Data type

Engineering workflows: triage, review, release, and incident records.

Code is only part of what a software team produces. The issue that described the bug, the review comments that improved the fix, the release notes, and the incident timeline are the records that show how engineering decisions get made. Buyers building coding agents want that context around the code, not just the code.

High demandTypical systemsGitHubGitLabJiraLinearPagerDuty

No dataset needed to start. Buyers price from a one-page manifest; nothing leaves your systems until you sign.

Why buyers want it

What a model learns from these records

  • Issue-to-merge trajectories show a problem being understood and solved, with the dead ends included.
  • Code review comments are expert feedback, in writing, on real changes.
  • Incident timelines and postmortems show diagnosis under pressure and the fix that followed.
  • Release and deployment records tie changes to outcomes.
What it contains

Records that usually go in the manifest

  • Issues and bug reports with triage labels and comment threads
  • Pull requests with review comments, requested changes, and approvals
  • Commit messages and the diffs they describe, where source rights allow
  • Incident channels, pager alerts, and postmortem documents
  • Release notes, changelogs, and deployment logs
  • Design docs and RFCs with their discussion threads
What moves the number

Four things buyers look at before they price engineering workflows.

Buyers building coding agents want the context around the code: the issue, the review comments, the incident, the release. Rights clarity on the code itself is the gating factor.

01
Review depth. Teams that leave substantive comments produce far more valuable records than rubber-stamp approvals.
02
Linkage. Issue, pull request, commit, and incident records that reference each other let a buyer follow one change end to end.
03
Years in one tracker and one repository host, with history intact.
04
Rights clarity. Proprietary code you own outright is licensable; forks of open-source projects and client-owned code are not.
In our estimator
1.20weight · 3 of 8

Every record type carries a weight in the estimator behind /estimate, and the weights are published so you can see the work. Engineering workflows sits at the upper half of the eight.

Indicative range observed across the market for single-company operational data licenses. Not a quote. Actual value depends on buyer demand, data quality, rights, and exclusivity.

Open the estimator →
Before and after

What a de-identified copy keeps, and what it loses.

A fictional record, prepared the way a buyer would receive it. The workflow survives. The people, companies, and identifiers do not.

Replaced or removed before trainingKept: the work itself
FieldYour recordDe-identified copy
Issue#2214, Checkout total off by tax on split shipmentsIssue 001, Checkout total off by tax on split shipments
Reporterpriya.n (Support), 2024-05-16user-11 (Support), 2024-Q2
Assigneedev.lucasdev-03
Review comment@dev.lucas this recomputes tax per shipment but the discount is applied once at cart level, so the second shipment under-collects. See cart.ts:142.@dev-03 this recomputes tax per shipment but the discount is applied once at cart level, so the second shipment under-collects. See cart.ts:142.
OutcomeMerged after 2 revisions, released in v4.8.1, 3 related tickets closedMerged after 2 revisions, released in [version], 3 related tickets closed

Fictional example for illustration. Names, companies, and identifiers are made up; no real record is shown. The signed license specifies the de-identification standard, who performs it, who verifies it, and the remedy if it is missed.

Preparation and rights

Three things to settle before engineering workflows go in a manifest.

What gets removed, what gets excluded by rule, and what to confirm about your rights. Your counsel signs off on scope before any buyer sees it.

01

Developer names, emails, and handles are mapped to consistent fictional identities. Secrets, keys, and credentials are scanned for and removed.

02

Client-owned repositories, code under restrictive open-source licenses, and anything your counsel flags are excluded by rule.

03

Confirm contractor agreements assign IP to your company, and check customer contracts for clauses that treat custom code as the customer's property.

We help you build the manifest and we ask these questions, but we do not provide legal advice. Whether a specific set of records can be licensed is a decision for your counsel.

Questions owners ask

About licensing engineering workflows.

Does licensing engineering records mean licensing our source code?

Not necessarily. Many deals cover issues, reviews, incidents, and release records with the code excluded or limited to the diffs under review. Where code is included, it is only code you own outright, and the license defines the field of use. You decide where the line sits.

What about secrets that ended up in old commits or tickets?

Preparation includes a secrets scan across commits, tickets, and chat, and anything found is removed before a sample exists. If a scan finds live credentials, rotate them regardless of the deal.

We use open-source libraries everywhere. Does that block a deal?

Using open-source libraries does not. Licensing someone else's open-source code as if it were yours would. Your own repositories, with third-party dependencies excluded, are what goes in the manifest, and your counsel confirms the ownership of each one.

We hunt. You get paid.

Find out what your engineering workflows records are worth.

Seven questions. No dataset. First offer in 24 to 48 hours of a complete manifest.

Measured from a complete data manifest. A first offer is a process target, not a guarantee; buyers decide eligibility, price, and terms.