Most businesses have data stored in a variety of locations, from in-house databases to SaaS platforms. To get a full picture of their finances and operations, they pull data from all those sources into a data warehouse or data lake and run analytics against it. But they don't want to build and maintain their own data pipelines.

Fortunately, it’s not necessary to code everything in-house. Here's an comparison of two such tools, head to head.

About Treasure Data

Treasure Data is a cloud-based ETL platform.

About Data Virtuality

Data Virtuality is a data integration platform that offers two data pipeline options — Pipes and Pipes Professional — and data management through its Logical Data Warehouse.

About Stitch

Stitch Data Loader is a cloud-based platform for ETL — extract, transform, and load. 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 is a Talend company and is part of the Talend Data Fabric.

Treasure Data LogoData Virtuality LogoStitch Logo
Focus Customer data platformData ingestion, ELT, data virtualizationData ingestion, ELT
Database replication Full table; incremental since last import and/or using custom SELECT queryFull table; incremental by key field valuesFull table; incremental via change data capture or SELECT/replication keys
SaaS sources More than 90Around 140More than 100
Ability for customers to add new data sourcesNoNoYes
Connects to data warehouses? Data lakes?Yes / YesYes / NoYes / Yes
Transparent pricingNoNoYes
Support SLAsAvailableNoAvailable
Purchase process Requires a conversation with salesRequires a conversation with salesOptions for self-service or talking with sales. Also available from the AWS store.
Compliance, governance, and security certifications SOC 2, Privacy ShieldGDPRHIPAA, GDPR, SOC 2
Data sharingNoNoYes, through Talend Data Fabric
Vendor lock-inUnknownAnnual contracts only. No open sourceMonth to month or annual contracts. Open source integrations
Developer toolsBoth system and client library REST APIREST APIImport API, Stitch Connect API for integrating Stitch with other platforms, Singer open source project

Let's dive into some of the details of each platform.

Transformations

Treasure Data

Treasure Data calls itself a customer data platform, and focuses on serving as a central repository of marketing data. Transformations are not supported.

Data Virtuality

Data Virtuality focuses on the E and L, extraction and loading, of ELT. It extracts raw data from sources and loads it into destinations without performing transformations.

Stitch

Stitch is an ELT product. 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. 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. Transformations can be defined in SQL, Python, Java, or via graphical user interface.

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Connectors: Data sources and destinations

Each of these tools supports a variety of data sources and destinations.

Treasure Data

Treasure Data supports more than 100 integrations to SaaS, IaaS, and PaaS platforms; databases; and other data sources. The company has written an open source bulk data loader called Embulk that supports bulk loading of data from various databases, storages, file formats, and cloud services. Treasure Data supports about 80 destinations, including Amazon Redshift and S3, Google BigQuery, Snowflake, and Microsoft Azure Blob Storage.

Data Virtuality

Data Virtuality provides three solutions: <ul><li>The Pipes data pipeline includes access to almost 60 prebuilt connectors</li> <li>Pipes Professional supports almost 200 integrations to SaaS platforms and databases</li> <li>Logical Data Warehouse combines ETL capabilities with data virtualization to present connected data in one virtual layer</li></ul> They support Amazon Redshift, Google BigQuery, Microsoft Azure SQL Data Warehouse, and Snowflake data warehouses, along with on-premises data warehouses Pivotal Greenplum, SAP HANA, HP Vertica, and Exasol, and databases such as PostgreSQL, MySQL, MariaDB, Oracle, and Microsoft SQL Server. Customers can request that the company build a new data source or destination, but no one outside of the company can build new ones or make improvements to existing ones.

Stitch

Stitch supports more than 100 database and SaaS integrationsas data sources, and eight data warehouse and data lake destinations. 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. Singer integrations can be run independently, regardless of whether the user is a Stitch customer. Running Singer integrations on Stitch’s platform allows users to take advantage of Stitch's monitoring, scheduling, credential management, and autoscaling features.

Support, documentation, and training

Data integration tools can be complex, so vendors offer several ways to help their customers. Online documentation is the first resource users often turn to, and support teams can answer questions that aren't covered in the docs. Vendors of the more complicated tools may also offer training services.

Treasure Data

Support is available via email or through a ticketing system. Documentation is comprehensive. The company doesn't provide training services.

Data Virtuality

Data Virtuality provides support through Intercom online chat and via email. Documentation on Pipes and Pipes Professional is unavailable online. The company doesn't provide training services.

Stitch

Stitch provides in-app chat support to all customers, and phone support is available for Enterprise customers. Support SLAs are available. Documentation is comprehensive and is open source — anyone can contribute additions and improvements or repurpose the content. Stitch does not provide training services.

Pricing

Treasure Data

Treasure Data doesn't disclose pricing. The company offers a free trial to users who fill out a trial request form.

Data Virtuality

Data Virtuality provides a 14-day free trial, but doesn't disclose pricing.

Stitch

Stitch has pricing that scales to fit a wide range of budgets and company sizes. All new users get an unlimited 14-day trial. Standard plans range from $100 to $1,250 per month depending on scale, with discounts for paying annually. Enterprise plans for larger organizations and mission-critical use cases can include custom features, data volumes, and service levels, and are priced individually.

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Which tool is better overall? That's something every organization has to decide based on its unique requirements, but we can help you get started. Sign up now for a free trial of Stitch.

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