#APACHE AIRFLOW ALTERNATIVES SOFTWARE#
#APACHE AIRFLOW ALTERNATIVES CODE#

Customers can contract with Stitch to build new sources, and anyone can add a new source to Stitch by developing it according to the standards laid out in Singer, an open source toolkit for writing scripts that move data. Stitch supports more than 100 database and SaaS integrationsas data sources, and eight data warehouse and data lake destinations. It can write data to Google Cloud Storage or BigQuery. Cloud Dataflow doesn't support any SaaS data sources. For batch, it can access both GCP-hosted and on-premises databases. Google Cloud DataflowĬloud Dataflow supports both batch and streaming ingestion. The Airflow community has built plugins for databases like MySQL and Microsoft SQL Server and SaaS platforms such as Salesforce, Stripe, and Facebook Ads. In addition, Airflow supports plugins that implement operators and hooks - interfaces to external platforms. Developers can create operators for any source or destination. It run tasks, which are sets of activities, via operators, which are templates for tasks that can by Python functions or external scripts. Apache AirflowĪirflow orchestrates workflows to extract, transform, load, and store data. Transformations can be defined in SQL, Python, Java, or via graphical user interface.Ĭonnectors: Data sources and destinationsĮach of these tools supports a variety of data sources and destinations.

Stitch is part of Talend, which also provides tools for transforming data either within the data warehouse or via external processing engines such as Spark and MapReduce. Within the pipeline, Stitch does only transformations that are required for compatibility with the destination, such as translating data types or denesting data when relevant.

#APACHE AIRFLOW ALTERNATIVES SOFTWARE#

The software supports any kind of transformation via Java and Python APIs with the Apache Beam SDK. Google Cloud DataflowĬloud Dataflow provides a serverless architecture that can shard and process large batch datasets or high-volume data streams.

#APACHE AIRFLOW ALTERNATIVES CODE#

Developers can write Python code to transform data as an action in a workflow. Airflow manages execution dependencies among jobs (known as operators in Airflow parlance) in the DAG, and programmatically handles job failures, retries, and alerting. A DAG is a topological representation of the way data flows within a system. Import API, Stitch Connect API for integrating Stitch with other platforms, Singer open source projectĪpache Airflow is a powerful tool for authoring, scheduling, and monitoring workflows as directed acyclic graphs (DAG) of tasks. Open source integrationsĬloud Dataflow REST API, SDKs for Java and Python Also available from the AWS store.Ĭompliance, governance, and security certifications Options for self-service or talking with sales. Stitch is a Talend company and is part of the Talend Data Fabric.įull table incremental replication via custom SELECT statementsįull table incremental via change data capture or SELECT/replication keysĪbility for customers to add new data sources More than 3,000 companies use Stitch to move billions of records every day from SaaS applications and databases into data warehouses and data lakes, where it can be analyzed with BI tools. Stitch Data Loader is a cloud-based platform for ETL - extract, transform, and load.

Google offers lots of products beyond those mentioned here, and we have thousands of customers who successfully use our solutions together. While this page details our products that have some overlapping functionality and the differences between them, we're more complementary than we are competitive. Google Cloud Data Fusion, a cloud-native data integration service.Google Cloud Dataprep, a data service for exploring, cleaning, and preparing structured and unstructured data.Google Cloud Datalab, a more robust analytics tool that lets data professionals explore, analyze, transform, and visualize data and build machine learning models.Google Data Studio, a relatively simple platform for reporting and visualization.It's one of several Google data analytics services, including:

Google Cloud Dataflow lets users ingest, process, and analyze fluctuating volumes of real-time data.

Apache airflow alternatives