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Here is how to defining a data model and produce a method that can ingest and search at scale.The elements of an airline fare are as follows: Note that the model omits several details, such as the exact airline and times.Database architects call this a sharded system, a shard is just a term for a part of a relation.However, contemplating this requires a way to break the query, route it to one or more database servers, then collect and organize the results.Of course, workers must have trusted access to the coordinator.Citus changes the DDL for CREATE TABLE to allow for any number of shards to be placed on workers.However, only a single column can be a shard key, and the best choice is departure date.

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So the problem becomes, how to put all these fares into a database that easily scales?Now for any modern database, 100 million data points is pretty simple.What makes the problem interesting is the frequency of data refresh, and the complexity of the searches.Citus permits distributing a table either by time of data ingestion or by a per column hash.Queries generated by the application made the per column hash the better option.

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