Comparison
Data Workers vs Upriver
Graded on 2026-09-09 on one six-level autonomy scale, from public pages only, with a citation on every cell. Upriver leads 1 of six lanes, Data Workers leads 0, 4 are level, and 1 could not be graded on one side.
Index Q4 2026 · graded 2026-09-09 · Dhanush Shetty, founder, Data Workers
Read this first
We published this grading and we graded ourselves in it, so it is not independent. What it is instead is checkable: every cell below cites the public page it was graded from, including ours, so you can disagree with a specific grade in one click rather than take our word for anything.
Data Workers is not at level 4 in any lane. Data Workers was graded last, from dataworkers.io, llms.txt and the public GitHub repository only, by the same two rules that capped every other vendor: an approval gate has to be documented for L3, and unattended application has to come with a documented receipt and rollback for L4. We are not L4 anywhere. The autonomy dial on the Conductor describes an unattended mode, but no public page states the policy under which it applies changes, so it does not count. Pipeline build is graded propose because the community edition gates pipeline generation behind a paid tier a stranger cannot inspect. Spellbook is in preview and is graded propose. Cross-cloud scope is graded propose under the same cap applied to Alkera, Altimate and Atlan: connectors to three warehouses are evidenced, a gated change spanning two of them is not shown.
Where Upriver is ahead of us
This section comes first on purpose. These are the lanes where Upriver's public pages evidence a higher autonomy level than ours do, on 2026-09-09.
Pipeline build
Creating or migrating transformation code and pipelines from a request, through validation to deployment.
Upriver L3 Apply with approval source
Data Workers L2 Propose source
Turn any request into a validated pipeline, with the same plan, execute, validate loop and human sign-off before production.
Where we are ahead of Upriver
On the 2026-09-09 grading, nowhere. We do not sit at a higher autonomy level than Upriver in any of the six lanes, and inventing a lane where we did would make everything else on this page worth less. The real differences between the two products are scope and price, which are the next two sections.
Where the two are level
Same autonomy level on the same scale. These are the lanes where the grading does not separate the two products and something other than autonomy should decide.
Incident resolution
A pipeline or table breaks (freshness, failed run, wrong numbers). What does the agent do between the alert and the verified fix?
Upriver L3 Apply with approval source
Data Workers L3 Apply with approval source
Homepage: issues fixed before the business Slacks you; late pipelines, logical errors and slow queries surfaced and fixed. Teardown records a mandatory human sign-off and a per-change validation report (queries run, rows sampled, before and after metrics, verdict). Approval gate plus receipt is L3.
Data quality
Rules, anomaly detection and remediation of bad or missing data in production tables.
Upriver L3 Apply with approval source
Data Workers L3 Apply with approval source
Flags violations of data quality standards and fixes them under the same sign-off and validation-report loop.
Schema and change review
Reviewing a proposed change (PR, migration, schema evolution) for downstream impact, and acting on the verdict.
Upriver L3 Apply with approval source
Data Workers L3 Apply with approval source
Every change ships with a validation report linked to lineage and waits for sign-off. The report is the receipt; the sign-off is the gate.
Catalog and documentation
Producing and maintaining descriptions, semantic definitions, ownership and lineage in a catalog or context layer.
Upriver L2 Propose source
Data Workers L2 Propose source
A living map of the full data environment, continuously updated in the background. Documentation is agent-maintained, but no page shows an approval or audit mechanism for doc writes, so the cell is capped at propose and marked claim.
Where one side could not be graded
The index grades a lane with no public evidence as not evidenced, never as level 0, because level 0 is a real grade for a product that detects and alerts. These cells count for neither side and are here so the six lanes add up.
Cross-cloud scope
The level at which the agent operates when the estate spans more than one warehouse or cloud (for example Snowflake and BigQuery in one workspace). Single-platform products are graded not evidenced here, not L0.
Upriver not evidenced source
Data Workers L2 Propose source
No page lists the supported warehouses. The teardown describes one warehouse plus one orchestrator plus one repo per deployment. Not evidenced.
What each one is
Upriver
Autonomous data engineering platform with a context engine (living map) and a plan, execute, validate loop under human sign-off.
