How do you prevent counting both the Jira issue and its corresponding GitHub PR?

Cross-source deduplication scans PR descriptions and commit messages for ticket keys (e.g. `WEB-124`). When detected, the GitHub PR is merged into the parent Jira task rather than creating a duplicate entry.

How are different source taxonomies reconciled?

Soobrief normalizes all inputs into an agnostic schema: `external_id`, `source`, `product`, `category`, and `completed_at`. Provider-specific fields map into this shared format.

Can a workspace connect multiple accounts from the same provider?

Yes. A workspace can connect multiple Jira instances, GitHub organizations, or Trello workspaces simultaneously.

What happens if one external source goes down during sync?

Sources sync independently in isolated worker tasks. If one provider fails or rate-limits, completed tasks from other providers continue to ingest normally.

Cross-Source Task Aggregation: Merging Jira, GitHub, and Trello

How to aggregate completed work across heterogeneous issue trackers into a unified release structure without duplicates or gaps.

Soobrief Team — Product & Engineering, Sooapps · 2026-09-09

In short

Cross-source task aggregation normalizes completed items from disparate trackers (such as Jira for product requirements, GitHub for code merges, and Trello for design tasks) into a unified relational schema. Deterministic deduplication links related pull requests to parent tickets, eliminating double-counting.

In modern companies, teams rarely use a single tool. Design uses Trello, core backend uses Jira, and frontend open-source libraries live on GitHub. Pulling together a weekly update currently requires traversing three separate systems.

1. The Unified Ingestion Pipeline

All adapters implement a single strict interface emitting normalized tasks:


[Jira Connector]   ──► { source: "jira",   externalId: "WEB-102", title: "OAuth PKCE support" }
[GitHub Connector] ──► { source: "github", externalId: "PR-452",  title: "Implement PKCE (WEB-102)" }
[Trello Connector] ──► { source: "trello", externalId: "CARD-89", title: "Design login wireframes" }
                                    │
                                    ▼
                     [Deterministic Deduplication]
                                    │
                     [Unified Release Grouping]

2. Linking Pull Requests to Business Issues

When a GitHub PR references a Jira or Linear issue key, Soobrief marks the PR as an implementation child of the parent issue. The customer-facing changelog presents the business outcome, while internal engineering notes display the underlying code PR link.

3. Zero Source-Specific Code in Core

The shared engine (/packages/core) knows nothing about Jira, Trello, or GitHub. It operates purely on normalized task models, guaranteeing rock-solid stability and easy extensibility for future providers.