Salesforce Com, Inc.

Salesforce, Inc.

Mattia Padovani

Yogesh Patel

Percy Dara Mehta

Shan-Cheng Ho

Rebecca Greenberg

Shaahin Mehdinezhad Rushan

Johannes Kienzle

Darpan Dhamija

Birva Joshi

David Louie

Shardul Vikram

Mugdha Choudhari

Clinton Tran

Wing Hing Ku

Aaron Zhang

Lucas Ung

Systems and methods for configuring an email engine associated with sequences of engagements are described. The email engine is associated with a first sequence of engagements and a second sequence of engagements. The email engine is configured to be activated based on completion of the first sequence of engagements. The email engine may be configured to generate and send an email to an email recipient based on a set of parameters unique to the email recipient and based on one or more government regulations. When the sending of the email is prevented because of the set of parameters or the government regulations, an error notification may be generated, and the second sequence of engagements may not be activated.

Methods and systems for configuring an email engine

A method and system of data deduplication for data streams in a multi-tenant system. The method receives, at a data accuracy manager, an event from an activity tracking component, determine whether the event is recorded in a probabilistic model that tracks previously received events from the activity tracking component, where the probabilistic model can accurately identify the event has not been previously received with a possible false positive response where the event has been previously received, determines whether information for the event is stored in a metric storage, where the metric storage is a database of metrics derived from the previously received events, and discards the event in response to determining that the event is recorded in the probabilistic model and in the metric storage.

Mechanism for stream processing efficiency using probabilistic model to reduce data redundancy

A method and system that perform cluster node work assignments for tenants in a multi-tenant system. The method includes selecting a partition of a cluster tenant tracking structure having a hierarchical namespace and virtual nodes representing each tenant by a cluster node foreman controller, searching the selected partition for a tenant that is unlocked in the cluster tenant tracking structure, and initiating work for the tenant by the cluster node.

Mechanism for a work node scan process to facilitate cluster scaling

A method enables data aggregation in a multi-tenant system. The method includes receiving, at a data aggregation manager, an event from an activity tracking component, generating, by the data aggregation manager, a first hash value based on a first identifier in the event, generating, by the data aggregation manager, a second hash value based on a second identifier in the event, and storing event message information to an entry of a metric storage database in a partition according the first hash value and the second hash value.

Multidimensional partition of data to calculate aggregation at scale

Systems and methods for processing email messages are described. A method may include obtaining, from a database associated with the database system, data identifying a plurality of email messages for a plurality of email senders, the email messages associated with one or more sales cadences and an email service; enqueuing, by the server computing system, data identifying one or more email messages of the plurality of email messages into a queue provided that no data identifying two email messages associated with a first email sender are in the queue concurrently; and dequeuing, by the server computing system, the data identifying the one or more email messages from the queue, each dequeued data identifying an email message to be processed by the email service, wherein said enqueuing is performed provided that no dequeued data identifying two email messages associated with a second email sender are concurrently waiting to be processed by the email service.

Rate limiting actions with a message queue

A method and system manage synchronization of data streams in a multi-tenant system. The method includes tracking by a flow control mechanism a recent flow rate of at least one data stream, determining by the flow control mechanism whether the flow rate of the at least one data stream varies from at least one related data stream, and adjusting by the flow control mechanism a throughput of the at least one data stream to correlate with the at least one related data stream, in response to determining that the at least one data stream has varied from the at least one related data stream.

Mechanism to synchronize, control, and merge data streams of disparate flow characteristics

Techniques are disclosed for generating metrics for a stream of interaction data. In some embodiments, a computing system receives a stream of interaction data that is based on user interactions with one or more computing systems, where the stream of interaction data includes information for multiple interaction characteristics including an interaction category. In response to receiving additional interaction information in the stream of interaction data, the computing system may generate cumulative metric values for one or more interaction categories. Generating cumulative metric values may include: sharding the additional interaction information based on multiple characteristics including interaction category, storing the sharded information in a non-relational database, determining respective metric values for shards modified by the storing, storing the respective metric values and shard information for each of the modified shards in a relational database, querying the relational database using one or more interaction categories corresponding to the modified shards, and determining the cumulative metric values based on the results of the querying.

Metric determination for an interaction data stream using multiple databases

A method for creating a dynamic entity location map, includes sending an electronic communication to a first entity, obtaining, when the electronic communication is opened, notification data, calculating a location at which the electronic communication was opened based on the notification data, storing, in a database, a record that contains an association of the location and the first entity, wherein the database stores a plurality of records of entities with associated location data, and generating a map interface that displays a geographical region and displays an icon for the first entity, the icon being displayed at a position within the geographical region based on the location associated with the first entity.

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San Francisco, CA, United States of America

Mattia Padovani