api dataframe

API to DataFrame: A Beginner-Friendly Guide for Analysts

As a data analyst, you’re probably very comfortable working with SQL tables, CSV files, and Excel spreadsheets. But sooner or later, you’ll run into a situation like this:

  • The data you need isn’t in the database
  • The source system exposes data via an API
  • Your stakeholder asks, “Can we pull this automatically instead of downloading it manually?”
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bi duplicate rows dailybitalks.com

The Truth About BI Tool Data Deduplication and Missing Rows

Have you ever imported a dataset into Tableau, Power BI, Looker Studio, or Qlik Sense—only to find that several identical rows suddenly appear as one?

If so, you’ve likely encountered BI tool data deduplication, a fundamental behavior across nearly all modern Business Intelligence platforms.

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