Google Ads and budgets

Need help setting out budgets for google ads, my company wants to run keyword-based ads and we have never done this before.

I've looked through the google documentation and I roughly know basic concepts (short tailed, long tailed keywords etc.) but I also know that google SEM is exorbitantly expensive and I'm worried about what I can do to reduce costs or make it economical.

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