Licence: Proprietary (nimble_udf repo public; platform closed). SOC 2: yes. trust.upriverdata.com lists SOC 2 Type 2, GDPR and HIPAA with a SOC 2 Type 2 document available on request. MCP: No first-party MCP server found; integrates via Claude and Cursor. Funding: $14M seed, June 2026 (Valley Capital Partners, Hetz Ventures).
Data Workers
An autonomous agentic data platform: four modules that run the detect, diagnose, fix, review and verify loop on a data platform, with a named human approving anything irreversible. The core is Apache-2.0 and free.
Licence: Apache-2.0 core, proprietary platform. SOC 2: no Type II and no customer references. That is a real reason to choose someone else and it is stated on our security page.
What each one costs
From the published pricing census, live-fetched on 2026-09-10. Of the 21 vendors reviewed on their own websites, six publish a rate a buyer can read without contacting sales.
Upriver: No pricing page
No pricing page: does not publish. Read from their pricing page on 2026-09-10. Returned HTTP 404. The homepage nav on the same day listed How It Works, About, Careers, Blog, Start Free Trial and Book a Demo, with no pricing link and no figure.
Data Workers: Published rate card
Pilot Program $7,500 one-time, then Scale from $1,000 per month with no usage meter, as published on 10 September 2026. The open-source core is Apache-2.0 and free, and you pay your own model provider directly at your own rate. Pricing.
The full census, with all 21 vendors and the URL and date behind every row: published pricing in agentic data engineering.
How to read the scale
The word agent now covers all six of these, which is why the index grades each lane separately rather than awarding a product one number.
- L0 Alert. Detects and notifies.
- L1 Suggest. Explains or recommends; human does everything.
- L2 Propose. Drafts the change; human applies.
- L3 Apply with approval. Agent applies after a named human approves; dry-run; receipt.
- L4 Autonomous with receipts. Routine changes applied unattended within policy; every change has an audit receipt and rollback.
- L5 Self-verifying operation. Detects, fixes, verifies the outcome and learns, across systems, with governed escalation.
The grading rules, all 21 vendors, all 64 cells and the CC BY 4.0 dataset: the Agentic Data Engineering Index. The pages fetched to grade Upriver are listed there.
When to choose Upriver over us
- When you need a SOC 2 attestation to get through procurement. trust.upriverdata.com lists SOC 2 Type 2, GDPR and HIPAA with a SOC 2 Type 2 document available on request. This is the most common reason a buyer should not pick us today.
- When pipeline build is the lane that decides your purchase. Their public pages evidence a higher autonomy level there than ours do.
- When you need customer references you can call. We are pre-revenue and have none to offer, and no amount of product quality substitutes for that if your process requires it.
The full list of who we are not for: should you use Data Workers.
Common questions
Is Upriver a direct competitor of Data Workers?
Yes. The Agentic Data Engineering Index classifies Upriver as a direct peer, which is the same classification band as Data Workers' own nearest peers. Autonomous data engineering platform with a context engine (living map) and a plan, execute, validate loop under human sign-off.
Where does Upriver beat Data Workers?
On the 2026-09-09 grading, Upriver sits at a higher autonomy level than Data Workers in 1 of six lanes: pipeline build. Each of those cells cites the page it was graded from.
Where does Data Workers beat Upriver?
On the 2026-09-09 grading, nowhere. Data Workers does not sit at a higher autonomy level than Upriver in any of the six lanes. The differences that remain are about scope and price rather than autonomy, and they are set out on the comparison page.
What does Upriver cost, and what does Data Workers cost?
No pricing page: does not publish, read from https://www.upriverdata.com/pricing on 2026-09-10. Data Workers publishes a Pilot Program at $7,500 one-time and Scale from $1,000 per month with no usage meter, and the open-source core is Apache-2.0 and free.
Who graded this, and is it independent?
Data Workers published the index and graded itself last, by the same two rules applied to every other vendor, from its own public pages only. It is not independent and says so. Every cell cites the page it was graded from, so a reader who disagrees with a grade can check it in one click rather than take our word for it. Data Workers is not at level 4 in any lane.
The other direct peers
Two next steps
Run our read-only agents against your own warehouse and judge them yourself, free and without talking to us: the open-source core.
Or bring one real incident to a 45-minute session and watch the approval gate stop the agent: book a time.