- Learnwithdevopsengineer
- Posts
- How a Single Null Check Crashed Google Cloud — Real-World Demo, Fix, and DevOps Lessons
How a Single Null Check Crashed Google Cloud — Real-World Demo, Fix, and DevOps Lessons
Discover how a single bug led to a massive global outage, and how you can spot and fix similar risks before they take down your systems
1-Minute Recap
What happens when a missing null check slips into cloud infrastructure?
Google Cloud’s Service Control crashed in every region due to a NullPointerException.
API requests for core Google and customer services failed globally for hours.
The root cause: a new policy code path without a feature flag or error handling—triggered instantly by a blank policy field.
Full post-mortems, Java simulation, and practical fixes included below.
Who This Is For
DevOps, SREs, and Cloud Engineers working on production infrastructure
Anyone running mission-critical APIs or global services
Teams interested in fail-safes, post-mortems, and real-world incident prevention
The Setup: Outage in Action, Real Error
Here’s what happened in production:
Policy change with blank field → Code path not exercised in testing → NullPointerException → Regional binaries crash globally → 503 errors everywhere
Within minutes, Google’s SREs began triaging, but the lack of error handling and feature flag made quick recovery impossible. The incident lasted up to 2h 40m in some regions.
What Went Wrong
Missing null check in new policy code path
No feature flag: risky code was live everywhere, not in just one region
Global data replication: bug spread to all regions in seconds
No exponential backoff: retry storms hammered the infrastructure
Delayed customer communication: even status pages were affected
What To Do Instead
Always use feature flags for risky new code and default them off until proven safe
Add error handling: guard against null values and edge cases in all paths
Roll out gradually: test new code in staging and then a subset of production before full release
Implement exponential backoff to avoid overloading infrastructure during failures
Ensure robust communication: have out-of-band alerts for major incidents
Get the Code + Live Demo
Want a hands-on Java demo that simulates the Google Cloud bug, crash, and fix?
Subscribe to the [newsletter] and get:
Ready-to-run Java code for crash/fix simulation
Step-by-step post-mortems and cloud reliability checklist
Break it. Learn it. Fix it.
Don’t wait for the next million-dollar bug!
Why This Matters
This is real-world DevOps, not theory.
A single missed null check or lack of rollout safety can impact millions.
Show your team or interviewers how you learn from big-tech incidents and build resilient systems.
Want Your Tool Featured?
If you build cloud reliability, error monitoring, or feature flag tools:
Catch bugs before they go global
Automate code safety and rollout controls
Integrate incident post-mortems and live demos
Let’s collaborate! This newsletter reaches hands-on engineers and DevOps decision-makers.
Help Me Reach More DevOps Engineers
If you found this helpful:
Share with your team
Subscribe to the YouTube channel
Sign up for the newsletter
Let’s build a culture of resilient, transparent, and cloud-savvy DevOps.
YouTube: @learnwithdevopsengineer
Newsletter Archive: beehiiv.com
Subscribe: [Learnwithdevopsengineer]
#GoogleCloud #IncidentPostmortem #NullPointerException #DevOps #CloudReliability #FeatureFlags #SRE #Automation #Outage #EngineeringLeadership