Data Integration Best Practices

Removal of non-UTF-8
characters in Source Files

Learn why non-UTF-8 characters break modern data pipelines and how to implement robust strategies for cleansing your data at scale.

White Paper
Volume 9.4 | Data Quality Series
01

What are non-UTF-8 characters?

Computers process bits—binary digits 1 and 0. Character encoding is the numerical representation of human-readable alphabets and symbols. UTF-8 (Unicode Transformation Format – 8-bit) is the most widely used character encoding on the web.

"Non-UTF-8 characters are sequences of bytes in a data file that do not conform to the UTF-8 encoding standard, often causing system failures, data corruption, or display issues in modern applications."
02

The History & Complexity

The ASCII Era (1963)

Standard 8-bit ASCII supports 256 combinations. While popular, it lacks multi-lingual support and complex mathematical symbols.

The Multi-Encoding Challenge

Before UTF-8, schemes like ISO-8859-1 and Windows-1252 were common. Today, “non-UTF-8” data often originates from legacy systems using these older formats.

03

Impact on Data Pipelines

  • ETL Failure: Most modern ETL tools fail when encountering unexpected byte sequences.
  • Database Constraints: Databases configured for UTF-8 will reject rows containing malformed characters.
  • Data Loss: Poorly handled removal can lead to partial data loss or misalignment of columns.

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