Dimensional analysis is powerful, but it has limits. Think of it as an X-ray machine.
1. X-ray can see bones but not colour: An X-ray machine can see bones [M, L, T] but cannot see if your t-shirt is red or blue, or its design. Similarly, dimensions cannot see dimensionless numbers like ½, 2, π, or functions like sin, cos, exp, log.
2. Cannot find the value of dimensionless constant k (Missing Tadka): Formula s = ut + ½at². Dimensional analysis will only tell you s = ut + K·at², but it cannot tell you that K = ½. Like a recipe tells you 2 cups atta (dimensions) but cannot tell you chutki bhar haldi — the exact pinch.
3. Cannot handle sin, cos, exp, log: It's colour blind. If s = A sin(wt) or y = e^x, argument of sin/exp must be dimensionless, but method fails to check formulas with such functions. X-ray sees shirt size but not its colour.
4. Cannot distinguish between quantities with same dimensions (Twins with same height): Work = Force × distance (scalar) and Torque = r × F (vector) both have same dimensions [M¹L²T⁻²] but are totally different — one is lifting a box, other is opening a door with a wrench. Dimensions can't tell twins apart.
Despite limitations, we use it for Order of Magnitude estimation — quick rough calculation of size. Like estimating number of drops in a water tank or number of pages in this chapter. It's about getting the power of 10 correct.
Revision: Limitations = X-ray sees bones (M,L,T) not colours (numbers). 1. Can't find dimensionless k (Missing Tadka): DA gives s=ut+K·at² but K=½ unknown, like chutki haldi missing. 2. Can't handle sin,cos,exp,log — colour blind, argument must be dimensionless: s=A sin wt fails. 3. Can't distinguish same dimensions — Twins same height: Work (F·d) scalar vs Torque (r×F) vector both [M¹L²T⁻²] but different (box lift vs door open). Use: Order of magnitude — rough power-of-10 estimation.

Quick Revision Box
- Limitations X-ray cannot see colours X-ray bones M L T not colours numbers half sin cos Cannot Find k Missing Tadka s=ut+half at2 DA s=ut+K at2 K? recipe 2 cups atta dimensions chutki haldi k cannot find Cannot handle sin cos exp log Colour Blindness s=A sin wt e^x dimensionless fails X-ray size not red blue Cannot Distinguish Same Dimensions Twins Same Height Work F distance Torque r F both M1 L2 T-2 Work scalar lifting box Torque vector door Twins same t-shirt different jobs Cannot Derive >3 Variables Only 3 equations M L T 4 variables 4 cooks 3 spoons no solution Order Magnitude Fermi nearest power ten 10^x grains sand beach 10^18 Jupiter 10^25 chapatis 10^10 range 10^-15 to 10^25