1. A computer-implemented system for automatic system log analysis and deduplication, the system comprising: (a) one or more digital processing devices comprising an operating system configured to perform executable instructions; (b) one or more data storages storing one or more binary files; (c) a computer program including instructions executable by the one or more digital processing devices to create an application, the application comprising: (1) a parser module configured to: receive raw system log data in a plain text format, and transform the raw system log data into structured system log data in a binary format, wherein the transformation comprises (i) using a hash function to derive one or more system event identifiers from one or more data fields of the raw system log data, (ii) recording timestamps of the one or more data fields, and (iii) generating the structured system log data; and (2) a storage module without a database service configured to: (i) identify duplicated data entries in the structured system log data; and (ii) generate a serialized data record in a binary format and store the serialized data record into the one or more binary files, wherein the serialized data record comprises one or more timestamps of the duplicated data entries and a single representative of the duplicated data entries.