Data Integration¶

Commonly referred to as ETL, data integration encompasses the following three primary operations:

Extract:: Exporting data from specified data sources.
Transform:: Modifying the source data (as needed), using rules, merges, lookup tables or other conversion methods, to match the target.
Load:: Importing the resulting transformed data into a target database.

The more recent usage of the term is ELT, emphasizing that the transformation operation does not necessarily need to be performed before loading, particularly in systems such as Snowflake that support transformation during or after loading.

In addition, the scope of data integration has expanded to include a wider range of operations, including:

Data preparation.
Data migration, movement, and management.
Data warehouse automation.

The following data integration tools and technologies are known to provide native connectivity to Snowflake:

Solution		Version / Installation Requirements	Notes
		Ab Initio: No requirements — contact Ab Initio for more details Snowflake: ODBC Driver — download from the ODBC Download page
		Agile Data Engine: No requirements Snowflake: No requirements
		Airbyte: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Connectors > Connector Catalog > Destinations > Snowflake (Airbyte Documentation)
		Alteryx Designer Cloud: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program.
		Amazon Data Firehose: No requirements Snowflake: No requirements	Additional resources: Amazon Data Firehose documentation Getting Started with Snowflake and Amazon Data Firehose
		AWS Glue: No requirements Snowflake: No requirements	Additional resources: Connecting to Snowflake in AWS Glue Studio Utilizing the new AWS Glue Studio Native Connector for Snowflake
		Artie: No requirements Snowflake: No requirements	Additional resources: Artie Transfer - Snowflake (Artie Documentation)
		Ascend.io: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Additional resources: Seamlessly Ingest, Transform, and Orchestrate Snowflake Workloads (Ascend website) Connections > Warehouse > Snowflake (Ascend Documentation)
		Azure Data Factory: No requirements Snowflake: No requirements	Additional resources: Copy activity in Azure Data Factory (Azure Data Factory Documentation) Copy data from and to Snowflake by using Azure Data Factory (Azure Data Factory Documentation)
		Boomi: DCP 4.2 (or higher) or Integration July 2020 (or higher) Snowflake: No requirements	- Validated by the Snowflake Ready Technology Validation Program.
		CData Software: The latest version of the driver/connector/application is always recommended, but legacy versions will continue to work if they are licensed. Note that any changes to Snowflake since the release of a driver may not be available in the driver depending on how the changes are implemented. Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Additional resources: Snowflake - Driver Documentation (CData Software Documentation) Snowflake Integration Guides and Tutorials (CData Software Knowledge Base)
		Celigo: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Snowflake Prebuilt Integrations (Celigo website) Set up a connection to Snowflake (Celigo Help Center) Automate application and data integration use cases using integrator.io — free trial available (Celigo integrator.io website, login required)
		Census: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Additional resources: Data Sources > Snowflake (Census Documentation) Destinations > Snowflake (Census Documentation) Sync Snowflake to Salesforce (Census website)
		Coalesce: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Snowflake Quickstart: Accelerate Transformations with Coalesce and Snowflake Additional resources: Quick Start Guide (Coalesce Documentation)
		Datameer: v7 Snowflake: No requirements	Snowflake Quickstart: Getting Started with Datameer Additional resources: User Guide > Getting Started (Datameer Documentation) User Guide > Deploying Data to Snowflake (Datameer Documentation)
		DataVirtuality: No requirements Snowflake: No requirements	Additional resources: Snowflake Data Warehouse Connector (DataVirtuality website)
