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From my experience I say the first thing is knowing how your going to handle your data. While this is my first actual attempt to do all this from scratch without having to use a IDX plugin or a service, the hardest thing I find is mapping the data. The MLS area I am working doesn't have good mapping fields. The RESO data dictionary is a good place to start to how your going to name your tables / fields for your database.

There is a limit to 2500 records. So knowing how to work the offset is a plus. Once you got all the data, need to figure a way to keep it updated, purge out old ones.

I am using the MEAN stack for what we are building.

But it all depends what you want to use to handle this data.