A system for selecting an image to accompany text from a user in connection with a social media post. The system is capable of receiving text from the user, identifying one or more search terms based on the text, identifying candidate images from images in one or more image databases using the search terms, presenting one or more candidate images to the user, receiving from the user a selected image from the one or more candidate images, generating the social media post comprising the selected image and the user-submitted text, and transmitting the social media post for display.

A system for selecting an image to accompany text from a user in connection with a social media post. The system includes receiving text from the user; identifying one or more search terms based on the text; identifying candidate images from images in one or more image databases using the search terms, where the candidate images comprise a sponsored image; presenting one or more candidate images to the user, where the sponsored image is presented preferentially compared to other candidate images; receiving from the user a selected image from the one or more candidate images; generating the social media post comprising the selected image and the user-submitted text; and transmitting the social media post for display.

Described are methods, systems and computer readable media for performance logging of complex query operations.

An object is recognized from image data as a target object and linked to a user based on an interaction by the user, information about the target object is obtained and a purchase of the target object is initiated.

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for transcoding and providing resources. A query is received. A resource is generated, and the resource, when processed by a client device, causes the client device to perform various operations. The operations include displaying a search result having an associated landing page and detecting user interaction with the search result. The operations include, in response to detecting user interaction with the search result, displaying a first portion of the landing page that is embedded within the resource and requesting, over a network, a second portion of the landing page. The operations include receiving the second portion of the landing page, and loading the second portion of the landing page. The generated resource is provided in response to the query.

A method includes receiving, via a user interface of a device associated with a user, a request to populate one or more cells of a plurality of cells of a document having a tabular structure, wherein the one or more cells correspond to a first attribute pertaining to a first column and a first object pertaining to a first row; analyzing the request to obtain contextual information indicating the first attribute and the first object; generating a query based at least in part on the contextual information; initiating an execution of the query to obtain a response using one or more data sources; causing the user interface to be modified to populate the response in the one or more cells corresponding to the first attribute and the first object; determining second contextual information based on the response, the second contextual information indicating a second attribute and a second object; generating a second query based at least in part on the second contextual information; initiating an execution of the second query to obtain a second response using one or more data sources; and causing the user interface to be modified to populate the second response in one or more cells corresponding to the second attribute and the second object.

A method includes receiving, via a user interface of a device associated with a user, a request to populate one or more cells of a plurality of cells of a document having a tabular structure, wherein the one or more cells correspond to a first attribute pertaining to a first column and a first object pertaining to a first row; analyzing the request to obtain contextual information indicating the first attribute and the first object; generating a query based at least in part on the contextual information; initiating an execution of the query to obtain a response using one or more data sources; causing the user interface to be modified to populate the response in the one or more cells corresponding to the first attribute and the first object; determining second contextual information based on the response, the second contextual information indicating a second attribute and a second object; generating a second query based at least in part on the second contextual information; initiating an execution of the second query to obtain a second response using one or more data sources; and causing the user interface to be modified to populate the second response in one or more cells corresponding to the second attribute and the second object.

Methods, systems, and apparatus include computer programs encoded on a computer-readable storage medium, including a system that controls content distribution using a feedback loop. Content is distributed over multiple different online channels using a same initial selection value for distribution over each different online channel. An observed user actions required for distribution of the content over the multiple different online channels is received through a feedback loop and for multiple different distributions of the content. Based on the observed user actions received through the feedback loop, a predicted user action rate is determined for the multiple different distributions across the multiple different online channels. The selection value is adjusted based on a difference between the predicted user action rate and a reference distribution amount specified by a provider of the content. The content is distributed over the multiple different online channels using the adjusted selection value.

An information integration system may include a set of integration services embodied on one or more server machines in a computing environment. The set of integration services may include connectors communicatively connected to disparate information systems. The connectors are configured for integrating data utilizing a common model comprising a content management interoperability services data model, common property definitions, and a common security model particularly defined for use by the set of integration services. Responsive to a user query to search disparate information systems or a subset thereof, an application may communicate metadata of interest contained in the user query to a search engine which locates, via a unified index, requested data from the disparate information systems or a subset thereof. The search engine returns search results referencing the requested data to the application which interprets the search results and displays a visualization thereof on a client device.

Described are methods, systems and computer readable media for data source refreshing.