12 Expansion and Maintenance
12.1 Grow the lab by constraint
Expansion should follow real pressure:
- projects are becoming too large
- analysis takes too long locally
- collaboration is creating friction
- the note system is hard to search
- backups are no longer trustworthy
Do not add services because they look mature. Add them because they remove a specific bottleneck.
12.2 Typical expansion points
As your work grows, you may need:
- a better project templating system
- shared code packages
- standardized analysis environments
- data catalogs or registries
- remote job runners
- lab-wide documentation
- stronger identity and access controls
Each step should preserve simplicity where possible.
12.3 Maintenance routines matter
Healthy labs rely on recurring maintenance:
- update the system and key tools
- review backup success
- archive inactive projects
- prune temporary storage
- refresh credentials and secrets
- document new patterns that proved useful
Without maintenance, even a well-designed lab drifts toward entropy.
12.4 Preserve comprehensibility
The mature lab is not the most advanced one. It is the one your future self and collaborators can still understand.
Favor:
- explicit conventions
- documented automation
- boring infrastructure where possible
- visible failure points
- reversible changes