Abstract: In some embodiments, a method stores an executable contract in a ledger. The executable contract is for a test to be performed on a network and includes terms for the test. The method receives an indication of traffic that is received at a network device. It is determined that the traffic is associated with the executable contract that is stored in the ledger based on the terms of the test. The method responds to the network device with a response indicating that the traffic is associated with the executable contract. The network device allows the traffic to be sent to a destination on the network to perform an operation for the test.

Abstract: Methods, systems, and devices supporting data processing are described. In some systems, a first service executing on a datacenter may receive a request to establish a secure connection and a certificate from a second service. The datacenter may be provisioned with an indication of certificates that have been revoked by a certificate authority (CA). The first service may validate a certificate chain for the certificate from the second service based on the certificates that have been revoked by the CA. If a certificate of the certificate chain has been revoked, the first service may not establish the connection with the second service. If the certificates of the certificate chain have not been revoked, the first service may establish a secure connection with the second service. The services may communicate in accordance with validating the certificate chain.

Abstract: Techniques are provided for copying data from a source database to a target database in a database replication system which includes a database event mining system, an event interceptor process and an event receptor process. In one aspect, the event interceptor detects a failure in the event receptor and switches to a mode in which it rejects new database events from the database event mining system. The event interceptor can also request that the database event mining system resend the event after a specified delay. The event interceptor can also shut itself down for a specified period of time, then restart and listen for a pairing request from the event receptor. In another aspect, the event receptor can request that the database event mining system send event data from a specified system change number.

Abstract: Techniques are disclosed pertaining to determining whether execution of a transaction will exceed a system resource threshold. A computer system stores a precomputed permissions data structure in association with particular data stored in a database. That precomputed data structure may be used to determine whether a user can access the particular data. The computer system may capture metric information that pertains to parameters involved in different types of transactions that can be performed to recompute the precomputed permissions data structure. Upon receiving a request to perform a transaction that involves recomputing the permissions data structure, the computer system, may determine, based on the metric information and the transaction's particular type, whether an execution of the transaction will exceed the system resource threshold.

Abstract: Disclosed herein are system, method, and computer program product embodiments for providing a security model to customizable live applications in a cloud collaboration platform. The security approach may dedicate a frame to each live application, serving the frame from a different domain than a document in which the live application is embedded. This approach ensures that more stringent security requirements may be required of the live application and allows the data presented to the live application to be narrowly tailored. The security model may further leverage sandbox attributes and content-security policies to restrict the behavior of sandboxed and non-sandboxed live applications in accordance with best security practices.

Abstract: In accordance with embodiments, there are provided mechanisms and methods for creating, exporting, viewing and testing, and importing custom applications in a multitenant database environment. These mechanisms and methods can enable embodiments to provide a vehicle for sharing applications across organizational boundaries. The ability to share applications across organizational boundaries can enable tenants in a multi-tenant database system, for example, to easily and efficiently import and export, and thus share, applications with other tenants in the multi-tenant environment.

Abstract: In some embodiments, a method provides first data for a first reporting object that is determined by performing a first operation using respective first values associated with first records to generate a second value for the first reporting object. The first records are determined from a relationship in a data model that specifies a defined set of fields to the first reporting object for a sustainability metric. The method retrieves second records that are tagged with a custom label not used in the defined set of fields. The second records is a different set of records than the first set of records. The method provides second data for a second reporting object that is determined by performing a second operation, using respective first values associated with the second records that are associated with the custom label, to generate a third value for the second reporting object for the sustainability metric.

Abstract: Methods and systems are provided for generating an interactive simulation representing one or more assets based on one or more asset records. Based on information from asset records stored at a database system of a cloud-based computing system, an asset simulator module, executed at a cloud-based computing system, can generate one or more simulated representations of the assets. A simulator application executed at the cloud-based computing system can augment the simulated representations of the assets with (at least) additional information from the asset records stored in the database system, and generate a user interface that presents an interactive simulation of the assets. The user interface can include the simulated representations of the assets with the additional information from the asset records stored in the database system.

Abstract: A method by one or more electronic devices for creating an inference container on demand. The method includes receiving, over a network, a request to create the inferencing container, wherein the inferencing container is configured to provide inferencing functionality, creating the inferencing container responsive to receiving the request to create the inferencing container, and providing, over the network, a response to the request to create the inferencing container, wherein the response includes a uniform resource locator (URL) to use to submit inferencing requests to the inferencing container, wherein the URL includes a unique identifier (ID) of the inferencing container.

