In certain embodiments, a method for monitoring, alerting and remediation of systems is provided. The method provides for receiving data from one or more data sources and logging the data. A first metadata fingerprint is created for a particular data source. The first metadata fingerprint is indicative of a first quantity of data output for the particular data source. A second metadata fingerprint is created for the same data source. The second metadata fingerprint is indicative of a second quantity of data output for the data source. The second metadata fingerprint is created from data received at a different point in time from the first metadata fingerprint. The first metadata fingerprint is compared with the second metadata fingerprint associated with the particular data source. An alert is generated when the comparison indicates that the first metadata fingerprint does not correspond within a specified tolerance to the second metadata fingerprint.