Integration


Azure: Microsoft Azure

Airflow has limited support for Microsoft Azure: interfaces exist only for Azure Blob Storage and Azure Data Lake. Hook, Sensor and Operator for Blob Storage and Azure Data Lake Hook are in contrib section.

Azure Blob Storage

All classes communicate via the Window Azure Storage Blob protocol. Make sure that a Airflow connection of type wasb exists. Authorization can be done by supplying a login (=Storage account name) and password (=KEY), or login and SAS token in the extra field (see connection wasb_defaultfor an example).

airflow.contrib.hooks.wasb_hook.WasbHook

Interface with Azure Blob Storage.

airflow.contrib.sensors.wasb_sensor.WasbBlobSensor

Checks if a blob is present on Azure Blob storage.

airflow.contrib.operators.wasb_delete_blob_operator.WasbDeleteBlobOperator

Deletes blob(s) on Azure Blob Storage.

airflow.contrib.sensors.wasb_sensor.WasbPrefixSensor

Checks if blobs matching a prefix are present on Azure Blob storage.

airflow.contrib.operators.file_to_wasb.FileToWasbOperator

Uploads a local file to a container as a blob.

Azure File Share

Cloud variant of a SMB file share. Make sure that a Airflow connection of type wasb exists. Authorization can be done by supplying a login (=Storage account name) and password (=Storage account key), or login and SAS token in the extra field (see connection wasb_default for an example).

airflow.contrib.hooks.azure_fileshare_hook.AzureFileShareHook:

Interface with Azure File Share.

Logging

Airflow can be configured to read and write task logs in Azure Blob Storage. See Writing Logs to Azure Blob Storage.

Azure CosmosDB

AzureCosmosDBHook communicates via the Azure Cosmos library. Make sure that a Airflow connection of type azure_cosmos exists. Authorization can be done by supplying a login (=Endpoint uri), password (=secret key) and extra fields database_name and collection_name to specify the default database and collection to use (see connection azure_cosmos_default for an example).

airflow.contrib.hooks.azure_cosmos_hook.AzureCosmosDBHook

Interface with Azure CosmosDB.

airflow.contrib.operators.azure_cosmos_operator.AzureCosmosInsertDocumentOperator

Simple operator to insert document into CosmosDB.

airflow.contrib.sensors.azure_cosmos_sensor.AzureCosmosDocumentSensor

Simple sensor to detect document existence in CosmosDB.

Azure Data Lake

AzureDataLakeHook communicates via a REST API compatible with WebHDFS. Make sure that a Airflow connection of type azure_data_lake exists. Authorization can be done by supplying a login (=Client ID), password (=Client Secret) and extra fields tenant (Tenant) and account_name (Account Name) (see connection azure_data_lake_default for an example).

airflow.contrib.hooks.azure_data_lake_hook.AzureDataLakeHook

Interface with Azure Data Lake.

airflow.contrib.operators.adls_list_operator.AzureDataLakeStorageListOperator

Lists the files located in a specified Azure Data Lake path.

airflow.contrib.operators.adls_to_gcs.AdlsToGoogleCloudStorageOperator

Copies files from an Azure Data Lake path to a Google Cloud Storage bucket.

Azure Container Instances

Azure Container Instances provides a method to run a docker container without having to worry about managing infrastructure. The AzureContainerInstanceHook requires a service principal. The credentials for this principal can either be defined in the extra field key_path, as an environment variable named AZURE_AUTH_LOCATION, or by providing a login/password and tenantId in extras.

The AzureContainerRegistryHook requires a host/login/password to be defined in the connection.

airflow.contrib.hooks.azure_container_volume_hook.AzureContainerVolumeHook

Interface with Azure Container Volumes

airflow.contrib.operators.azure_container_instances_operator.AzureContainerInstancesOperator

Start/Monitor a new ACI.

airflow.contrib.hooks.azure_container_instance_hook.AzureContainerInstanceHook

Wrapper around a single ACI.

airflow.contrib.hooks.azure_container_registry_hook.AzureContainerRegistryHook

Interface with ACR

AWS: Amazon Web Services

Airflow has extensive support for Amazon Web Services. But note that the Hooks, Sensors and Operators are in the contrib section.