Abstract: Embodiments described herein provide an online domain adaptation framework based on cross-domain bootstrapping for online domain adaptation, in which the target domain streaming data is deleted immediately after adapted. At each online query, the data diversity is increased across domains by bootstrapping the source domain to form diverse combinations with the current target query. To fully take advantage of the valuable discrepancies among the diverse combinations, a set of independent learners are trained to preserve the differences. The knowledge of the learners is then integrated by exchanging their predicted pseudo-labels on the current target query to co-supervise the learning on the target domain, but without sharing the weights to maintain the learners' divergence.

Abstract: The technology disclosed proposes using a combination of computationally cheap, less-accurate bag of words (BoW) model and computationally expensive, more-accurate long short-term memory (LSTM) model to perform natural processing tasks such as sentiment analysis. The use of cheap, less-accurate BoW model is referred to herein as “skimming”. The use of expensive, more-accurate LSTM model is referred to herein as “reading”. The technology disclosed presents a probability-based guider (PBG). PBG combines the use of BoW model and the LSTM model. PBG uses a probability thresholding strategy to determine, based on the results of the BoW model, whether to invoke the LSTM model for reliably classifying a sentence as positive or negative. The technology disclosed also presents a deep neural network-based decision network (DDN) that is trained to learn the relationship between the BoW model and the LSTM model and to invoke only one of the two models.

Abstract: A rules engine (RE) may operate in conjunction with a database providing functionality, such as transactional support in data access environments on behalf of tenants. The database may have a data repository accessible by multiple tenants, and tenants may have a private context. RE rules may be defined in the data repository having an extension point corresponding to an extension defined in the private context. Execution of database functionality may affect data defined in the database. Execution of RE rules corresponding to database functionality affects corresponding data associated with the RE. Various techniques, e.g., fact handles, event listeners, etc. may be used to coordinate tracking and synchronizing changes between RE data and/or the database. A flag or other indicator may signify state preservation between multiple calls to the database and/or the RE, e.g., to support analysis involving transactions having overlapping intermediary results such as results from performing data lookups.

Abstract: An application server may receive, via a user interface of a cloud-based data management platform storing a set of data objects, a user input to generate a communication channel of a group-based communication platform that is separate from the cloud-based data management platform. In some examples, the communication channel may be for a data object of the plurality of data objects. The application server may then retrieve a group of users that are linked to the data object within the cloud-based data management platform and display a list of options for generating the communication channel. The list of options may include the group of users for including in the communication channel, a privacy level for the communication channel, and an identifier of the communication channel. The application server may generate an executable packet of instructions and transmit the executable packet of instructions for ingesting into the group-based communication platform.

Abstract: Embodiments of the present disclosure provide methods, systems, apparatuses, and computer program products that provide for an improved, more efficient, and more stable system of networked computing devices. The embodiments disclose an apparatus and system that enable client devices to selectively grant to third party applications permissions to access group-based communication objects of a group-based communication system. The apparatus and system further enable client devices to selectively grant to third party applications permissions to take specific actions with regards to the group-based communication objects within the system. To accomplish the improvements, the disclosed systems, apparatuses, and computing devices maintain a record of the permissions granted to third party applications in a permissions table stored in a computer storage device.

Abstract: A computing device displays, in a graphical user interface corresponding to a data visualization application, a dashboard having one or more data visualizations related to a data source. The device receives a user interaction with a first data visualization of the dashboard. The device compares the user interaction to a set of stored trigger actions and determines, based on the comparing, that the user interaction corresponds to a predefined trigger to initiate a workflow action to be executed by an external service, distinct from the data visualization application. In accordance with the determination, the device identifies parameters of a predefined action template corresponding to the workflow action. The device extracts a subset of data from the data source, corresponding to the parameters. The device maps the subset of data to the parameters of the action template and initiates execution of the external service.

Abstract: Techniques are disclosed relating to managing database queries. In some embodiments, a server system receives a query from a computer system and determines a set of aspects for the query, including at least a number of columns specified in the query and a computational cost of executing the query. The system generates a query vector based on the set of aspects determined for the query. The system then compares the query vector with a plurality of clusters, ones of the plurality of clusters comprising two or more previously generates query vectors generated based on aspects of queries previously received by the server system. Based on the comparing, specifically a distance between the query vector and the plurality of clusters of previously generated query vectors, the system classifies the query. Based on a classification of the query determined during the classifying, the system manages the query.

