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 Adeptia Connect

Adeptia Connect is a cloud-based service that lets developers and business users perform secure, any-to-any data integration. It provides a central place for organizations to configure, manage, monitor, and track data integrations and flows.

About Tibco Jaspersoft

Jaspersoft sells an embeddable business intelligence suite that lets developers embed analytics reports and dashboards inside their applications. Jaspersoft Enterprise is a full BI server including web reporting, dashboard, and analytic tools, while JasperReports IO is a BI microservice for producing reports and visualizations. Both editions include Jaspersoft Studio design software. Jaspersoft ETL is an optional component of Jaspersoft Enterprise that consists of an OEM edition of an older version of Talend Open Studio for Data Integration.

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.

Adeptia Connect LogoTibco Jaspersoft LogoStitch Logo
FocusData integration, application integrationEmbedded BI softwareData ingestion, ELT
Database replicationFull table; incremental via trigger event or SELECT statementFull table; incremental via change data captureFull table; incremental via change data capture or SELECT/replication keys
SaaS sourcesAbout 20Fewer than 10More than 100
Ability for customers to add new data sourcesNoNoYes
Connects to data warehouses? Data lakes?Yes / YesYes / YesYes / Yes
Transparent pricingNoNoYes
G2 customer satisfactionHelp4.1/53.8/54.8/5
Support SLAsYesYesAvailable
Purchase processRequires 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 certificationsHIPAANoneHIPAA, GDPR, SOC 2
Data sharingNoNoYes, through Talend Data Fabric
Vendor lock-inAnnual contracts. No open sourceAnnual contractsMonth to month or annual contracts. Open source integrations
Developer toolsNoneNoneImport 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.


Adeptia Connect

Adeptia Connect provides pre-load transformations defined in a graphical interface, through which users can map data from sources to destinations. Transformation capabilities include math, string, and aggregation functions.

Tibco Jaspersoft

Tibco Jaspersoft lets users define preload transformations by dragging and dropping icons onto a graphical workspace.


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.

Adeptia Connect

Adeptia supports about 40 applications as both data sources and destinations.

Tibco Jaspersoft

Jaspersoft ETL supports about 30 data sources, including enterprise applications, big data tools, and cloud platforms. Users can download components that connect to additional platforms by joining Talend Exchange.


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.

Adeptia Connect

Adeptia provides support through an online support portal, as well as via email and phone. Documentation is comprehensive. The company offers online training materials and consulting services.

Tibco Jaspersoft

Jaspersoft provides support through an online support portal. Documentation for Jaspersoft ETL consists of links to non-Jaspersoft sites. No training materials are available.


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.


Adeptia Connect

Pricing isn't disclosed.

Tibco Jaspersoft

Jaspersoft provides an evaluation license. Pricing isn't disclosed.


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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