AWS EMR

airflow.contrib.hooks.emr_hook.EmrHook

Interface with AWS EMR.

airflow.contrib.operators.emr_add_steps_operator.EmrAddStepsOperator

Adds steps to an existing EMR JobFlow.

airflow.contrib.operators.emr_create_job_flow_operator.EmrCreateJobFlowOperator

Creates an EMR JobFlow, reading the config from the EMR connection.

airflow.contrib.operators.emr_terminate_job_flow_operator.EmrTerminateJobFlowOperator

Terminates an EMR JobFlow.

AWS S3

airflow.hooks.S3_hook.S3Hook

Interface with AWS S3.

airflow.operators.s3_file_transform_operator.S3FileTransformOperator

Copies data from a source S3 location to a temporary location on the local filesystem.

airflow.contrib.operators.s3_list_operator.S3ListOperator

Lists the files matching a key prefix from a S3 location.

airflow.contrib.operators.s3_to_gcs_operator.S3ToGoogleCloudStorageOperator

Syncs an S3 location with a Google Cloud Storage bucket.

airflow.contrib.operators.s3_to_gcs_transfer_operator.S3ToGoogleCloudStorageTransferOperator

Syncs an S3 bucket with a Google Cloud Storage bucket using the GCP Storage Transfer Service.

airflow.operators.s3_to_hive_operator.S3ToHiveTransfer

Moves data from S3 to Hive. The operator downloads a file from S3, stores the file locally before loading it into a Hive table.

AWS Batch Service

airflow.contrib.operators.awsbatch_operator.AWSBatchOperator

Execute a task on AWS Batch Service.

AWS RedShift

airflow.contrib.sensors.aws_redshift_cluster_sensor.AwsRedshiftClusterSensor

Waits for a Redshift cluster to reach a specific status.

airflow.contrib.hooks.redshift_hook.RedshiftHook

Interact with AWS Redshift, using the boto3 library.

airflow.operators.redshift_to_s3_operator.RedshiftToS3Transfer

Executes an unload command to S3 as CSV with or without headers.

airflow.operators.s3_to_redshift_operator.S3ToRedshiftTransfer

Executes an copy command from S3 as CSV with or without headers.

AWS DynamoDB

airflow.contrib.operators.hive_to_dynamodb.HiveToDynamoDBTransferOperator

Moves data from Hive to DynamoDB.

airflow.contrib.hooks.aws_dynamodb_hook.AwsDynamoDBHook

Interface with AWS DynamoDB.

AWS Lambda

airflow.contrib.hooks.aws_lambda_hook.AwsLambdaHook

Interface with AWS Lambda.

AWS Kinesis

airflow.contrib.hooks.aws_firehose_hook.AwsFirehoseHook

Interface with AWS Kinesis Firehose.

Amazon SageMaker

airflow.contrib.hooks.sagemaker_hook.SageMakerHook

Interface with Amazon SageMaker.

airflow.contrib.operators.sagemaker_training_operator.SageMakerTrainingOperator

Create a SageMaker training job.

airflow.contrib.operators.sagemaker_tuning_operator.SageMakerTuningOperator

Create a SageMaker tuning job.

airflow.contrib.operators.sagemaker_model_operator.SageMakerModelOperator

Create a SageMaker model.

airflow.contrib.operators.sagemaker_transform_operator.SageMakerTransformOperator

Create a SageMaker transform job.

airflow.contrib.operators.sagemaker_endpoint_config_operator.SageMakerEndpointConfigOperator

Create a SageMaker endpoint config.

airflow.contrib.operators.sagemaker_endpoint_operator.SageMakerEndpointOperator

Create a SageMaker endpoint.

Databricks

Databricks has contributed an Airflow operator which enables submitting runs to the Databricks platform. Internally the operator talks to the api/2.0/jobs/runs/submit endpoint.

airflow.contrib.operators.databricks_operator.DatabricksSubmitRunOperator

Submits a Spark job run to Databricks using the api/2.0/jobs/runs/submit API endpoint.