Abstract: Systems, devices, and techniques are disclosed for data shards for distributed processing. Data sets of data for users may be received. The data sets may belong to separate groups. User identifiers in the data sets may be hashed to generate hashed identifiers for the data sets. The user identifiers in the data sets may be replaced with the hashed identifiers. The data sets may be split to generate shards. The data sets may be split into the same number of shards. Merged shards may be generated by merging the shards using a separate running process for each of the merged shards. The merged shards may be generated using shards from more than one of the two or more data sets. An operation may be performed on all of the merged shards.

Abstract: Methods and corresponding systems and apparatuses for using keyboard input to configure targeted prompts in association with graphical elements of a software application being developed and to access the targeted prompts during runtime execution of the software application. A user interface of a builder application can include a first region and a second region. The first region displays options for configuring targeted prompts. The second region is a canvas region that displays a second user interface generated through execution of the software application. Keyboard input can include a shortcut that updates the user interface to switch between the first region and the second region and/or a shortcut that sequentially navigates between graphical elements that can be associated with targeted prompts. Other keyboard shortcuts can be made available for use with the builder application and/or during runtime execution of the software application.

Abstract: A method and system enables communications with a call center via SMS/MMS and provides an additional communications channel to communicate with the call center in addition to voice, Internet email/IM chat and fax. The call center obtains location information and images from a customer using SMS messages and web pages via a messaging hub.

Abstract: Techniques for generating structured data containers via templates associated with a communication platform are described herein. For example, the communication platform may in response to receiving a request from a first user, generate an object in a virtual space, wherein the request is received via a template or workflow and the object contains at least one field of a plurality of fields. The networking system may generate a structured data container associated with the communication platform, wherein the structured data container comprises the plurality of fields. The communication platform may receive, from a second user, an input to at least one field and may associate the input to at least one field of the plurality of fields of the structured data container. The communication platform may then present, via a graphical interface and to the first user, the input to the at least one field of the plurality of fields.

Abstract: Disclosed herein are system, method, and computer program product embodiments for implementing variable Sankey charting. The system receives a dataset for charting and various charting parameters. Using the information provided, the system identifies starting and ending categories that will be illustrated in the chart. For each of these categories, the system then calculates a starting and ending height, and corresponding positions in the chart. The heights may be based on a percentage of the total value of data that is included within a particular category. The system then calculates positions of the various bars on the chart based on information provided by the user, or automatically based on the analysis of the data corresponding to the different categories. One or more curves are then calculated for each of the different categories to illustrate the transition of the data from a starting point to an ending point on the chart.

Abstract: A cloud infrastructure is configured and deployed for managing services executed on a cloud platform. The cloud infrastructure includes a control datacenter configured to communicate with one or more service datacenters. The service datacenter deploys one or more application programming interfaces (API's) associated with a service. The service datacenter also deploys an administration agent. The control datacenter hosts an engine that receives requests from users to perform administration operations by invoking the administration API's. In this manner, the control datacenter functions as a centralized control mechanism that effectively distributes administration operation requests as they are received from users to service datacenters that can service the requests. The cloud infrastructure provides an auditable, compliant and secure management system for administering services for distributed systems running in the cloud.

Abstract: A system is disclosed for multimedia multipoint real-time conferencing that includes a communication module to receive a request to share media content in a virtual room setting. The content may include an audio, a video, a text, or a HyperText Markup Language (HTML) code referencing a third-party resource. The system may further include a content encoder at the host website to create a data packet encapsulating the transport characteristics and the routing requirements and a multipoint router to share the content via the transport protocol in the real-time group conference associated with the users of the virtual room.

Abstract: A system, method, and computer-readable media for establishing a framework for managing application permissions in a group-based communication system. Upon receipt, from an application in a group-based communication system, of an attempt to access a target internet domain, an application manifest associated with the application is accessed. The manifest includes a list of approved internet domains previously approved by an administrator of the group-based communication system which the application may access. Following access of the manifest, it is determined whether the target internet domain is included in the list of approved internet domains. If the target internet domain is included in the list of approved internet domains, the application is allowed to access the target internet domain. If the target internet domain is not included in the list of one or more approved internet domains, access to the domain by the application is denied.

Abstract: Various embodiments are directed to an improved group-based communication apparatus that is configured to efficiently manage draft messaging communications in a group-based communication system. The group-based communication apparatus is configured to synchronize draft messaging communications, including creating, updating, deleting, and posting of such draft messaging communications, across multiple client devices and with a group-based communication repository. Utilizing draft message metadata associated with the draft messaging communications, the group-based communication apparatus is also configured to implement validation rules and conflict resolution procedures associated with draft messaging communications. Additionally, the group-based communication apparatus is configured to render a draft list icon or other visual indicia to a group-based communication interface to inform a user that there is a draft messaging communication associated with one or more of the group-based communication channels.

