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You'd have to learn three main things -
Database for data management (SQL/mysql etc)
Back-end development for core server side processes (Ruby on rails, Java, .NET C# *****).
Generally, both .NET and Ruby on Rails are sufficient to handle everything.
For mobile apps, you'd have to learn specially for iOS or Android development.
tutorialspoint.com and w3schools.com are the ones you could use for both learning and coding.
Database management you can cover within 1-2 weeks.
Back-end is huge, but you can cover the relevant things in 4-5 weeks if you already have basic programming experience (C or C++).
It's all up to practice, web development is limitless. The more you code as a developer, the more you learn.
Not specifically. Web tutorials are the shortest route to learn specifically what you want. Books may take you 12-16 weeks to learn as they're comprehensive. You may check this book for C# ***** .Net
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I don't think there's a much difference between the two.
I've seen ERP in complex business networks, they're just another software application.
I don't have experience in these, but I don't think they're two different things.
I've seen usage of ERP in big organizations, so it must have quite extensive applicability.