- The structured modules take about 4–5 hours in total.
- Beginners may spend extra time revisiting Docker or Linux basics.
- Hands-on labs may take longer depending on cloud familiarity.
- Practicing commands outside labs can extend learning time.
- Most learners complete it comfortably within 1–2 days.