Abstract: Methods, systems, apparatuses, devices, and computer program products are described. A communication process flow management service that manages a communication process flow may receive an indication of a segment of entities from a second service that manages a data model for multiple entities. Based on an action of the communication process flow, the communication process flow management service may request schema of the data model or additional attribute data associated with the segment from the second service. The communication process flow management service may receive the schema or the additional attribute data and use it to determine a set of communications to be transmitted to one or more entities of the segment. The communication process flow management service may transmit the set of communications in accordance with the communication process flow.

Abstract: Techniques are disclosed relating to implementing multiple index scans. A computer system may store a database table comprising fields and indexes corresponding to those fields. The computer system may receive a request to access records based on a Boolean expression that affects a selection of records from the database table and that comprises clauses, at least two of which are joined by an AND operation. The computer system may access the requested records. The accessing may include, for a given one of the at least two clauses, performing an index scan on an index that corresponds to the given clause to identify records that satisfy that clause. The computer system may update a hash table based on the identified records and then identify the requested records based on the hash table. The Boolean expression may include clauses joined by an OR operation that are processed using multiple index scans.

Abstract: Embodiments described herein provide methods and systems for generating data samples with enhanced attribute values. Some embodiments of the disclosure disclose a deep neural network framework with an encoder, a decoder, and a latent space therebetween, that is configured to extrapolate beyond the attributes of samples in a training distribution to generate data samples with enhanced attribute values by learning the latent space using a combination of contrastive objective, smoothing objective, cycle consistency objective, and a reconstruction loss.

Abstract: A computing device displays, in a graphical user interface, a canvas region that includes a first scene. The first scene includes a first visualization card having a first data visualization and a first text card, adjacent to the first visualization card. The device receives, via the first text card, (i) text input from a user and (ii) user selection of a first user interface element for linking the first text card to the first visualization card. In accordance with the receiving, the device determines whether the text input includes a first expression having a first time span that intersects with a temporal domain of the first data visualization. In accordance with a determination that the text input includes the first expression, and in response to a first user interaction with a first region of the first text card that includes the first expression, the device visually emphasizes a first portion of the first data visualization, corresponding to the first time span.

Abstract: Embodiments described herein provide a method of evaluating a natural language processing model. The method includes receiving an evaluation dataset that may include a plurality of unit tests, the unit tests having: an input context, and a first candidate and a second candidate that are generated in response to the input context, where the first test candidate is associated with a first quality notation, and the second candidate is associated with a second quality notation. The method includes determining, via a model, a first likelihood of generating the first candidate and a second likelihood of generating the second candidate in response to the input context. The method also includes determining whether the first likelihood being greater than the second likelihood. The method also includes determining whether the first model passed the unit test, where the first quality notation indicates a higher quality candidate and the second quality notation indicate a lower quality candidate.

Abstract: Techniques are disclosed relating to methods that include receiving, by a computer system in a multi-tenant database service, a stream of change event records for a database on a server. A given change event record may be indicative of a modification made to the database by one of a plurality of tenants. The methods may further include storing the received change event records in one or more buffers, and tracking, in a data structure separate from the one or more buffers. Information for ones of the stored change event records may include a corresponding order of reception and a particular tenant associated with a respective change event record. In response to receiving a query from a given tenant, the methods may include processing the query using the data structure to identify change event records associated with the given tenant.

Abstract: Disclosed are systems, apparatus for tracking inbound email messages in association with database records. An outbound email message is automatically generated or updated to include a message identifier within one or more headers and within a body of the outbound email message. Subsequently, a first electronic mail message received via a network from a first client device is processed, where the first electronic message has one or more headers and a body. A first message identifier (ID) is obtained from the body and the first message ID is parsed such that an encrypted portion and one or more unencrypted portions are obtained. A secret key associated with the first electronic mail message is obtained and the first electronic mail message is authenticated using the secret key, the encrypted portion of the first message ID, and at least one unencrypted portion. The first electronic mail message is processed according to a result of authenticating the first electronic mail message.

