I was an analyst for ~10 years, mostly at small/medium-sized businesses. I gotta say, a lot of the "Big Data" tools out there are overkill for most applications.
If you aren't at a FAANG, (ie, you don't have 1,000+ data points for 50 million users), you can mostly get by with SQL, python, and Excel.