About Data Layer Hub

Why we exist

Eastern Seaboard retail moves quickly: seasonal staff, shared tills, and POS applications that can be reconfigured overnight after a vendor visit. Data Layer Hub formed to give owners a calm, independent reading of whether those applications still protect cash and card proceeds the way managers believe they do.

Origin

The practice began after repeated consulting assignments in Pattaya and Rayong where stocktakes looked fine but drawer shortages kept returning. The common thread was not a broken calculator — it was voids, refunds, and privilege settings inside the point-of-sale application that nobody had reviewed since go-live.

How we work with clients

We speak the language of shift supervisors and finance clerks. Engagements stay short enough to finish before peak season, and reports name screens and roles rather than abstract control frameworks. When a finding needs a vendor ticket, we phrase it so your POS supplier can act without a second translation.

People

Ananya Chaiwat — Engagement lead

Ananya spent a decade in hospitality finance before focusing on till-level controls. She leads scoping calls and signs every full audit report.

Marcus Hale — Field auditor

Marcus observes closeouts and tests privilege paths on the floor. He previously trained outlet managers for a regional F&B group.

Values that show up in the work

• Specific over sweeping — we cite the evening, the till, and the function used.
• Respect for the floor — observation is quiet; we do not stage confrontations.
• Thailand context — bilingual handoffs when supervisors prefer Thai for procedure walkthroughs.
• Independence — we do not resell POS licences or take referral fees from vendors.

Community

We share practical notes through Field Notes and occasionally host short briefings for retail owners’ groups in Chon Buri. If you want a scoping conversation, contact us.