Abstract: Systems and methods for deploying services may include accessing configuration data associated with a service to be deployed, the configuration data generated independently of the service and configured to include environment-related data and infrastructure-related data, the environment-related data identifying at least versioning information associated with the service, and the infrastructure-related data identifying at least artifact repository information associated with the service; accessing data related to a packaged service from an artifact repository based on the artifact repository information, the packaged service generated by a package manager based on the service; updating the packaged service using the environment-related data to generate an updated packaged service; and causing the updated packaged service to be deployed to a deployment destination.

Abstract: A method for configuring the operation of the software of a data as a service (DAAS) system during run time is described. The configuring includes receiving a match query from a customer relationship management system that transmitted the match query responsive to a user using an interface to trigger an update of records in the customer relationship management system that were previously imported from the DAAS system, querying for records in the dataset that match records in the customer relationship management system previously imported from the DAAS system, the querying configured at run time according to metadata that identifies, for records in the dataset, a field to match on and a match threshold, and producing a match query result that includes records in the dataset to be imported to update records that were previously imported from the DAAS system.

Abstract: A computer-implemented method for dual sequence inference using a neural network model includes generating a codependent representation based on a first input representation of a first sequence and a second input representation of a second sequence using an encoder of the neural network model and generating an inference based on the codependent representation using a decoder of the neural network model. The neural network model includes a plurality of model parameters learned according to a machine learning process. The encoder includes a plurality of coattention layers arranged sequentially, each coattention layer being configured to receive a pair of layer input representations and generate one or more summary representations, and an output layer configured to receive the one or more summary representations from a last layer among the plurality of coattention layers and generate the codependent representation.

Abstract: Methods, media, and systems are disclosed for adding new users to a channel in a group-based communication system. The system receives a request to add new users to a channel. The system adds a new user by classifying the new user's email address domain as internal or external. If the domain is internal, the first user is added to the channel as a member, and if the domain is external, the user is prompted for a type of access for the new user. If the new user's access type is guest, the new user is added to the channel as a guest. If the type of access is shared, the channel is shared with an organization associated with the domain, and the new user is added as a member of the channel that has been shared.

Abstract: Embodiments described herein a code generation and understanding model that builds on a Transformer-based encoder-decoder framework. The code generation and understanding model is configured to derive generic representations for programming language (PL) and natural language (NL) in code domain via pre-training on unlabeled code corpus, and then to benefit many code-related downstream tasks with fine-tuning. Apart from the denoising sequence-to-sequence objectives widely adopted for pre-training on natural language, identifier tagging and prediction pre-training objective is adopted to enable the model to better leverage the crucial token type information from PL, which specifically are the identifiers assigned by developers.

Abstract: In accordance with embodiments disclosed herein, there are provided mechanisms and methods for automating deployment of applications in a multi-tenant database environment. For example, in one embodiment, mechanisms include managing a plurality of machines operating as a machine farm within a datacenter by executing an agent provisioning script at a control hub, instructing the plurality of machines to download and instantiate a lightweight agent; pushing a plurality of URL (Uniform Resource Locator) references from the control hub to the instantiated lightweight agent on each of the plurality of machines specifying one or more applications to be provisioned and one or more dependencies for each of the applications; and loading, via the lightweight agent at each of the plurality of machines, the one or more applications and the one or more dependencies for each of the one or more applications into memory of each respective machine.

Abstract: A computing device receives a natural language input specifying search terms directed to a dataset. The device parses the input into tokens and executes queries against a search index to retrieve a plurality of labeled trend events. Each labeled trend event has a respective chart identifier. The device determines a respective composite score for each labeled trend event and individually assigns each labeled trend event to a respective group. For each group, the device sorts the respective labeled trend events within the respective group according to respective composite scores, determines a respective final score for each group, and ranks the groups according to one or more determined final scores. The device retrieves data corresponding to a first subset of line charts having the respective chart identifiers of the ranked groups, generates the first subset of line charts, and displays one or more line charts of the first subset with annotation.

Abstract: Artificial intelligence (AI) technology can be used process natural language statements to facilitate the automated generation of narratives about data sets that achieve a desired communication goal without any need for a user to directly author computer code. This AI technology permits NLG systems to determine the appropriate content for inclusion in the narrative in a manner that will satisfy the desired communication goal.

Abstract: Implementation(s) for multi-factor network segmentation are described. A plurality of packets at a higher layer of a network stack is processed, where at least one packet of the plurality of packets was previously determined, as part of processing the at least one packet at lower layers of the network stack, to be authorized to be processed by the higher layer. Specifically, responsive to successful authentication of a cryptographic certificate received during the handshake process, a second service is identified from the cryptographic certificate. It is determined, based on a security policy, that the second service is authorized to access the first service. Responsive to the determination, a configuration is caused such that packets sent using the source address are now authorized to be processed by the higher layer.

