Pipeline systems and methods for use in data analytics platforms

A data analytics method, comprising:

• in response to receiving first instructions from a first target system of a first client, the first target system separate from the data analytics system:
• create a first pipeline between an append-only first data store accessible to multiple clients and a second data store, the first pipeline configured according to the first instructions to generate a client-specific data object and store the client-specific data object in the second data store;
• teardown the first pipeline upon completion of storing the client-specific data object in the second data store;
• and
• in response to receiving second instructions from a second target system of the first client, the second target system separate from the data analytics system:
• create a second pipeline between the second data store and the second target system, the second pipeline configured according to the second instructions to generate query results using, at least in part, the client-specific data object and provide the query results to the second target system;
• and
• teardown the second pipeline upon completing provision of the query results to the second target system.

A non-transitory computer-readable medium, containing instructions that, when executed by at least one processor of a data analytics system including an append-only first data store accessible to multiple clients and a second data store, cause the data analytics system to perform operations comprising:

• in response to receiving first instructions from a first target system of a first client, the first target system separate from the data analytics system:
• create a first pipeline between the append-only first data store and the second data store, the first pipeline configured according to the first instructions to generate a client-specific data object and store the client-specific data object in the second data store;
• teardown the first pipeline upon completion of storing the client-specific data object in the second data store;
• and
• in response to receiving second instructions from a second target system of the first client, the second target system separate from the data analytics system:
• create a second pipeline between the second data store and the second target system, the second pipeline configured according to the second instructions to generate query results using, at least in part, the client-specific data object and provide the query results to the second target system;
• and
• teardown the second pipeline upon completing provision of the query results to the second target system.