os.path.join(TMP_PATH, DIR, SUBDIR, "*"),
destination_bucket=BUCKET_SRC,
)
Moving specific files¶
Use the wildcard
in source_path
parameter to move the specific files.
You can use only one wildcard within your path.
The destination_path
defines the path that is prefixed to all copied files,
e.g. tests_sftp_hook_dir/subdir/parent-1.bin
is copied to specific_files/parent-1.bin
,
and tests_sftp_hook_dir/subdir/parent-2.bin
is copied to specific_files/parent-2.bin
.
tests_sftp_hook_dir/subdir/parent-3.txt
is skipped.
move_specific_files_from_gcs_to_sftp = SFTPToGCSOperator(
task_id="dir-move-specific-files-sftp-to-gcs",
source_path=os.path.join(TMP_PATH, DIR, SUBDIR, "*.bin"),
destination_bucket=BUCKET_SRC,
destination_path="specific_files/",
move_object=True,
)