Trello, Jira, Linear, and GitHub: Which Task Source Fits a Product Update?
A practical guide to turning completed work from Trello, Jira, Linear, GitHub, and Stackomm into a consistent weekly product update, with Slack, GitLab, ClickUp, Asana, and Notion on the roadmap.
Soobrief Team — Product & Engineering, Sooapps ·
In short
The best source for a weekly product update is the tool where completion has a clear, repeatable meaning. Trello uses completed lists, Jira uses workflow statuses, Linear uses completed states, GitHub uses closed or merged work, and Stackomm sends completed-task events. Soobrief keeps those provider-specific rules in adapters, groups the normalized work deterministically, and uses AI only to write the final prose.
Choosing a task source for a weekly product update is not mainly an integration question. It is a definition question:
> Where does the team record that work is complete, and can that signal be read the same way every week?
The answer is different in Trello, Jira, Linear, GitHub, and Stackomm. A reliable product update should not flatten those differences into one generic importer. It should preserve the source's meaning, normalize the result, and keep the grouping rules stable.
What makes a source useful?
Four properties matter more than the brand name of the tool:
- A clear completion signal. A card entering
Done, an issue moving to a completed status, a Linear issue entering a completed state, or a pull request being merged is stronger than a keyword in a title.
- A useful product boundary. Boards, projects, teams, repositories, and organizations provide natural scopes for deciding what belongs in an update.
- A history API. Webhooks capture what happens next. Backfill makes the first update useful and repairs gaps after an outage.
- A delivery contract. Signatures, event IDs, and provider timestamps make ingestion safe to retry and audit.
Trello: completed lists are the product boundary
Trello works well when a team has a board with a visible flow. The usual mapping is:
- Board → product or product area
- Completed list → shipped work
- Label → category
- Card title and description → source context
Soobrief's Trello connection lets an owner choose a board and one or more completed lists. Backfill reads cards already in those lists, while the webhook handles later card transitions. A card moved out of a completed list is treated as reopened rather than permanently shipped.
The important decision is to choose one completion rule. If a team treats both a Done list and a shipped label as completion, the weekly result will eventually contain duplicates or omissions.
Jira: workflow status and project selection
Jira is a strong source for teams that manage work across multiple projects. Its useful signals are explicit:
- Project → product or team boundary
- Workflow status → completion state
- Issue type → category
- Labels → additional context
Soobrief supports Jira OAuth 2.0 (3LO) and manual site URL plus API token setup. The connection flow discovers projects and statuses before saving. The owner then chooses exactly which projects and completed statuses count.
Jira's webhook is not a substitute for history. The integration registers a webhook for ongoing issue updates and runs a JQL backfill for the selected projects and statuses. This combination means a new connection can produce a useful update immediately without turning the webhook into a polling loop.
Linear: teams and workflow states
Linear is similar to Jira in the shape of its data, but the vocabulary is different:
- Team → product or delivery group
- Completed workflow state → shipped work
- Project → category or initiative
- Labels → additional context
Soobrief's Linear OAuth flow discovers teams and completed states. After selection, it creates a signed Issue webhook and imports the selected history. The webhook signature is checked before normalization, and the connection stores only the selected team and state scope.
This distinction matters for AI-generated prose. “Completed” should come from the Linear workflow state, not from an LLM guessing whether an issue title sounds finished.
GitHub: issues, pull requests, and releases
GitHub is useful when shipped work is represented in repositories rather than a project-management board. A practical mapping is:
- Repository → product or service
- Closed issue → completed issue work
- Merged pull request → implementation work
- Published release → release milestone
Soobrief uses a GitHub App installation instead of asking every user for a broad personal access token. The installer chooses the repositories available to the App. Repository metadata, contents, issues, and pull requests are read-only permissions for this workflow.
GitHub events are signed by the App. Backfill reads closed issues, releases, and selected repository history; webhook ingestion handles new issue, pull-request, and release events. The resulting categories remain deterministic: Issues, Pull requests, and Releases.
Stackomm: a native completed-task event
Stackomm is different because the product controls both sides of the contract. It can send a normalized task.completed event containing the task, project, category, labels, assignee, and completion time.
That makes Stackomm the simplest source at ingestion time. Its job is to provide a signed, idempotent event. Soobrief still keeps grouping deterministic and still requires a human to review the generated note.
What about Slack, GitLab, ClickUp, Asana, and Notion?
These sources are part of the Roundup roadmap, but they should not be presented as live task integrations before their semantics are implemented.
- Slack will need a clear convention for completed work, such as a channel or structured event, rather than scanning arbitrary conversation.
- GitLab will need project-scoped issue, merge request, release, and webhook handling.
- ClickUp will need workspace, list, and completed-status selection.
- Asana will need workspace, project, section, and completed-task mapping.
- Notion will need database selection and an explicit completed property.
Each provider deserves its own adapter. A provider name in a marketing grid is not the same thing as a trustworthy source connection.
The common pipeline
Once provider-specific data is normalized, the rest of the product can be shared:
- Provider authorization or manual setup creates a workspace-scoped connection.
- The owner selects the exact projects, teams, boards, repositories, or lists to process.
- Webhooks receive later changes and backfill reads history.
- The adapter maps provider payloads to a normalized completed task.
- Deterministic rules group tasks by product and category.
- The language model writes an editable Markdown note from that structure.
This is why connecting five sources does not require five different writing systems. The source adapter owns the provider differences; the product update engine receives a stable shape.
How Soobrief fits
Soobrief currently gives teams a provider-aware path for Trello, Jira, Linear, GitHub, and Stackomm. It supports automatic authorization where the provider flow is ready, manual credentials where teams need control, explicit scope selection, webhook ingestion, and historical backfill.
The result is not an unverified “AI summary of your tools.” It is a reproducible update: the same selected tasks produce the same structure, and the AI is limited to the prose layer. That separation is what makes a weekly update easier to trust and easier to compare with the previous one.
Related reading: Turn a Trello board into a weekly changelog · Deterministic grouping vs. letting AI structure your update · How to write a weekly product update