GCP: Google Cloud Platform

Airflow has extensive support for the Google Cloud Platform. But note that most Hooks and Operators are in the contrib section. Meaning that they have a beta status, meaning that they can have breaking changes between minor releases.

See the GCP connection type documentation to configure connections to GCP.

Logging

Airflow can be configured to read and write task logs in Google Cloud Storage. See Writing Logs to Google Cloud Storage.

GoogleCloudBaseHook

All hooks is based on airflow.contrib.hooks.gcp_api_base_hook.GoogleCloudBaseHook.

BigQuery

airflow.contrib.operators.bigquery_check_operator.BigQueryCheckOperator

Performs checks against a SQL query that will return a single row with different values.

airflow.contrib.operators.bigquery_check_operator.BigQueryIntervalCheckOperator

Checks that the values of metrics given as SQL expressions are within a certain tolerance of the ones from days_back before.

airflow.contrib.operators.bigquery_check_operator.BigQueryValueCheckOperator

Performs a simple value check using SQL code.

airflow.contrib.operators.bigquery_get_data.BigQueryGetDataOperator

Fetches the data from a BigQuery table and returns data in a python list

airflow.contrib.operators.bigquery_operator.BigQueryCreateEmptyDatasetOperator

Creates an empty BigQuery dataset.

airflow.contrib.operators.bigquery_operator.BigQueryCreateEmptyTableOperator

Creates a new, empty table in the specified BigQuery dataset optionally with schema.

airflow.contrib.operators.bigquery_operator.BigQueryCreateExternalTableOperator

Creates a new, external table in the dataset with the data in Google Cloud Storage.

airflow.contrib.operators.bigquery_operator.BigQueryDeleteDatasetOperator

Deletes an existing BigQuery dataset.

airflow.contrib.operators.bigquery_operator.BigQueryOperator

Executes BigQuery SQL queries in a specific BigQuery database.

airflow.contrib.operators.bigquery_table_delete_operator.BigQueryTableDeleteOperator

Deletes an existing BigQuery table.

airflow.contrib.operators.bigquery_to_bigquery.BigQueryToBigQueryOperator

Copy a BigQuery table to another BigQuery table.

airflow.contrib.operators.bigquery_to_gcs.BigQueryToCloudStorageOperator

Transfers a BigQuery table to a Google Cloud Storage bucket

They also use airflow.contrib.hooks.bigquery_hook.BigQueryHook to communicate with Google Cloud Platform.

Cloud Spanner

airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDatabaseDeleteOperator

deletes an existing database from a Google Cloud Spanner instance or returns success if the database is missing.

airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDatabaseDeployOperator

creates a new database in a Google Cloud instance or returns success if the database already exists.

airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDatabaseQueryOperator

executes an arbitrary DML query (INSERT, UPDATE, DELETE).

airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDatabaseUpdateOperator

updates the structure of a Google Cloud Spanner database.

airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDeleteOperator

deletes a Google Cloud Spanner instance.

airflow.contrib.operators.gcp_spanner_operator.CloudSpannerInstanceDeployOperator

creates a new Google Cloud Spanner instance, or if an instance with the same name exists, updates the instance.

They also use airflow.contrib.hooks.gcp_spanner_hook.CloudSpannerHook to communicate with Google Cloud Platform.

Cloud SQL

airflow.contrib.operators.gcp_sql_operator.CloudSqlInstanceCreateOperator

create a new Cloud SQL instance.

airflow.contrib.operators.gcp_sql_operator.CloudSqlInstanceDatabaseCreateOperator

creates a new database inside a Cloud SQL instance.

airflow.contrib.operators.gcp_sql_operator.CloudSqlInstanceDatabaseDeleteOperator

deletes a database from a Cloud SQL instance.

airflow.contrib.operators.gcp_sql_operator.CloudSqlInstanceDatabasePatchOperator

updates a database inside a Cloud SQL instance.

airflow.contrib.operators.gcp_sql_operator.CloudSqlInstanceDeleteOperator

delete a Cloud SQL instance.

airflow.contrib.operators.gcp_sql_operator.CloudSqlInstanceExportOperator

exports data from a Cloud SQL instance.

airflow.contrib.operators.gcp_sql_operator.CloudSqlInstanceImportOperator

imports data into a Cloud SQL instance.

airflow.contrib.operators.gcp_sql_operator.CloudSqlInstancePatchOperator

patch a Cloud SQL instance.

airflow.contrib.operators.gcp_sql_operator.CloudSqlQueryOperator

run query in a Cloud SQL instance.