		dbt: v0.13 (or higher) Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program. Snowflake Quickstarts: Data Engineering with Snowpark Python and dbt Accelerating Data Teams with dbt Core and Snowflake Accelerating Data Teams with Snowflake and dbt Cloud Hands On Lab Data Engineering with Apache Airflow, Snowflake and dbt Additional resources: Getting Started > Supported Databases > Snowflake (dbt Documentation) Building Models > Warehouse-Specific Configs > Snowflake (dbt Documentation) How we configure Snowflake (Fishtown Analytics Blog)
		Denodo: Denodo Platform 6.0 (or higher) Snowflake: No requirements	Additional resources: Denodo Platform 8.0 Datasheet (Denodo website) How to connect to Snowflake from Denodo (Denodo Knowledge Base)
		Devart ODBC Driver for Snowflake: No requirements Snowflake: No requirements	Additional resources: Overview - ODBC Driver for Snowflake (Devart Documentation)
		Devart Python Connector for Snowflake: No requirements Snowflake: No requirements	Additional resources: Overview - Python Connector for Snowflake (Devart Documentation)
		Devart SSIS Data Flow Components for Snowflake: No requirements Snowflake: No requirements	Additional resources: Devart SSIS Data Flow Components > Overview (Devart Documentation)
		Diyotta: No requirements Snowflake: No requirements	Acquired by ThoughtSpot Additional resources: Working with Snowflake Data Object (Diyotta website)
		dlt: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Getting started (dlt Documentation) Destinations > Snowflake (dlt Documentation) Sources > 30+ SQL Databases (dlt Documentation)
		Domo: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Additional resources: Connect everything, everywhere Combine and transform your data Magic ETL on Snowflake Domo Data Connectors
		Estuary: No requirements Snowflake: No requirements	Additional resources: Estuary and Snowflake (Estuary website) Snowflake materialization connector (Estuary Documentation) Snowflake change data capture connector (Estuary Documentation)
		Etleap: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program. Additional resources: Etleap Launches Snowflake Integration (Etleap Blog)
		Etlworks: No requirements Snowflake: No requirements	Additional resources: Etlworks and Snowflake (Etlworks website) Working with Snowflake (Etlworks Documentation)
		Fivetran: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program. Snowflake Quickstarts: Automating Data Pipelines to Drive Marketing Analytics with Snowflake and Fivetran Fivetran - Automate Salesforce Insights: Source, Target, Transformations, Dashboard…NO CODE Additional resources: Strategic Partner: Snowflake (Fivetran website) Connectors > Destinations > Snowflake (Fivetran Documentation)
		Google Cloud Data Fusion: Snowflake plugin Snowflake: No requirements	Additional resources: Cloud Data Fusion Plugins (Google Cloud website) Cloud Storage to Snowflake Action (GitHub)
		Google Cloud Dataflow: Apache Beam Snowflake: No requirements	Additional resources: Snowflake I/O (Apache Beam Documentation) Class SnowflakeIO (Apache Beam Javadoc)
		Heap: Connect Snowflake: No requirements	Additional resources: Heap Connect for Snowflake (Heap Documentation)
		Hevo Data CDC for ETL: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Additional resources: Destinations > Data Warehouses > Snowflake (Hevo Documentation)
		Hightouch: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Snowflake Quickstart: Suppress existing customers from a Youtube campaign with Hightouch and Snowflake Additional resources: Activate the Data Cloud (Hightouch website) Sources > Snowflake (Hightouch Documentation)
		HVR: No requirements Snowflake: ODBC Driver — download from the ODBC Download page	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Requirements for Snowflake (HVR Documentation) Quick Start for HVR - Snowflake (HVR Documentation)
		DataStage: InfoSphere Information Server 11.7 Snowflake: JDBC Driver — download from the JDBC Driver page in the Maven Central Repository	Snowflake Quickstart: Use IBM DataStage to Load Enterprise Data into Snowflake Additional resources: Snowflake connector (InfoSphere Information Server Documentation) DataStage on Cloud Pak for Data free trial (IBM Cloud Pak for Data website) DataStage on Cloud Pak for Data as a Service: DataStage on Cloud Pak for Data as a Service (Documentation) Snowflake connection (Documentation) DataStage on Cloud Pak for Data Software: DataStage on Cloud Pak for Data (Documentation) Snowflake connection (Documentation) ELT run mode in DataStage (Documentation)