Abstract: The present disclosure is related to automatically, based on contextual information and without needing explicit input from a user, modifying one or more settings associated with presenting a notification. In examples, settings may include automatically suspending notification presentation or automatically overriding a notification setting that suspends notification presentation. In addition, contextual information may include, among other things, information related to a computing device (e.g., device location or network signal strength), a rate of user interaction or engagement with an application (e.g., rate of information sharing, user reactions, etc.), and/or a calendar or schedule of a user. In examples, the contextual information may be analyzed (e.g., based on comparison to a threshold) to determine whether a condition is met, and based on the analysis, the one or more settings may be modified.

Abstract: Methods, computer readable media, and devices to automatically construct kill-chain from security alerts are disclosed. One method may include collecting a plurality of security alerts, receiving a selection of a high severity security alert associated with a node and a user from among the plurality of security alerts, creating a security narrative for the high severity security alert by providing a set of historical security alerts to a deep learning architecture, the set including security alerts selected based on a relation to the node and the user, and identifying a subset of the set of historical security alerts, including security alerts relevant to the high severity security alert, in a reverse time order by the deep learning architecture, and providing the security narrative as part of a response to the high severity security alert.

Abstract: Systems and methods are provided for receiving a request at a database system that includes a primary node and one or more standby nodes. When the request is determined to be a read-only request and the previous transaction has been replicated to the standby node, the request may be transmitted to one of the one or more standby nodes to perform the read-only operation to retrieve data of the request and transmitting the retrieved data. When the request is determined to be a read-only request and the previous transaction has not been replicated to the standby node, the read-only operation is performed to retrieve data of the request from the primary node and transmitting the retrieved data.

Abstract: Systems, methods, and apparatuses for isolating information from a cloud services provider hosting an enterprise application software, using a distributed ledger. For example, according to one embodiment there is a system having at least a processor and a memory therein executing within a host organization to host an enterprise application software for an enterprise, receive information input from a customer of the enterprise at a user interface for the enterprise application software, transfer the customer-provided information to a distributed ledger accessible to the system, receive information input from the enterprise at an enterprise interface for the enterprise application software, transfer the enterprise-provided information to the distributed ledger accessible to the system, but maintain no copy of the customer-provided information nor copy of the enterprise-provided information in a permanent store accessible to the system and the host organization.

Abstract: Embodiments described herein provide systems and methods for learning representation from unlabeled videos. Specifically, a method may comprise generating a set of strongly-augmented samples and a set of weakly-augmented samples from the unlabeled video samples; generating a set of predictive logits by inputting the set of strongly-augmented samples into a student model and a first teacher model; generating a set of artificial labels by inputting the set of weakly-augmented samples to a second teacher model that operates in parallel to the first teacher model, wherein the second teacher model shares one or more model parameters with the first teacher model; computing a loss objective based on the set of predictive logits and the set of artificial labels; updating student model parameters based on the loss objective via backpropagation; and updating the shared parameters for the first teacher model and the second teacher model based on the updated student model parameters.

Abstract: A federation management service may generate a federated application program interface (API) based on multiple data sources. The federation management service may detect changes to one or more of the multiple data sources, which may result in generation of a new version of the federated API. The changes to the data sources may be documented in a change event log. The change event log may be used to recreate a prior version of the federated API by applying changes of the change event log to a federated schema corresponding to the federated API. A snapshotting technique may capture the state of the federated schema at various points in time, and snapshots may be used to regenerate a prior version of the federated API using the change events of the change event log.

Abstract: A database entry may be stored in a container in a database table corresponding with a partition key. The partition key may be determined by applying one or more partition rules to one or more data values associated with the database entry. The database entry may be an instance of one of a plurality of data object definitions associated with database entries in the database. Each of the data object definitions may identify a respective one or more data fields included within an instance of the data object definition.

Abstract: Methods, computer readable media, and devices for rapid prototyping of both user experience and technical features in a combined approach. One method may include creating a set of known user experience (UX) components including a user interface element representing at least one of a data element and a data interaction, creating a UX screen including a set of UX elements within a UX prototyping tool, translating the UX screen into a set of standardized UX components, publishing the set of standardized UX components by mapping the set of standardized UX components to synthetic data, and validating a technical aspect of the published set of standardized UX components based on user interaction with the published set of standardized UX components.