Keboola
An end-to-end data operations platform covering data movement, transformation, and scheduling in one visual interface, with a free tier.
A cloud data pipeline tool with a visual, drag-and-drop builder for both loading data into a warehouse and transforming it there.
Matillion is a cloud data pipeline tool with a drag-and-drop interface for both moving data in and transforming it once loaded. It runs natively on cloud warehouses like Snowflake, BigQuery, and Redshift, pushing the actual processing work into the warehouse itself. It includes pre-built connectors for common business apps and databases, plus the ability to build custom logic visually rather than writing all the code by hand. Pricing is usage-based, tied to compute credits consumed.
This fits a data team that wants a visual way to build pipelines rather than writing everything in code, while still using its existing cloud warehouse for the heavy lifting, and one that wants loading and transformation in one tool rather than pairing two separate ones. Estimate expected compute credit usage before committing to a plan, since usage-based pricing can shift with pipeline complexity and data volume.
How one company factor at a time moves the modeled score. The published score is unchanged.
These estimates cover licensing, setup, integrations, staff time, security, administration, and support.
| Cost measure | Low | Base | High |
|---|---|---|---|
| First-year total | $67.5K | $106.7K | $172.3K |
| Three-year total | $143.5K | $217.4K | $337.1K |
| First-year cost per unit | $67.5K | $106.7K | $172.3K |
| Average annual cost per unit (over three years) | $47.8K | $72.5K | $112.4K |
| Component | Low | Base | High |
|---|---|---|---|
| Licensing and usage | $21K | $28K | $37.8K |
| Implementation | $10.8K | $18K | $30.6K |
| Integration | $13.2K | $24K | $43.2K |
| Staff time and change management | $7.7K | $11K | $15.4K |
| Security | $5.6K | $8K | $12K |
| Administration | $4.1K | $5.5K | $7.4K |
| Support | $1.9K | $2.5K | $3.4K |
Estimate assumptions: This scenario uses a category-based allowance, not a verified price for this product. Based on 1 production workspace. Confirm the vendor’s billing unit and current price or quote before budgeting.
Benefits have not been estimated: The current research does not estimate potential savings, return on investment, or how long it would take to recover the cost. Earlier benefit estimates are excluded.
Confirm current product identity, commercial packaging, data processing terms, sign-in and access rules, retention, integrations, support model, implementation effort, and rollback conditions.
Verify identity, package, availability, ownership, pricing, and security evidence before approving a pilot
Do not approve a pilot yet. Verify the current product identity, package, availability, owner, pricing, and security evidence; then define one workflow, a baseline, and rollback criteria.
Define what success looks like for a test of Matillion and assign someone to lead it.
Once the requirements above are met, compare a small trial with how your team works today.
Track adoption, output quality, business results, and actual costs against the estimate.
Use the results to decide whether to stop, adjust, or expand the pilot.
Confirm encryption, how the vendor uses your data, customer data separation, how long data stays and how to delete it, activity records, sign-in and user setup, where data is handled, other companies that process data, past incidents, and what your team must manage.
Review before rollout: confirm how to export your data, revoke access, and return to your existing workflow. Assign an owner and test the rollback plan before expanding use.
Do not approve a pilot yet. Verify the current product identity, package, availability, owner, pricing, and security evidence; then define one workflow, a baseline, and rollback criteria.
An end-to-end data operations platform covering data movement, transformation, and scheduling in one visual interface, with a free tier.
Why it’s an alternative—
Compare with KeboolaA free, open-source command-line tool for building data pipelines as version-controlled code, built on the Singer connector standard.
Why it’s an alternative—
Compare with MeltanoAn open-source data pipeline tool with a very large connector library that a company can self-host for free or run as a managed cloud service.
Why it’s an alternative—
Compare with AirbyteA managed data pipeline service that copies data from business apps and databases into a data warehouse with little setup.
Why it’s an alternative—
Compare with FivetranWhere to check the product, price, security, and support.
Research observations recorded: 1. Evidence quality: Some support.
Recorded score and category rank across research updates.
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