		Informatica Cloud: Cloud Connector for Snowflake — available directly in the Informatica Cloud interface or by download from the Informatica Marketplace. Secure Agent — download and install from the Informatica Cloud interface Snowflake: For push-down optimization: ODBC Driver — download from the ODBC Download page For all other functionality: No requirements	Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program. Snowflake Quickstarts: Harness the Power of Snowflake with Informatica Intelligent Data Management Cloud Accelerate Data Transformation with the Telecom Data Cloud and Informatica Additional resources: FAQ: Informatica Cloud Connector for Snowflake (Snowflake Community) Snowflake Cloud Data Warehouse Connector Related Queries (Informatica Network)
		Informatica Data Loader: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Additional resources: How to Video - Getting Started with Informatica Data Loader for Snowflake (Informatica Videos)
		Integrate.io: No requirements Snowflake: No requirements	Additional resources: Low-code Transform & Load to Snowflake 60-second CDC Replication to Snowflake
		Apache Kafka: No requirements Kafka Connect: API 2.0.0 to 2.2.0 (all other versions are not supported) Snowflake: Snowflake Connector for Kafka — download from Maven	- Additional requirements if using Avro format; for more details, see Snowflake Connector for Kafka.
		Keboola: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Snowflake Quickstart: Getting Started with Keboola Additional resources: Storage (Keboola Documentation) Snowflake Transformation (Keboola Documentation)
		Knoema: No requirements Snowflake: No requirements	- Available for trial via Snowflake Partner Connect.
		Matillion Data Productivity Cloud: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program. Additional resources: How to Create a Data Pipeline Using Matillion Data Productivity Cloud (Matillion Blog)
		Matillion ETL: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program. Snowflake Quickstart: Cloud Native Data Engineering with Matillion and Snowflake Additional resources: Snowflake: How to Get Started (Matillion website) Snowflake articles with videos (Matillion Community)
		Nexla: No requirements Snowflake: No requirements (ODBC, JDBC, and API options)	Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program. Additional resources: Nexla for Snowflake (Nexla website) Send Data to Snowflake (Nexla Help Center)
		Pentaho Data Integration (PDI): Pentaho 8.3 (or higher): Snowflake plugin — download from the Pentaho Customer Portal (requires login) Pentaho 8.2 (or lower): No Pentaho requirements, but some Snowflake requirements Snowflake: Pentaho 8.3 (or higher): No requirements Pentaho 8.2 (or lower): JDBC Driver — download from the JDBC Driver page in the Maven Central Repository or 3rd-party connector (PentahoSnowflakePlugin) — download from GitHub	Additional resources: PDI and Snowflake (Pentaho Documentation) Bulk load into Snowflake (Pentaho Documentation) PentahoSnowflakePlugin Readme (GitHub)
		Precog: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Request a trial. Additional resources: AI-driven, no-code ELT for Snowflake (Precog website) Case study: How a Luxury Gelato Chain Uses Precog to Actually Get Realtime, Multi-Source Analytics (Precog website)
		Qlik Replicate: No requirements Snowflake: ODBC Driver — download from the ODBC Download page	Formerly Attunity Replicate Validated by the Snowflake Ready Technology Validation Program. Additional resources: Start a trial (business sence) Technology Partners > Snowflake (Qlik website)
		Qlik Talend: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Snowflake Components in Qlik Talend (Qlik Documentation) Centralizing Snowflake Metadata (Qlik Documentation)
		Qlik Talend Cloud: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Start a trial (replicate) Technology Partners > Snowflake (Qlik website)
		Qlik Talend Studio: No requirements Snowflake: No requirements	- Validated by the Snowflake Ready Technology Validation Program.
