signal busAll systems operationalScrums.com x Vercel for AI engineering ↗
summaryDataWorks is the Alibaba Cloud data platform workbench: pipeline development, massive-scale scheduling, quality, and governance.Priced on scope·★ 5.0·● available now·vetted by Scrums.com

infrastructure · CAT-30030627 · rev 1.0

Alibaba Cloud DataWorks. @alibaba-dataworks

InfrastructureinfraAlibaba Cloud● available now
5.0Reviews ▾

Rated 5.0 / 5 by clients on GoodFirms.

Read verified reviews on GoodFirms

Vetted by Scrums.com Platform

Provider Alibaba Cloud

Last review 2026-08-03

01

What you get

the numbers that matter
Starting price

Priced on scope

starting price

Ready in

≈ 2 weeks

signed to first PR

Retention

96%

engagements renewed

Match

96%

to your stack & domain

End-to-end data development and governance platform over MaxCompute, Flink, and the Alibaba analytics stack.

02

How this operator works

every way of working, already decided
A · capability focus

Owns the system, not the ticket

Takes end-to-end ownership of a service or surface. Design, delivery, on-call. And is measured on outcomes, not hours.

B · ways of working

Embedded, async-first, instrumented

Works inside your repos, your CI and your rituals. Daily written standups, decisions logged. No status-meeting tax.

C · reliability posture

Runbooks, canaries, reversible deploys

Every change gated and reversible. Incidents get a timeline and a postmortem; nothing ships without a rollback.

D · comms & cadence

Plugged into your Slack & rituals

Joins standups and retros, reports weekly against the goal. You get an operator, not a queue.

E · tooling

Brings a pre-wired stack or adopts yours

Infrastructure and observability as code by default. No bespoke setup tax to absorb.

F · onboarding

Scoped, gated, reversible

Week-1 shadow, week-2 ownership, swap on request inside the trial window. No long-tail handover risk.

·

Highlights

Visual and code pipeline development

Massive-scale scheduling

Broad source integration

Automated data quality checks

Catalog and lineage

Team workspaces

03

What's included

in every engagement · no add-ons
Visual and code-based development for data pipelinesincl.
Scheduling engine runs millions of daily task instancesincl.
Data integration syncs from databases, logs, and SaaS sourcesincl.
Data quality rules validate output automaticallyincl.
Catalog, lineage, and governance across the stackincl.
Collaborative workspaces with roles and approvalsincl.
04

Track record

deployments on real systems · anonymized
SectorSystemOutcomeSpanStatus
Fintechpayments-core ledger99.97% achieved14 mo● complete
Commercecheckout platform−38% incident rate9 mo● complete
Health SaaSdata plane0 SEV1 in 6 mo11 mo● active
Logisticsrouting enginezero-downtime cutover7 mo● complete
AI infrainference clusterp99 −120 ms5 mo● active
05

Works inside your stack

surfaces this operator binds to
SurfaceBindingDirectionAuth
Source controlgithub.com/<org>reviews + writesOIDC
CI / CDscm-flow · deploy-servicegates deploysOIDC
Observabilityotlp://collector:4317metrics + alertsmTLS
Commsslack://<workspace>standups, incidentsSSO
Secretsvault://scrums/op/<id>short-lived credsSPIFFE
On-callpagerduty://<org>primary / secondaryAPI token
06

Boundaries

what to deploy instead

Scoped to this discipline. For an adjacent capability, compose a second operator into the squad. compose →

Not a fractional advisory engagement. For advisory-only, contact platform@scrums.com.

07

Deployments

the only social proof we publish

402deploys

across 38 organizations

+24 last 30 days · median age 11.4 mo · retention 96%

08

Pricing

one number · one footnote
starting price

Priced on scope

All-in: the operator, delivery manager and replacement guarantee. No recruiter fee, no markup surprises.

Final pricing computed at deploy from your committed envelope, region and account tier.

·

FAQ

common questions
How is Alibaba Cloud DataWorks priced?

Priced on scope. Request a quote and pricing is computed from the work envelope.

Is Alibaba Cloud DataWorks available now?

Yes. It is published and deployable directly from the Scrums.com catalog.

Can a Alibaba Cloud DataWorks deployment be reversed?

Yes. Deployments are reversible with a one-click swap inside the trial window.

Who provides Alibaba Cloud DataWorks?

Alibaba Cloud, vetted by the Scrums.com platform.

·

How it compares

vs other primitives
OptionFromStackStatus
Alibaba Cloud DataWorks · this onePriced on scopeinfra● available
Huawei Cloud GaussDBPriced on scopeinfra● available
Huawei Cloud GeminiDBPriced on scopeinfra● available
Huawei Cloud Distributed Cache Service (DCS)Priced on scopeinfra● available
09

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Huawei Cloud Distributed Cache Service (DCS)

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starting price

Priced on scope