Intelligent file-level validation

A computer-implemented method comprising:

• accessing first data indicating a set of first characteristics having relevance to a first entity;
• determining at least one rule of a plurality of rules based at least in part on the set of first characteristics;
• accessing a data file associated with a second entity, the data file including second data corresponding to one or more second characteristics associated with at least one third entity;
• determining modification data associated with the data file, the modification data indicating an amount of change to result from modifying previously stored data in a database based on the data file;
• analyzing the modification data based at least in part on a plurality of thresholds associated with the plurality of rules, each rule of the plurality of rules being associated with a threshold of the plurality of thresholds, and each threshold indicating a respective amount of change that is determined to be permissible for the data file;
• determining that the data file is valid based at least in part on determining that the amount of change is less than individual thresholds of the plurality of thresholds;
• and
• updating, in response to determining that the data file is valid, the database based at least in part on the data file.

A system comprising:

• one or more processors;
• and
• one or more computer-readable media storing instructions executable by the one or more processors, wherein the instructions program the one or more processors to:
• access a data file including subscriber data corresponding to one or more characteristics associated with at least one subscriber;
• determine modification data associated with the data file, the modification data indicating a first amount of change to result from modifying previously stored data in a database based on the data file;
• access a rule associated with a characteristic of the one or more characteristics;
• determine, based at least in part on a source of the data file, a threshold associated with the rule, the threshold indicating a second amount of change that is determined to be permissible for the data file;
• determine that the first amount of change is less than the threshold;
• determine that the data file is valid based at least in part on determining that the first amount of change is less than the threshold;
• and
• update, in response to determining that the data file is valid, the database based at least in part on the data file.