A method for data resiliency, the method comprising: generating spectrum metadata based on spectrum data associated with a network environment, the spectrum metadata based on one or more types of data abstraction; determining a resiliency operation based on one or more resiliency requirements; generating a resiliency policy based on at least one of the resiliency operation or the one or more resiliency requirements, the resiliency policy representative of at least one of recovering or reconstructing the spectrum data in response to identifying a fault-attack-failure-outage, FAFO, event associated with the spectrum data; generating a resiliency operation map based on at least one of the resiliency policy or first identifiers of respective workloads associated with the network environment, the first identifiers including a second identifier; and in response to identifying a FAFO event associated with the second identifier, executing the resiliency operation based on mapping the second identifier to the resiliency operation in the resiliency operation map; wherein the spectrum metadata is first spectrum metadata, the respective workloads include a first workload associated with the FAFO event, and the method further including: extracting second spectrum metadata from network traffic associated with the first workload; generating the second identifier associated with the first workload based on the second spectrum metadata; identifying a data abstraction type of the second spectrum metadata; and mapping the second identifier and the data abstraction type to the resiliency operation in the resiliency operation map; further including: in response to identifying the resiliency operation as a data recovery operation, executing the data recovery operation to recover the spectrum data associated with the first workload from one or more datastores; and in response to identifying the resiliency operation as a data reconstruction operation, executing the data reconstruction operation to reconstruct the spectrum data associated with the first workload based on at least one of the second spectrum metadata or third spectrum metadata. generating spectrum metadata based on spectrum data associated with a network environment, the spectrum metadata based on one or more types of data abstraction; determining a resiliency operation based on one or more resiliency requirements; generating a resiliency policy based on at least one of the resiliency operation or the one or more resiliency requirements, the resiliency policy representative of at least one of recovering or reconstructing the spectrum data in response to identifying a fault-attack-failure-outage, FAFO, event associated with the spectrum data; generating a resiliency operation map based on at least one of the resiliency policy or first identifiers of respective workloads associated with the network environment, the first identifiers including a second identifier; and in response to identifying a FAFO event associated with the second identifier, executing the resiliency operation based on mapping the second identifier to the resiliency operation in the resiliency operation map; wherein the spectrum metadata is first spectrum metadata, the respective workloads include a first workload associated with the FAFO event, and the method further including: extracting second spectrum metadata from network traffic associated with the first workload; generating the second identifier associated with the first workload based on the second spectrum metadata; identifying a data abstraction type of the second spectrum metadata; and mapping the second identifier and the data abstraction type to the resiliency operation in the resiliency operation map; extracting second spectrum metadata from network traffic associated with the first workload; generating the second identifier associated with the first workload based on the second spectrum metadata; identifying a data abstraction type of the second spectrum metadata; and mapping the second identifier and the data abstraction type to the resiliency operation in the resiliency operation map; in response to identifying the resiliency operation as a data recovery operation, executing the data recovery operation to recover the spectrum data associated with the first workload from one or more datastores; and in response to identifying the resiliency operation as a data reconstruction operation, executing the data reconstruction operation to reconstruct the spectrum data associated with the first workload based on at least one of the second spectrum metadata or third spectrum metadata.