They also use airflow.contrib.hooks.gcp_sql_hook.CloudSqlDatabaseHook and airflow.contrib.hooks.gcp_sql_hook.CloudSqlHook to communicate with Google Cloud Platform.

Cloud Bigtable

airflow.contrib.operators.gcp_bigtable_operator.BigtableClusterUpdateOperator

updates the number of nodes in a Google Cloud Bigtable cluster.

airflow.contrib.operators.gcp_bigtable_operator.BigtableInstanceCreateOperator

creates a Cloud Bigtable instance.

airflow.contrib.operators.gcp_bigtable_operator.BigtableInstanceDeleteOperator

deletes a Google Cloud Bigtable instance.

airflow.contrib.operators.gcp_bigtable_operator.BigtableTableCreateOperator

creates a table in a Google Cloud Bigtable instance.

airflow.contrib.operators.gcp_bigtable_operator.BigtableTableDeleteOperator

deletes a table in a Google Cloud Bigtable instance.

airflow.contrib.operators.gcp_bigtable_operator.BigtableTableWaitForReplicationSensor

(sensor) waits for a table to be fully replicated.

They also use airflow.contrib.hooks.gcp_bigtable_hook.BigtableHook to communicate with Google Cloud Platform.

Cloud Build

airflow.contrib.operators.gcp_cloud_build_operator.CloudBuildCreateBuildOperator

Starts a build with the specified configuration.

They also use airflow.contrib.hooks.gcp_cloud_build_hook.CloudBuildHook to communicate with Google Cloud Platform.

Compute Engine

airflow.contrib.operators.gcp_compute_operator.GceInstanceStartOperator

start an existing Google Compute Engine instance.

airflow.contrib.operators.gcp_compute_operator.GceInstanceStopOperator

stop an existing Google Compute Engine instance.

airflow.contrib.operators.gcp_compute_operator.GceSetMachineTypeOperator

change the machine type for a stopped instance.

airflow.contrib.operators.gcp_compute_operator.GceInstanceTemplateCopyOperator

copy the Instance Template, applying specified changes.

airflow.contrib.operators.gcp_compute_operator.GceInstanceGroupManagerUpdateTemplateOperator

patch the Instance Group Manager, replacing source Instance Template URL with the destination one.

The operators have the common base operator airflow.contrib.operators.gcp_compute_operator.GceBaseOperator

They also use airflow.contrib.hooks.gcp_compute_hook.GceHook to communicate with Google Cloud Platform.

Cloud Functions

airflow.contrib.operators.gcp_function_operator.GcfFunctionDeployOperator

deploy Google Cloud Function to Google Cloud Platform

airflow.contrib.operators.gcp_function_operator.GcfFunctionDeleteOperator

delete Google Cloud Function in Google Cloud Platform

They also use airflow.contrib.hooks.gcp_function_hook.GcfHook to communicate with Google Cloud Platform.

Cloud DataFlow

airflow.contrib.operators.dataflow_operator.DataFlowJavaOperator

launching Cloud Dataflow jobs written in Java.

airflow.contrib.operators.dataflow_operator.DataflowTemplateOperator

launching a templated Cloud DataFlow batch job.

airflow.contrib.operators.dataflow_operator.DataFlowPythonOperator

launching Cloud Dataflow jobs written in python.

They also use airflow.contrib.hooks.gcp_dataflow_hook.DataFlowHook to communicate with Google Cloud Platform.

