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 three such tools, head to head.
Striim is an end-to-end, in-memory platform for collecting, filtering, transforming, enriching, aggregating, analyzing, and delivering big data in real time.
Etleap is a cloud-based ETL platform.
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.
|| Data integration, ETL
||Data ingestion, ELT
||Full table; incremental replication via change data capture
||Full table; incremental via change data capture or SELECT/replication keys
||More than 100
|Ability for customers to add new data sources
|Connects to data warehouses? Data lakes?
||Yes / Yes
||Yes / Yes
||Yes / Yes
|G2 customer satisfaction
||Requires a conversation with sales
|| Requires a conversation with sales
||Options for self-service or talking with sales. Also available from the AWS store.
|Compliance, governance, and security certifications
|| HIPAA, GDPR, SOC 2, CCPA
||HIPAA, GDPR, SOC 2
Talend Data Fabric
|| Annual contracts. No open source
||Month to month or annual contracts. Open source integrations
||REST API for monitoring and application management
||Import API, Stitch Connect API for integrating Stitch with other platforms,
open source project
Let's dive into some of the details of each platform.
Striim provides pre-load transformations written in SQL or Java and specified through a drag-and-drop interface.
Etleap supports transformation such as parsing, extracting, translating, and filtering in the data pipeline via a graphical interface.
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.
Striim supports file, database, protocol, and messaging system data sources, as well as two on-premises data warehouses. It can write data to data warehouses, data lakes, databases, messaging systems, and semistructured files.
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.
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.
Striim provides support through an online ticketing system. Documentation is comprehensive. The company doesn't provide training materials or services.
Etleap provides in-app chat support. It doesn't provide training services.
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.
Striim pricing is undisclosed.
Etleap doesn't disclose pricing. The company offers a free trial, but only after potential customers sit for a demo from a sales engineer.
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.
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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.
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