Covalent　organic　polymers　(COPs)　have　emerged　as　a　promising　class　of　materials　for　memory　devices　due　to　their　unique　electronic　properties　and　potential　for　tunability.　This　review　highlights　recent　advances　in　the　field　of　COPs‐based　thin　films　for　memory　applications,　with　a　focus　on　the　synthesis　and　characterization　of　COP　thin　films,　their　electronic　properties,　and　their　performance　as　memory　devices.　The　potential　of　COPs‐based　thin　films　as　flexible　memory　devices　is　also　discussed.　Overall,　the　recent　progress　in　COPs‐based　thin　films　for　memory　applications　suggests　that　these　materials　may　have　a　significant　impact　on　the　development　of　next‐generation　memory　technologies.