 data integrity refers to maintaining and assuring the accuracy and consistency of data over its entire life-cycle, and is a critical aspect to the design, implementation and usage of any system which stores, processes, or retrieves data. the term data integrity is broad in scope and may have widely different meanings depending on the specific context even under the same general umbrella of computing. this article provides only a broad overview of some of the different types and concerns of data integrity. data integrity is the opposite of data corruption, which is a form of data loss. the overall intent of any data integrity technique is the same: ensure data is recorded exactly as intended (such as a database correctly rejecting mutually exclusive possibilities,) and upon later retrieval, ensure the data is the same as it was when it was originally recorded. in short, data integrity aims to prevent unintentional changes to information. data integrity is not to be confused with data security, the discipline of protecting data from unauthorized parties. any unintended changes to data as the result of a storage, retrieval or processing operation, including malicious intent, unexpected hardware failure, and human error, is failure of data integrity. if the changes are the result of unauthorized access, it may also be a failure of data security. depending on the data involved this could manifest itself as benign as a single pixel in an image appearing a different color than was originally recorded, to the loss of vacation pictures or a business-critical database, to even catastrophic loss of human life in a life-critical system. == physical vs. logical integrity == data integrity can be roughly divided into two overlapping categories: physical integrity - deals with challenges associated with correctly storing and fetching the data itself. challenges with physical integrity may include electromechanical faults, design flaws, material fatigue, corrosion, power outages, natural disasters, acts of war and terrorism, and other special environmental hazards such as ionizing radiation, extreme temperatures, pressures and g-forces. ensuring physical integrity includes methods such as redundant hardware, an uninterruptible power supply, certain types of raid arrays, radiation hardened chips, ecc memory, use of a clustered file system, using file systems that employ block level checksums such as zfs, storage arrays that compute parity calculations such as exclusive or or use a cryptographic hash function and even ha
Applied_sciences Data_quality Transaction_processing