Incumbent Democrat Brad Sherman and Republican Larry Thompson advanced from the June top-two primary to contest California's 32nd congressional district on November 3. The district's D+17 lean and solid Democratic ratings from multiple forecasters underpin trader expectations for a comfortable Democratic margin. Sherman’s primary performance and fundraising advantage reinforce the positioning, while Thompson’s limited resources and the absence of major new polling or campaign developments since the primary have kept odds stable. Late shifts could arise from national midterm dynamics, turnout variations in the San Fernando Valley portions of the district, or unexpected candidate events before Election Day.