There have been many blogs like this over the last years.

Yes, embeddings are computationally heavy, but they are not at all complicated and they provide a lot of benefit.

90% of "document" based RAG projects should view semantic search with embeddings as their primary method.

It's very powerful and so easy to implement that you could try it out and discover whether performance would be an issue rather than trying to anticipate it.