Single colored tga, 1024x1024 pixels: 32kb
Real tga Texture, 1024x1024 pixels: 3MB

Same goes for shaders, lights, polycount, AI behavior...

For protoyping / testing I use placeholders as well, but not for the final game because there are too much dependencies.

no science involved