Systems and methods for in-situ quality evaluation of sensitive data

A non-transitory machine-readable medium, comprising executable instructions that, when executed by a processing platform including a processor, facilitate performance of operations, the operations comprising:

• receiving, from a user device, a request to perform data quality evaluation of source data, wherein the source data is located in an environment that is segregated from the processing platform;
• identifying one or more data quality processing algorithms based on the request;
• causing the one or more data quality processing algorithms to be provided to an execution platform that is implemented in the environment with in-situ access to the source data, thereby enabling the execution platform to perform the data quality evaluation using the one or more data quality processing algorithms;
• and
• receiving, from the execution platform, data quality metrics resulting from the data quality evaluation.

A method, comprising:

• obtaining, from a processing platform by an execution platform including a processor, one or more data quality processing algorithms to be used for evaluating data quality of source data;
• performing, by the execution platform, a data quality evaluation of the source data using the one or more data quality processing algorithms, resulting in data quality metrics;
• and
• causing, by the execution platform, the data quality metrics to be provided to the processing platform for storage,
• wherein the execution platform is implemented with in-situ access to the source data such that the data quality evaluation is performed in-situ with the source data, thereby enabling data integrity, data locality compliance, or both during the data quality evaluation.