Standardized enterprise data architecture for read-optimized information access and vectorization for llms

A computer-implemented method comprising:

• managing a read-optimized database service that provides access to data of a plurality of underlying database structures from one or more underlying database services;
• providing access, via the read-optimized database service, to a plurality of functionally oriented pre-built metadata-based logical objects, wherein the read-optimized database service provides access to a set of resources defined by a logical schema relevant to a functional area, and wherein each logical schema is determined based at least in part on a read-optimized, synchronized version of one or more underlying related database structures on a read optimized database, with the logical schema being different than the database schema of the underlying database structures;
• receiving a request to read data, wherein the request is associated with a consumer of a particular functional area of the plurality of functionally oriented metadata-based logical objects and references one or more logical objects;
• evaluating the request against a particular logical set of objects associated with the particular functional area, wherein evaluating the request comprises executing the request against a particular read-optimized, synchronized version of one or more particular underlying database structures on which the particular logical set of objects are based;
• wherein executing the request includes executing one or more join or filter operations not specified in the request as received;
• providing a structured result set to the consumer based at least in part on the particular read-optimized, synchronized version of the one or more particular underlying database structures, wherein the structured result set references the one or more logical objects associated with the particular functional area.

A computer-program product comprising one or more non-transitory machine-readable storage media, including stored instructions configured to cause a computing system to perform a set of actions including:

• managing a read-optimized database service that synchronizes a plurality of underlying database structures from one or more underlying database services;
• providing access, via the read-optimized database service, to a plurality of functional areas, wherein each functional area provides access to a logical set of resources defined by a logical schema, and wherein each logical resource of the logical set of resources is determined based at least in part on a read-optimized, synchronized version of one or more underlying database structures of the plurality of underlying database structures;
• wherein the logical schema is different than a database schema of the plurality of underlying database structures;
• receiving a request to read data, wherein the request is associated with a consumer of a particular functional area of the plurality of functional areas and references one or more logical resources;
• evaluating the request against a particular logical set of resources associated with the particular functional area without providing access to one or more other logical sets of resources associated with one or more other functional areas, wherein evaluating the request comprises executing the request against a particular read-optimized, synchronized version of one or more particular underlying database structures on which the particular logical set of resources is based;
• wherein executing the request includes executing a join operation not specified in the request as received;
• providing a structured result set to the consumer based at least in part on the particular read-optimized, synchronized version of the one or more particular underlying database structures, wherein the structured result set references the one or more logical resources of the particular logical set of resources associated with the particular functional area.

A system comprising:

• one or more processors;
• one or more non-transitory computer-readable media storing instructions, which, when executed by the system, cause the system to perform a set of actions including:
• managing a read-optimized database service that synchronizes a plurality of underlying database structures from one or more underlying database services;
• providing access, via the read-optimized database service, to a plurality of functional areas, wherein each functional area provides access to a logical set of resources defined by a logical schema, and wherein each logical resource of the logical set of resources is determined based at least in part on a read-optimized, synchronized version of one or more underlying database structures of the plurality of underlying database structures;
• wherein the logical schema is different than a database schema of the plurality of underlying database structures;
• receiving a request to read data, wherein the request is associated with a consumer of a particular functional area of the plurality of functional areas and references one or more logical resources;
• evaluating the request against a particular logical set of resources associated with the particular functional area without providing access to one or more other logical sets of resources associated with one or more other functional areas, wherein evaluating the request comprises executing the request against a particular read-optimized, synchronized version of one or more particular underlying database structures on which the particular logical set of resources is based;
• wherein executing the request includes executing a join operation not specified in the request as received;
• providing a structured result set to the consumer based at least in part on the particular read-optimized, synchronized version of the one or more particular underlying database structures, wherein the structured result set references the one or more logical resources of the particular logical set of resources associated with the particular functional area.

A computer-implemented method comprising:

• causing display of a configuration interface that provides a first option for treating missing values of a particular type of data item and a second option for treating missing values of another particular type of data item;
• receiving, via the configuration interface, a user-specific setting for a user that specifies the particular type of data item and not the other particular type of data item is to have the missing values predicted by a machine learning model;
• training the machine learning model to predict values for at least one field of the particular type of data item, wherein the machine learning model is trained on a plurality of historical instances of the particular type of data item where a value for the at least one field is not missing;
• receiving a request to retrieve data for the user;
• responsive to the request, determining a result including one or more particular data items that include one or more missing values, wherein the one or more particular data items are of the particular type of data item;
• based at least in part on the user-specific setting, replacing at least one of the one or more missing values with a particular predicted value determined from the machine learning model;
• returning the one or more particular data items as if the particular predicted value was part of the one or more particular data items when the request was received, without updating the one or more particular data items as stored in an underlying database.