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 build everything in-house. We put together this ETL tool comparison guide to help you choose the product that’s the best fit for your business.

Overview

Syncsort Connect ETL, Azure Data Factory, and Stitch are all popular platforms. Here's a side-by-side look at how they stack up against each other.

Focus ETL ETL Data ingestion, ELT
Database replication Full table; incremental replication via custom SELECT statements Full table; incremental via custom SELECT query Full table; incremental via change data capture or SELECT/replication keys
SaaS sources Only Salesforce About 20, with several more in preview More than 100
Ability for customers to add new data sources No No Yes
Connects to data warehouses? Data lakes? Yes / No Yes / Yes Yes / Yes
Transparent pricing No Yes Yes
G2 customer satisfaction Not rated 4.6/5 4.8/5
Support SLAs Yes Yes Available
Purchase process Requires a conversation with sales Options for self-service or talking with sales Options for self-service or talking with sales. Also available from the AWS store.
Compliance, governance, and security certifications None HIPAA, GDPR, ISO 27001, others HIPAA, GDPR, SOC 2
Data sharing No No Yes, through Talend Data Fabric
Vendor lock-in Annual contracts. No open source Month to month Month to month or annual contracts. Open source integrations
Developer tools API for creating dataflows REST API, .Net and Python SDKs Import 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

Syncsort Connect ETL

Syncsort Connect ETL (formerly called DMX) provides pre-load transformations on records — such as aggregation, filter, and lookup — and data, including mathematical, logical, text, and date operations. Users define transformations through a graphical interface.

Azure Data Factory

Azure Data Factory supports both pre- and post-load transformations. Users apply transformations either by using a GUI to map them, or in code using Power Query Online. Azure Data Factory supports a wide range of transformation functions.

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.

Syncsort Connect ETL

Syncsort supports fewer than 20 data sources — mostly databases, plus JSON and XML files. It can write data to fewer than 20 data sources — mostly on-premises data warehouses, plus analytics platforms like Tableau and QlikView.

Azure Data Factory

Azure Data Factory integrates with about 80 data sources, including SaaS platforms, SQL and NoSQL databases, generic protocols, and various file types. It supports around 20 cloud and on-premises data warehouse and database destinations.

Stitch

Stitch supports more than 100 database and SaaS integrations as 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.

Syncsort Connect ETL

Syncsort provides support through an online support portal, as well as via email and phone. Documentation is available only to customers via the support portal. The company offers online training materials and consulting services.

Azure Data Factory

Azure Data Factory provides support via online forums and an online support request form. Email and phone support are available. Documentation is comprehensive. Digital training materials are available.

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

Syncsort Connect ETL

Pricing isn't disclosed.

Azure Data Factory

Pricing for Azure Data Factory's data pipeline is calculated based on number of pipeline orchestration runs; compute-hours for flow execution and debugging; and number of Data Factory operations, such as pipeline monitoring.

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. After the trial, there's a free plan for smaller organizations and nonproduction workloads. 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.

Get started now

Which tool is best 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.