		Redpoint: Redpoint Orchestration v7.3 (or higher) Redpoint Data Management v9.4.9.3 (or higher) Snowflake: ODBC Driver (for Redpoint Orchestration) — download from the ODBC Download page JDBC Driver (for Redpoint Data Management) — download from the JDBC Driver page in the Maven Central Repository	Additional resources: Redpoint and Snowflake: No Data Replication and Complete CDP Functionality (Redpoint Blog) Redpoint Orchestration > Snowflake ODBC driver configuration (Redpoint Documentation) Redpoint Data Management > RDBMS providers: Snowflake (Redpoint Documentation)
		Rivery: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program. Additional resources: Now Compatible with Snowflake (Rivery website) Integrations: Snowflake (Rivery website) Customer Spotlight: Roomjoom (Rivery website)
		SAP Data Services: 4.2 SP12 (or higher) Snowflake: ODBC Driver — download from the ODBC Download page	Snowflake Quickstart: SAP Accounts Receivable to Snowflake using ADF Additional resources: Data Services — What’s New (SAP Help Portal) Data Services Supplement for Big Data (SAP Help Portal)
		Segment: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Snowflake Destination (Segment Documentation)
		Skyvia: No requirements Snowflake: No requirements	Additional resources: Skyvia and Snowflake integration (Skyvia website) Working with Snowflake (Skyvia Documentation)
		Solace: No requirements Snowflake: No requirements	Additional resources: Solace and Snowflake integration (Solace website)
		Snaplogic: 4.7.0 (or higher) with Snowflake Snap Pack Snowflake: JDBC Driver — download from the JDBC Driver page in the Maven Central Repository	Available for trial via Snowflake Partner Connect. Additional resources: Snowflake Snap Pack (SnapLogic Documentation)
		Snowplow: Snowflake Loader — download from GitHub Snowflake: No requirements	Additional resources: Snowflake Loader (Snowplow Documentation)
		Stitch: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Additional resources: Connecting a Snowflake Data Warehouse to Stitch (Stitch Documentation)
		Streamkap: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Stream into Snowflake (Free trial available) Streamkap Snowflake documenation
		StreamSets: No requirements Snowflake: No requirements	Utilizes Snowpipe for continuous loading. Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program. Snowflake Quickstarts: StreamSets’ Transformer for Snowflake: Hands on Lab Process Change Data Capture (CDC) data from Oracle to Snowflake Using StreamSets A Dive Into Slowly Changing Dimensions with Snowpark and StreamSets Additional resources: Tame Snowflake with StreamSets (StreamSets website)
		Striim: No requirements Snowflake: No requirements	Available for trial via Snowflake Partner Connect. Validated by the Snowflake Ready Technology Validation Program. Additional resources: Striim for Snowflake Data Warehouse (Striim website)
		Supermetrics: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Snowflake Data Warehouse: Getting started (Supermetrics Documentation)
		Tableau: Prep 2018.3 (or higher) Snowflake: ODBC Driver — download from the ODBC Download page	Snowflake Quickstart: Visual Analytics powered by Snowflake and Tableau Additional resources: Snowflake for Tableau Prep (Tableau website)
		TIBCO ActiveMatrix BusinessWorks: 6.x (or higher) Plug-in for Snowflake 6.x (or higher) Snowflake: JDBC Driver — download from the JDBC Driver page in the Maven Central Repository	Validated by the Snowflake Ready Technology Validation Program. Additional resources: TIBCO ActiveMatrix BusinessWorks Plug-in for Snowflake User’s Guide (TIBCO Documentation)
		TMMData: No requirements Snowflake: No requirements
		Trifacta: No requirements Snowflake: No requirements	Additional resources: Trifacta for Snowflake (Trifacta website) Trifacta for Snowflake: Data Prep for Your Cloud Data Warehouse or Data Lake — Part 1 (Trifacta blog)
		Wherescape: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Wherescape Automation for Snowflake (Wherescape website)
		windsor.ai: No requirements Snowflake: No requirements	Additional resources: Utilizing Windsor.ai connector for Snowflake data integration Documentation: How to integrate data into Snowflake with Windsor.ai
		Workato: No requirements Snowflake: No requirements	Validated by the Snowflake Ready Technology Validation Program. Additional resources: Workato is Snowflake Ready… (Workato Blog) Connectors > Snowflake (Workato Documentation)