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Cyber Incidents & Offender Methods Offender Viewpoint

Dodgy Dave downloads the customer list and calls it working from home

Dave works for a subscription business and has legitimate access to customer records. During his notice period he exports the most valuable accounts, uploads the file to personal cloud storage and offers it to a competitor. Dave's defence is prepared early: the login was authorised and the folder was called “home working”. The systems record what he actually did.

The working principle
Valid credentials can carry unauthorised conduct. Insider misuse is established through the purpose, scope, sequence and destination of activity - not by pretending the account was technically compromised when the evidence shows legitimate access being abused.
Authorised account
Targeted searches
Bulk export
Personal cloud upload
Competitor contact
Dave and buyer

Dave uses the front door

Dave's staff account STF-2841 is authorised to view individual customer records for support work. It is not authorised for bulk marketing exports. During his final week, he searches repeatedly for high-value subscribers and selects fields unrelated to any support ticket.

Insider misuse can involve a person abusing access they genuinely possess. Authorised access does not make every action legitimate, and a valid employee account does not remove the need to prove who used it.

Customer-platform audit event
event_id=EVT-77104actor_account=STF-2841session_id=SES-62A4action=BULK_EXPORTrecord_count=18,442export_id=EXP-4410event_time=2026-06-26T17:48:12Z
Established the platform recorded account STF-2841 exporting these records through session SES-62A4Still open who controlled the session, the purpose of the export and whether the data left company control

The export becomes a completed transfer

File-creation records show EXP-4410 written to Dave's assigned laptop as priority_customers_q3.csv. Endpoint telemetry records the file being packaged and browser upload UP-8821 completing to a personal cloud account. The cloud provider preserves the object identifier, account and completed upload size.

File access or copying does not alone prove data theft. Creating an archive does not prove exfiltration. Here, the completed cloud event and matching file hash address the next proposition: the exported customer file left the managed laptop and arrived in an account outside company control.

17:48:12Customer platform creates export EXP-4410.
17:49:03Laptop NB-114 writes the CSV with matching row count.
17:51:44Browser session begins cloud upload UP-8821.
17:53:08Cloud service records upload complete and object OBJ-9044.

Evidence showing a transfer completed is more powerful than a large outbound-traffic number. Export ID, file hash, byte count and cloud object join the business data to the destination event.

Dave's “home working” folder has no work account

The cloud account is registered to Dave's personal recovery email and paid using his card. It is accessed from the same browser profile on laptop NB-114. A valid company session and a personal destination now form a strong line of enquiry, but an employee account still does not identify the employee who acted by itself.

EstablishedCompany export EXP-4410 and matching cloud object OBJ-9044 were created through the recorded staff and browser sessions.
Still openDave's control and purpose, whether anyone shared his sessions, and what the recipient knew or requested.

Dave's regular multifactor approval is recorded at session start, building access-control evidence rather than proving intent. Office camera and badge records place him at the assigned desk; no remote connection or shared-account event appears. Those are positive corroborative facts, not merely the absence of another suspect.

The customer list applies for a second job

Messages on Dave's personal account attach a sample of ten rows to a competitor contact under reference DL-208. The recipient replies with a proposed payment per converted customer. A later payment carries the same reference. Unauthorised disclosure requires evidence of what was shared and to whom; the sample hash matches records within EXP-4410.

The competitor's account is a separate line of enquiry. Receipt of a sample and a referenced payment can corroborate Dave's purpose while raising questions about request, knowledge and agreement. The incident should not be flattened into “Dave downloaded too much”.

The alert arrives late but remains useful

A data-loss rule flags the personal-cloud destination after the security team updates its detection policy. The alert is not proof of the incident; it identifies the source events that require review. Those events independently establish the targeted searches, export, completed upload, sample communication and benefit.

Dave deletes the local CSV. Cloud, application, endpoint and recipient records retain their own histories. A later deletion event may support concealment, but the case does not rely on promising that deleted files can always be recovered.

AccessAudit events preserve Dave's targeted searches and bulk export through his working session.
TransferEndpoint and cloud records show the matching customer file completing upload outside company control.
Purpose and benefitSample, competitor messages and referenced payment strongly support intended disclosure for gain.
ParticipationThe evidence points strongly towards Dave while creating a focused enquiry into the competitor contact's role.
Operational takeaway
Dave's credentials were valid; his conduct was the incident. Follow the account, source file, transfer, destination, communication and benefit, then use independent access and device records to establish the human activity behind them.
Reference: CIM-290Cyber Incidents & Offender Methods