airflow.providers.amazon.aws.transfers.dynamodb_to_s3
¶
This module contains operators to replicate records from DynamoDB table to S3.
Module Contents¶
-
class
airflow.providers.amazon.aws.transfers.dynamodb_to_s3.
DynamoDBToS3Operator
(*, dynamodb_table_name: str, s3_bucket_name: str, file_size: int, dynamodb_scan_kwargs: Optional[Dict[str, Any]] = None, s3_key_prefix: str = '', process_func: Callable[[Dict[str, Any]], bytes] = _convert_item_to_json_bytes, **kwargs)[source]¶ Bases:
airflow.models.BaseOperator
Replicates records from a DynamoDB table to S3. It scans a DynamoDB table and write the received records to a file on the local filesystem. It flushes the file to S3 once the file size exceeds the file size limit specified by the user.
Users can also specify a filtering criteria using dynamodb_scan_kwargs to only replicate records that satisfy the criteria.
To parallelize the replication, users can create multiple tasks of DynamoDBToS3Operator. For instance to replicate with parallelism of 2, create two tasks like:
op1 = DynamoDBToS3Operator( task_id="replicator-1", dynamodb_table_name="hello", dynamodb_scan_kwargs={ "TotalSegments": 2, "Segment": 0, }, ..., ) op2 = DynamoDBToS3Operator( task_id="replicator-2", dynamodb_table_name="hello", dynamodb_scan_kwargs={ "TotalSegments": 2, "Segment": 1, }, ..., )
- Parameters
dynamodb_table_name (str) -- Dynamodb table to replicate data from
s3_bucket_name (str) -- S3 bucket to replicate data to
file_size (int) -- Flush file to s3 if file size >= file_size
dynamodb_scan_kwargs (Optional[Dict[str, Any]]) -- kwargs pass to <https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/dynamodb.html#DynamoDB.Table.scan> # noqa: E501
s3_key_prefix (Optional[str]) -- Prefix of s3 object key
process_func (Callable[[Dict[str, Any]], bytes]) -- How we transforms a dynamodb item to bytes. By default we dump the json