Example to understand TTD, TTM, and TTR, it helps to walk through a realistic production incident step by step.
🧩 Scenario Example
You have an e-commerce web application running in production.
At 10:00 AM, a new deployment introduces a memory leak in the checkout service.
🔍 Time to Detect (TTD)
Definition:
The time it takes for diagnostic data about an incident to reach the development and operations teams.
📌 What happens
- 10:00 AM – Memory usage starts increasing rapidly
- Monitoring system collects metrics and logs
- Alert triggers when memory crosses the threshold
- Alert reaches the on-call DevOps engineer
⏱️ Measurement
- Alert received at 10:05 AM
👉 **TTD = 5 minutes**
💡 Why it matters
- Shorter TTD means problems are noticed faster
- Long TTD often leads to customer-facing outages before teams even know there is a problem
🛠️ Time to Mitigate (TTM)
Definition:
The time it takes teams to act on monitoring data and reduce the impact of the incident.
📌 What happens
- 10:05 AM – Alert received
- Engineer checks dashboards and traces
- Identifies checkout service memory spike
- Scales up pods and restarts affected containers to stabilize service
⏱️ Measurement
- Mitigation completed at 10:15 AM
👉 **TTM = 10 minutes** (from detection to impact reduction)
💡 Why it matters
- Mitigation does not fix the root cause
- It restores service availability and limits customer impact
🔧 Time to Remediate (TTR)
Definition:
The time it takes to identify and permanently fix the root cause of the incident.
📌 What happens
- 10:15 AM – Service stabilized
- Engineers analyze logs and traces
- Root cause identified as a memory leak in new code
- Code is fixed, tested, and redeployed
⏱️ Measurement
- Fix deployed at 12:00 PM
👉 **TTR = 1 hour 45 minutes**
💡 Why it matters
- TTR measures engineering effectiveness
- Long TTR increases the chance of repeat incidents
🧠 Timeline Summary
10:00 Issue starts
10:05 Alert received -> TTD = 5 min
10:15 Service stabilized -> TTM = 10 min
12:00 Root cause fixed -> TTR = 1 hr 45 min
🏁 Key Takeaways
- 🚨 TTD is about visibility
- 🛠️ TTM is about damage control
- 🔧 TTR is about permanent resolution
High-performing DevOps teams focus on reducing all three, with particular emphasis on fast detection and mitigation to protect customers and revenue.
If you want, I can also map these metrics to SRE practices, SLIs/SLOs, or real Azure/AWS monitoring tools.
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