Cloud DataProc

airflow.contrib.operators.dataproc_operator.DataprocClusterCreateOperator

Create a new cluster on Google Cloud Dataproc.

airflow.contrib.operators.dataproc_operator.DataprocClusterDeleteOperator

Delete a cluster on Google Cloud Dataproc.

airflow.contrib.operators.dataproc_operator.DataprocClusterScaleOperator

Scale up or down a cluster on Google Cloud Dataproc.

airflow.contrib.operators.dataproc_operator.DataProcHadoopOperator

Start a Hadoop Job on a Cloud DataProc cluster.

airflow.contrib.operators.dataproc_operator.DataProcHiveOperator

Start a Hive query Job on a Cloud DataProc cluster.

airflow.contrib.operators.dataproc_operator.DataProcPigOperator

Start a Pig query Job on a Cloud DataProc cluster.

airflow.contrib.operators.dataproc_operator.DataProcPySparkOperator

Start a PySpark Job on a Cloud DataProc cluster.

airflow.contrib.operators.dataproc_operator.DataProcSparkOperator

Start a Spark Job on a Cloud DataProc cluster.

airflow.contrib.operators.dataproc_operator.DataProcSparkSqlOperator

Start a Spark SQL query Job on a Cloud DataProc cluster.

airflow.contrib.operators.dataproc_operator.DataprocWorkflowTemplateInstantiateInlineOperator

Instantiate a WorkflowTemplate Inline on Google Cloud Dataproc.

airflow.contrib.operators.dataproc_operator.DataprocWorkflowTemplateInstantiateOperator

Instantiate a WorkflowTemplate on Google Cloud Dataproc.

Cloud Datastore

airflow.contrib.operators.datastore_export_operator.DatastoreExportOperator

Export entities from Google Cloud Datastore to Cloud Storage.

airflow.contrib.operators.datastore_import_operator.DatastoreImportOperator

Import entities from Cloud Storage to Google Cloud Datastore.

They also use airflow.contrib.hooks.datastore_hook.DatastoreHook to communicate with Google Cloud Platform.

Cloud ML Engine

airflow.contrib.operators.mlengine_operator.MLEngineBatchPredictionOperator

Start a Cloud ML Engine batch prediction job.

airflow.contrib.operators.mlengine_operator.MLEngineModelOperator

Manages a Cloud ML Engine model.

airflow.contrib.operators.mlengine_operator.MLEngineTrainingOperator

Start a Cloud ML Engine training job.

airflow.contrib.operators.mlengine_operator.MLEngineVersionOperator

Manages a Cloud ML Engine model version.

They also use airflow.contrib.hooks.gcp_mlengine_hook.MLEngineHook to communicate with Google Cloud Platform.

Cloud Storage

airflow.contrib.operators.file_to_gcs.FileToGoogleCloudStorageOperator

Uploads a file to Google Cloud Storage.

airflow.contrib.operators.gcs_acl_operator.GoogleCloudStorageBucketCreateAclEntryOperator

Creates a new ACL entry on the specified bucket.

airflow.contrib.operators.gcs_acl_operator.GoogleCloudStorageObjectCreateAclEntryOperator

Creates a new ACL entry on the specified object.

airflow.contrib.operators.gcs_download_operator.GoogleCloudStorageDownloadOperator

Downloads a file from Google Cloud Storage.

airflow.contrib.operators.gcs_list_operator.GoogleCloudStorageListOperator

List all objects from the bucket with the give string prefix and delimiter in name.

airflow.contrib.operators.gcs_operator.GoogleCloudStorageCreateBucketOperator

Creates a new cloud storage bucket.

airflow.contrib.operators.gcs_to_bq.GoogleCloudStorageToBigQueryOperator

Loads files from Google cloud storage into BigQuery.

airflow.contrib.operators.gcs_to_gcs.GoogleCloudStorageToGoogleCloudStorageOperator

Copies objects from a bucket to another, with renaming if requested.

airflow.contrib.operators.mysql_to_gcs.MySqlToGoogleCloudStorageOperator

Copy data from any MySQL Database to Google cloud storage in JSON format.

