Prompt
How should I choose a feature flag platform if I need percentage rollouts, kill switches, and role-based access?
Latest observation
If you need percentage rollouts, kill switches, and role-based access, choose a feature flag platform by checking three things: core flagging capability, operational safety, and team governance.
1) Make sure the platform supports the features you actually need
Percentage rollouts
Look for:
- Gradual rollout by percentage
- Consistent bucketing so the same user stays in the same cohort
- Targeting by environment, region, app version, or custom attributes
- Easy rollback if metrics look bad
Questions to ask:
- Can I roll out to 1%, 5%, 25%, 50%, 100%?
- Is bucketing stable across sessions/devices?
- Can I target by user ID, email domain, country, or tenant?
Kill switches
You want instant disablement of risky functionality.
Look for:
- Fast flag evaluation, ideally cached locally or via edge
- Global on/off toggle with low latency
- Ability to disable without redeploying
- Audit trail for changes
Questions to ask:
- How fast does a kill switch propagate?
- What happens if the flag service is down?
- Can the SDK evaluate locally from cached config?
Role-based access
This matters if multiple teams will manage flags.
Look for:
- RBAC with roles like admin, editor, viewer
- Environment-level permissions
- Project/flag-level permissions if you need stricter control
- Audit logs for who changed what and when
- SSO/SAML/SCIM if you have an enterprise setup
Questions to ask:
- Can product managers edit flags but only engineers change targeting rules?
- Can I restrict production changes to certain roles?
- Are approvals or change history available?
2) Check reliability and safety
For kill switches especially, evaluate:
- SDK availability and offline behavior
- Flag evaluation latency
- Config propagation time
- Multi-region support
- Failure mode: does it default closed or open?
A good platform should let you define a safe default for each flag:
- Kill switch: usually default to safe/off if the service is unavailable
- Non-critical experiment: maybe default to off or control group depending on your needs
3) Evaluate workflow and governance
Choose based on how your team works:
- Small team/startup: ease of use, quick setup, simple pricing
- Growing team: RBAC, audit logs, environment separation
- Enterprise: SSO, SCIM, approvals, compliance, advanced permissions
Also consider:
- SDK support for your languages/platforms
- API quality and automation support
- Flag lifecycle management
- Ability to archive stale flags
- Naming conventions and tagging
4) Compare vendors using a short scorecard
Create a checklist with weighted criteria:
- Percentage rollout support — 25%
- Kill switch speed/reliability — 25%
- RBAC and auditability — 20%
- SDK quality and performance — 15%
- Ease of use — 10%
- Price — 5%
Then test each platform with a pilot flag:
- Create a kill switch
- Roll out to 10%
- Restrict editing to a limited role
- Measure propagation delay and SDK behavior
- Simulate service outage
5) Common platform types
You’ll usually see three options:
- SaaS platforms: easiest to use, best UI/governance, recurring cost
- Open-source/self-hosted: more control, more ops burden, can fit strict compliance
- Cloud-native/embedded solutions: simpler if you already use a major cloud ecosystem, but may be less flexible
6) Practical recommendation
If your top priorities are exactly those three needs, pick a platform that has:
- Strong percentage targeting
- Fast flag propagation with local caching
- Granular RBAC and audit logs
- A proven SDK for your stack
- A safe default for kill switches
If you want, I can also give you:
- a vendor comparison matrix, or
- a shortlist of popular platforms based on your stack and budget.