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 Google Cloud Data Fusion

Google Cloud Data Fusion is a cloud-native data integration service. It's one of several Google data analytics services, including:

  • BigQuery, a cloud data warehouse
  • Google Data Studio, a relatively simple platform for reporting and visualization
  • Google Cloud Datalab, a more robust analytics tool that lets data professionals explore, analyze, transform, and visualize data and build machine learning models
  • Google Cloud Dataprep, a data service for exploring, cleaning, and preparing structured and unstructured data
  • Google Cloud Dataflow, a platform for ingesting and processing real-time data

Stitch and Talend partner with Google. 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 offers lots of products beyond those mentioned here, and we have thousands of customers who successfully use our solutions together.

About Etleap

Etleap is a cloud-based ETL platform.

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.

Google Cloud Data Fusion LogoEtleap LogoStitch Logo
FocusData integration Data integration, ETLData ingestion, ELT
Database replicationFull table; incremental replication via custom SELECT statementsUnknownFull table; incremental via change data capture or SELECT/replication keys
SaaS sourcesNoneAbout 50More than 100
Ability for customers to add new data sourcesYesNoYes
Connects to data warehouses? Data lakes?Yes / YesYes / YesYes / Yes
Transparent pricingYesNoYes
Support SLAsYesUnknownAvailable
Purchase processSelf-service Requires a conversation with salesOptions for self-service or talking with sales. Also available from the AWS store.
Compliance, governance, and security certificationsHIPAA HIPAA, GDPR, SOC 2, CCPAHIPAA, GDPR, SOC 2
Data sharingYesNoYes, through Talend Data Fabric
Vendor lock-inMonth to month. Cloud Data Fusion is powered by the open source project CDAP Annual contracts. No open sourceMonth to month or annual contracts. Open source integrations
Developer toolsREST API to manage Cloud Data Fusion instancesNoneImport 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

Google Cloud Data Fusion

Cloud Data Fusion supports simple preload transformations — validating, formatting, and encrypting or decrypting data, among other operations — created in a graphical user interface.

Etleap

Etleap supports transformation such as parsing, extracting, translating, and filtering in the data pipeline via a graphical interface.

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.

Try Stitch for free for 14 days

  • Unlimited data volume during trial
  • Set up in minutes

Set up in minutesUnlimited data volume during trial

No credit card required

Connectors: Data sources and destinations

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

Google Cloud Data Fusion

Cloud Data Fusion is a beta service on Google Cloud Platform. The platform supports almost 20 file and database sources and more than 20 destinations, including databases, file formats, and real-time resources. Cloud Data Fusion doesn't support any SaaS data sources.

Etleap

Etleap supports more than 50 data sources, including databases, cloud services, and file and event streams. Customers can request that the company build a new data source, but no one outside of the company can build new data sources or make improvements to existing sources. It supports Amazon Redshift and S3 and Snowflake destinations.

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.

Google Cloud Data Fusion

Google provides several support plans for Google Cloud Platform, which Cloud Data Fusion is part of. Documentation is comprehensive. Google offers both digital and in-person training.

Etleap

Etleap provides in-app chat support. It 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

Google Cloud Data Fusion

Cloud Data Fusion is priced differently for development and execution. Development is priced per instance per hour at two different rates, for Basic and Enterprise editions. Execution runs at Google Cloud Dataproc rates.

Etleap

Etleap doesn't disclose pricing. The company offers a free trial, but only after potential customers sit for a demo from a sales engineer.

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.

Get started now

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.

Give Stitch a try, on us

Select your integrations, choose your warehouse, and enjoy Stitch free for 14 days.

Set up in minutesUnlimited data volume during trial