1. Non-transitory computer-readable storage media encoded with a computer program including instructions executable by a processor to create an application for system log analysis and deduplication, the application comprising: (a) a user interface allowing a user to configure one or more parser modules or a plurality of storage modules, wherein the plurality of storage modules are distributed to two or more servers; (b) the one or more parser modules configured to: (1) receive raw system log data automatically generated by a system, wherein the raw system log data comprises system events logged in a plain text format; (2) parse and transform the raw system log data into structured system log data by a hash function, wherein the structured system log data comprises the system events organized in a defined data format; and (3) transmit the structured system log data to the plurality of storage modules, wherein data entries of the structured system log data associated with a same system event and happening within a first defined time window are transmitted to a same storage module; and (c) the plurality of storage modules without a database service, the storage modules configured to: (1) receive the structured system log data from the one or more parser modules; (2) identify duplicated data entries in the structured system log data, wherein the duplicated data entries are happening within a second defined time window and comprise distinct timestamps and identical system events; (3) generate a representative system event of the duplicated data entries; (4) generate and store a serialized data record in a binary format, the serialized data record comprising the distinct timestamps of the duplicated data entries and the representative system event of the duplicated data entries.