8. A system comprising: processors; and a memory storing instructions that, when executed by at least one processor among the processors, causes the system to perform operations comprising: receiving a selected entity on a network-based transaction system; retrieving a first navigation trail of the selected entity, the first navigation trail including a first log of transitions between content located within the network-based transaction system, the content including any individually addressable portion of the network-based transaction system; extracting the first log of transitions from the first navigation trail to a first data table at a database; retrieving a second navigation trail of a second entity, the second navigation trail including a second log of transitions; extracting the second log of transitions from the second navigation trail to a second data table at the database; calculating an edge strength between the selected entity and the second entity, the edge strength calculated based on the first log of transitions the first data table and the second log of transitions of the second data table; and causing display of a recommendation of the second entity based on the calculated edge strength.
8. A system comprising: processors; and a memory storing instructions that, when executed by at least one processor among the processors, causes the system to perform operations comprising: receiving a selected entity on a network-based transaction system; retrieving a first navigation trail of the selected entity, the first navigation trail including a first log of transitions between content located within the network-based transaction system, the content including any individually addressable portion of the network-based transaction system; extracting the first log of transitions from the first navigation trail to a first data table at a database; retrieving a second navigation trail of a second entity, the second navigation trail including a second log of transitions; extracting the second log of transitions from the second navigation trail to a second data table at the database; calculating an edge strength between the selected entity and the second entity, the edge strength calculated based on the first log of transitions the first data table and the second log of transitions of the second data table; and causing display of a recommendation of the second entity based on the calculated edge strength. 14. The system of claim 8 , wherein the operations further comprise: aggregating navigation transition between entities, wherein the navigation transitions include the first navigation trail and the second navigation trail.