Customer Advocacy and Voice of the Customer Questions

Covers the ability to gather, synthesize, and prioritize customer feedback and to represent the customer perspective inside the organization. Candidates should demonstrate how they identify patterns in customer pain points, translate qualitative and quantitative feedback into clear recommendations, and influence product, operations, and support teams to address systemic issues. Includes examples of advocating for customer needs in roadmap and resourcing discussions, securing exceptions or resources for important customers, challenging policies that harm customer outcomes, balancing customer requests with business constraints, and using data and storytelling to persuade stakeholders and drive measurable change.

MediumTechnical

58 practiced

Create a prioritization framework template that explicitly balances short-term revenue impact against long-term platform health (technical debt). Include scoring criteria, weighting guidance, and walk through scoring three hypothetical requests: security patch, legacy integration with high maintenance, and low-cost performance improvement.

MediumTechnical

66 practiced

Sales promises a customer a 2-week delivery for a critical fix; engineering estimates 8 weeks. As the Solutions Architect mediating between sales and engineering, describe how you would manage expectations with the customer, negotiate a compromise internally, and propose interim mitigations or phased deliveries.

HardTechnical

72 practiced

Propose how to convert a reactive VOC program into a predictive one using ML techniques. List the data sources you would use (support tickets, telemetry, surveys), features to engineer (error rates, sentiment, usage drops), candidate model types, evaluation metrics, deployment approach, and potential failure modes and biases to monitor.

HardSystem Design

61 practiced

A major customer requests data isolation that the current multi-tenant platform cannot meet without significant rework. As Solutions Architect, evaluate the following options: a) dedicated single-tenant deployment, b) per-tenant encrypted blobs with shared compute, c) logical isolation via metadata-level access controls. For each option provide cost, timeline, operational impact, and effect on other customers. Recommend one path and justify trade-offs.

HardTechnical

72 practiced

Propose governance and process changes to ensure VOC inputs are consistently included in Architecture Decision Records (ADRs) and sprint planning. Include PR templates or checklists, acceptance criteria that reference customer outcomes, and metrics to measure compliance and downstream impact on customer satisfaction.

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