Objects at Multi-Project Risk
Description
Objects at Multi-Project Risk identifies data assets that are simultaneously involved in multiple active projects and still have tasks associated with them. These objects represent a high operational risk because parallel project activity can lead to inconsistent updates, conflicting changes, and unintended metadata overwrites.
Details
Objects involved in more than one active project with outstanding tasks are a high operational risk—this recipe finds those overlaps, shows the exact non-Done tasks causing exposure, and gives teams a prioritized view to coordinate and prevent metadata conflicts.
Business value
- Prevents conflicting updates and metadata overwrites by surfacing cross-project overlaps early
- Reduces rework and sprint blockers by clearly identifying blocking non-Done tasks
- Prioritizes coordination effort on the highest-risk, highest-impact objects
- Enables faster decision-making for PMOs and governance teams with object-level drilldowns
- Improves predictability of metadata stability across simultaneous initiatives
Who benefits
- Project Managers & Program Leads
- Data Stewards and Owners
- Quality, Compliance & Risk Teams
- PMO and Governance Leadership
What you receive
How the recipe works (guided flow)
Step 1 — Objects appearing in multiple active projects
Return all objects that appear in more than one active project and have at least one non-Done task in those projects, sorted by number of associated projects (descending).
Step 2 — Detailed rows for each object / project / task
For each object from Step 1, expand into separate rows that show the project, task, task owner, and non-Done status to surface the exact conflicting work items.
Step 3 — Visual summary of objects vs. number of active projects
Render a simple visual (bar chart or leaderboard) that shows, for the objects at risk, how many active projects each is involved in so stakeholders can spot the highest-risk assets immediately.
Sample insights (illustrative)
| Insight Category | What the recipe discovered | Business Impact |
|---|---|---|
| Top multi-project object | customers.dim_customer appears in 4 active projects and includes 3 non-Done tasks owned by different teams. | High likelihood of conflicting metadata updates; requires immediate owner alignment. |
| Blocking validation task | finance.transactions is in 2 active projects but a validation task in Project A remains non-Done, blocking Project B release. | Delays downstream deliveries and increases release risk until the non-Done task is resolved. |
| Low immediate risk overlap | staging.temp_events appears in 2 active projects but has no open tasks, indicating low current risk. | Monitor for future changes; no urgent coordination required now. |
Make sure the following ingredients are available in your workspace:
- Connected datasets are crawled and profiled
- Columns have distinct counts and top values generated