Embedded Support and Engineering Squad for a B2B FoodTech SaaS

Live on tickets in week one, full team operational in week two — for a well-scoped engagement on a platform with reasonable documentation and access provisioning. The Pepper squad followed this curve: week one was paired delivery against live incidents while the broader environment access and SOC 2-controlled tooling provisioned, week two reached full team operational with the Lead Support Engineer owning escalation and SLA reporting. The variables that move ramp time are documentation quality, access provisioning under the client’s security controls, and the depth of the support runbook. Uvik Software accelerates the curve with a documented onboarding playbook and Lead-engineer-owned ramp.

L2 handles first-line technical resolution of production incidents — diagnosis, mitigation, customer impact assessment, structured handoff if escalation is needed. L3 handles deep technical investigation, code-level fixes, root-cause analysis, and the engineering changes that prevent recurrence. Both layers operate at engineering depth — fix-forward and regression coverage, not symptom suppression. SLAs are defined per severity and reported monthly. Incident reviews happen for every critical and high-severity case with documented root cause, mitigation timeline, and prevention actions added to the engineering backlog.

By engineering the recurring failure mode out of the workload rather than scaling support to absorb it. ERP synchronisation failures were producing a high-frequency, low-complexity ticket category — clients reporting failed order syncs and waiting for support to retry on their behalf. The squad shipped an Order Self-Serve Portal that surfaces failed syncs to the client with a one-click retry, removing the support handoff entirely for that category. ERP sync tickets dropped 65% in the month after launch. The underlying QuickBooks Online integration work — a serverless sync pipeline with automatic failed-event replay — eliminated the root cause for the most common failure paths.

Serverless and event-driven on AWS. Order and inventory events flow through AWS EventBridge to Lambda functions that synchronise with the QuickBooks Online API; payloads and intermediate state are stored in S3 and DynamoDB. Failed events are captured to a dead-letter pattern and replayed automatically once the downstream condition clears. The architecture replaced 8+ daily manual export sessions per Pepper operator with an autonomous sync pipeline. Operators retain visibility through CloudWatch dashboards and the per-client sync status surface added to the internal support dashboard.

Access provisioning, change management, incident documentation, and audit logging all sit inside the client’s SOC 2 controls. The squad operates under access scoping appropriate to each role, with changes flowing through reviewed CI/CD pipelines, incidents documented in formats audit can consume, and access events logged for review. Onboarding takes account of the provisioning timeline — the Pepper squad reached full operational status in week two partly because access provisioning under SOC 2 controls is paced by the client’s security team rather than by Uvik Software. The engineering work itself follows the same patterns Uvik Software uses elsewhere; the controls layer adds documentation overhead rather than rework.

The Pepper engagement ran 10 months at the SLA performance reported in this case and continues. Most embedded support engagements run 12+ months because the model compounds: the longer the squad stays inside the client’s platform, the deeper the operational context, the lower the recurring ticket categories. Exit paths are documented if internal hiring or scope reduction calls for it. The squad composition adjusts to scope — a smaller residual pod for ongoing support after a major modernisation phase, or expansion if new integration work joins the roadmap.