There is definitely a size difference in both live-server image and normal complete image. Also the complete image with all the repositories is not available on the official site also?
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4Please define what do you mean by "complete image". And if it is not available on the official site, where did you get it from (link)? – raj Oct 11 '22 at 10:43
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Does this answer your question? How to customize the Ubuntu Live CD and How to create a Customized Ubuntu Server ISO?? – Artur Meinild Oct 11 '22 at 11:11
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1The live server image is capable of running in a live environment, though it requires greater resources (RAM especially) to operate, than the non-live requires. For some releases a non-live option was provided for low-RAM environments, ie. those incapable of running a live system plus have the 1GB required for the installer program. The end result was identical; the non-live ISO just allowed installation on a lower RAM machine than live allowed for. – guiverc Oct 11 '22 at 11:20
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1There is no iso file with all [available] packages included. If you want to install a custom set of program packages, you can create a custom iso file. If your target computers are fairly similar, an alternative is to use the OEM feature, create a master installed system in one computer and install cloned copies to the other computers. When this is an option, it is much easier than to create a custom iso file. – sudodus Oct 11 '22 at 11:30
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If you got an image that is not on the official site, then it's not an official image, and nobody has any chance to know what it is, unless you provide a link.
I would strongly advice against installing Ubuntu from any other source than images found on the official website.

Artur Meinild
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I am saying on the official site live-server image is there my purpose is download a complete ISO file with all the packages included automate its installlation process to deploy it to multiple systems – Vikas Yadav Oct 11 '22 at 11:07
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It sounds like you want to customize the ISO image - there are several existing Q&A's on this. – Artur Meinild Oct 11 '22 at 11:11