airflow.contrib.operators.mssql_to_gcs.MsSqlToGoogleCloudStorageOperator

Copy data from any Microsoft SQL Server Database to Google Cloud Storage in JSON format.

airflow.contrib.sensors.gcs_sensor.GoogleCloudStorageObjectSensor

Checks for the existence of a file in Google Cloud Storage.

airflow.contrib.sensors.gcs_sensor.GoogleCloudStorageObjectUpdatedSensor

Checks if an object is updated in Google Cloud Storage.

airflow.contrib.sensors.gcs_sensor.GoogleCloudStoragePrefixSensor

Checks for the existence of a objects at prefix in Google Cloud Storage.

airflow.contrib.sensors.gcs_sensor.GoogleCloudStorageUploadSessionCompleteSession

Checks for changes in the number of objects at prefix in Google Cloud Storage bucket and returns True if the inactivity period has passed with no increase in the number of objects for situations when many objects are being uploaded to a bucket with no formal success signal.

airflow.contrib.operators.gcs_delete_operator.GoogleCloudStorageDeleteOperator

Deletes objects from a Google Cloud Storage bucket.

They also use airflow.contrib.hooks.gcs_hook.GoogleCloudStorageHook to communicate with Google Cloud Platform.

Transfer Service

airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceJobDeleteOperator

Deletes a transfer job.

airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceJobCreateOperator

Creates a transfer job.

airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceJobUpdateOperator

Updates a transfer job.

airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceOperationCancelOperator

Cancels a transfer operation.

airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceOperationGetOperator

Gets a transfer operation.

airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceOperationPauseOperator

Pauses a transfer operation

airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceOperationResumeOperator

Resumes a transfer operation.

airflow.contrib.operators.gcp_transfer_operator.GcpTransferServiceOperationsListOperator

Gets a list of transfer operations.

airflow.contrib.operators.gcp_transfer_operator.GoogleCloudStorageToGoogleCloudStorageTransferOperator

Copies objects from a Google Cloud Storage bucket to another bucket.

airflow.contrib.operators.gcp_transfer_operator.S3ToGoogleCloudStorageTransferOperator

Synchronizes an S3 bucket with a Google Cloud Storage bucket.

airflow.contrib.sensors.gcp_transfer_operator.GCPTransferServiceWaitForJobStatusSensor

Waits for at least one operation belonging to the job to have the expected status.

They also use airflow.contrib.hooks.gcp_transfer_hook.GCPTransferServiceHook to communicate with Google Cloud Platform.

Cloud Vision

Cloud Vision Product Search Operators

airflow.contrib.operators.gcp_vision_operator.CloudVisionAddProductToProductSetOperator

Adds a Product to the specified ProductSet.

airflow.contrib.operators.gcp_vision_operator.CloudVisionAnnotateImageOperator

Run image detection and annotation for an image.

airflow.contrib.operators.gcp_vision_operator.CloudVisionProductCreateOperator

Creates a new Product resource.

airflow.contrib.operators.gcp_vision_operator.CloudVisionProductDeleteOperator

Permanently deletes a product and its reference images.

airflow.contrib.operators.gcp_vision_operator.CloudVisionProductGetOperator

Gets information associated with a Product.

airflow.contrib.operators.gcp_vision_operator.CloudVisionProductSetCreateOperator

Creates a new ProductSet resource.

airflow.contrib.operators.gcp_vision_operator.CloudVisionProductSetDeleteOperator

Permanently deletes a ProductSet.

airflow.contrib.operators.gcp_vision_operator.CloudVisionProductSetGetOperator

Gets information associated with a ProductSet.

airflow.contrib.operators.gcp_vision_operator.CloudVisionProductSetUpdateOperator

Makes changes to a ProductSet resource.

airflow.contrib.operators.gcp_vision_operator.CloudVisionProductUpdateOperator

Makes changes to a Product resource.

airflow.contrib.operators.gcp_vision_operator.CloudVisionReferenceImageCreateOperator

Creates a new ReferenceImage resource.

airflow.contrib.operators.gcp_vision_operator.CloudVisionRemoveProductFromProductSetOperator

Removes a Product from the specified ProductSet.

airflow.contrib.operators.gcp_vision_operator.CloudVisionAnnotateImageOperator

Run image detection and annotation for an image.

airflow.contrib.operators.gcp_vision_operator.CloudVisionDetectTextOperator

Run text detection for an image

airflow.contrib.operators.gcp_vision_operator.CloudVisionDetectDocumentTextOperator

Run document text detection for an image

airflow.contrib.operators.gcp_vision_operator.CloudVisionDetectImageLabelsOperator

Run image labels detection for an image

airflow.contrib.operators.gcp_vision_operator.CloudVisionDetectImageSafeSearchOperator

Run safe search detection for an image

They also use airflow.contrib.hooks.gcp_vision_hook.CloudVisionHook to communicate with Google Cloud Platform.

Cloud Text to Speech

airflow.contrib.operators.gcp_text_to_speech_operator.GcpTextToSpeechSynthesizeOperator

Synthesizes input text into audio file and stores this file to GCS.

They also use airflow.contrib.hooks.gcp_text_to_speech_hook.GCPTextToSpeechHook to communicate with Google Cloud Platform.

Cloud Speech to Text

airflow.contrib.operators.gcp_speech_to_text_operator.GcpSpeechToTextRecognizeSpeechOperator

Recognizes speech in audio input and returns text.

They also use airflow.contrib.hooks.gcp_speech_to_text_hook.GCPSpeechToTextHook to communicate with Google Cloud Platform.

Cloud Speech Translate Operators

airflow.contrib.operators.gcp_translate_speech_operator.GcpTranslateSpeechOperator

Recognizes speech in audio input and translates it.

They also use airflow.contrib.hooks.gcp_speech_to_text_hook.GCPSpeechToTextHook and

airflow.contrib.hooks.gcp_translate_hook.CloudTranslateHook to communicate with Google Cloud Platform.

Cloud Translate

Cloud Translate Text Operators

airflow.contrib.operators.gcp_translate_operator.CloudTranslateTextOperator

Translate a string or list of strings.

Cloud Video Intelligence

airflow.contrib.operators.gcp_video_intelligence_operator.CloudVideoIntelligenceDetectVideoLabelsOperator

Performs video annotation, annotating video labels.

airflow.contrib.operators.gcp_video_intelligence_operator.CloudVideoIntelligenceDetectVideoExplicitContentOperator

Performs video annotation, annotating explicit content.

airflow.contrib.operators.gcp_video_intelligence_operator.CloudVideoIntelligenceDetectVideoShotsOperator

Performs video annotation, annotating video shots.

They also use airflow.contrib.hooks.gcp_video_intelligence_hook.CloudVideoIntelligenceHook to communicate with Google Cloud Platform.

Google Kubernetes Engine

airflow.contrib.operators.gcp_container_operator.GKEClusterCreateOperator

Creates a Kubernetes Cluster in Google Cloud Platform

airflow.contrib.operators.gcp_container_operator.GKEClusterDeleteOperator

Deletes a Kubernetes Cluster in Google Cloud Platform

airflow.contrib.operators.gcp_container_operator.GKEPodOperator

Executes a task in a Kubernetes pod in the specified Google Kubernetes Engine cluster

They also use airflow.contrib.hooks.gcp_container_hook.GKEClusterHook to communicate with Google Cloud Platform.

Google Natural Language

airflow.contrib.operators.gcp_natural_language_operator.CloudLanguageAnalyzeEntities

Finds named entities (currently proper names and common nouns) in the text along with entity types, salience, mentions for each entity, and other properties.

airflow.contrib.operators.gcp_natural_language_operator.CloudLanguageAnalyzeEntitySentiment

Finds entities, similar to AnalyzeEntities in the text and analyzes sentiment associated with each entity and its mentions.

airflow.contrib.operators.gcp_natural_language_operator.CloudLanguageAnalyzeSentiment

Analyzes the sentiment of the provided text.

airflow.contrib.operators.gcp_natural_language_operator.CloudLanguageClassifyTextOperator

Classifies a document into categories.

They also use airflow.contrib.hooks.gcp_natural_language_operator.CloudNaturalLanguageHook to communicate with Google Cloud Platform.

Google Cloud Data Loss Prevention (DLP)

airflow.contrib.operators.gcp_dlp_operator.CloudDLPCancelDLPJobOperator

Starts asynchronous cancellation on a long-running DlpJob.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPCreateDeidentifyTemplateOperator

Creates a DeidentifyTemplate for re-using frequently used configuration for de-identifying content, images, and storage.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPCreateDLPJobOperator

Creates a new job to inspect storage or calculate risk metrics.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPCreateInspectTemplateOperator

Creates an InspectTemplate for re-using frequently used configuration for inspecting content, images, and storage.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPCreateJobTriggerOperator

Creates a job trigger to run DLP actions such as scanning storage for sensitive information on a set schedule.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPCreateStoredInfoTypeOperator

Creates a pre-built stored infoType to be used for inspection.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeidentifyContentOperator

De-identifies potentially sensitive info from a ContentItem. This method has limits on input size and output size.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeleteDeidentifyTemplateOperator

Deletes a DeidentifyTemplate.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeleteDlpJobOperator

Deletes a long-running DlpJob. This method indicates that the client is no longer interested in the DlpJob result. The job will be cancelled if possible.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeleteInspectTemplateOperator

Deletes an InspectTemplate.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeleteJobTriggerOperator

Deletes a job trigger.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPDeleteStoredInfoTypeOperator

Deletes a stored infoType.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPGetDeidentifyTemplateOperator

Gets a DeidentifyTemplate.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPGetDlpJobOperator

Gets the latest state of a long-running DlpJob.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPGetInspectTemplateOperator

Gets an InspectTemplate.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPGetJobTripperOperator

Gets a job trigger.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPGetStoredInfoTypeOperator

Gets a stored infoType.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPInspectContentOperator

Finds potentially sensitive info in content. This method has limits on input size, processing time, and output size.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPListDeidentifyTemplatesOperator

Lists DeidentifyTemplates.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPListDlpJobsOperator

Lists DlpJobs that match the specified filter in the request.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPListInfoTypesOperator

Returns a list of the sensitive information types that the DLP API supports.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPListInspectTemplatesOperator

Lists InspectTemplates.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPListJobTriggersOperator

Lists job triggers.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPListStoredInfoTypesOperator

Lists stored infoTypes.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPRedactImageOperator

Redacts potentially sensitive info from an image. This method has limits on input size, processing time, and output size.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPReidentifyContentOperator

Re-identifies content that has been de-identified.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPUpdateDeidentifyTemplateOperator

Updates the DeidentifyTemplate.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPUpdateInspectTemplateOperator

Updates the InspectTemplate.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPUpdateJobTriggerOperator

Updates a job trigger.

airflow.contrib.operators.gcp_dlp_operator.CloudDLPUpdateStoredInfoTypeOperator

Updates the stored infoType by creating a new version.

They also use airflow.contrib.hooks.gcp_dlp_hook.CloudDLPHook to communicate with Google Cloud Platform.

Qubole

Apache Airflow has a native operator and hooks to talk to Qubole, which lets you submit your big data jobs directly to Qubole from Apache Airflow.

airflow.contrib.operators.qubole_operator.QuboleOperator

Execute tasks (commands) on QDS (https://qubole.com).

airflow.contrib.sensors.qubole_sensor.QubolePartitionSensor

Wait for a Hive partition to show up in QHS (Qubole Hive Service) and check for its presence via QDS APIs

airflow.contrib.sensors.qubole_sensor.QuboleFileSensor

Wait for a file or folder to be present in cloud storage and check for its presence via QDS APIs

airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator

Performs checks against Qubole Commands. QuboleCheckOperator expects a command that will be executed on QDS.

airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator

Performs a simple value check using Qubole command. By default, each value on the first row of this Qubole command is compared with a pre-defined value